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Full coverage · not a ranking

How to Red-Team Your AI Agent's Pull Requests in GitHub Actions

First seen Sep 29, 2026, 4:15 AM · latest Sep 29, 2026, 4:15 AM · free · no behavioral personalization
1Articles in sample
1Distinct publishers
0Wire-service items
0High-fact publishers

1 distinct publishers, one article each in this sample.

Ownership mix: Other: 1

What happened
A one-sentence prompt change passed every normal check. A red-team gate in GitHub Actions caught it for 26 cents. The full workflow, real numbers from three runs, how to cap spend, and what to do when the build goes red.

1 publishers · 1 articles · switch to 1-minute for disagreement and framing.

What happened

A one-sentence prompt change passed every normal check. A red-team gate in GitHub Actions caught it for 26 cents. The full workflow, real numbers from three runs, how to cap spend, and what to do when the build goes red.

Why the coverage differs

AI-assisted comparison · labeled · generated just generated or not yet stored · not a verdict

This story is currently covered by only 1 source. Comparison requires at least two sources from different bias positions.

Comparison summary

AI-assisted · Cerebras / Llama · just generated or not yet stored · inspect sources below rather than trusting this alone

This story is currently covered by only 1 source. Comparison requires at least two sources from different bias positions.

How to read these numbers
Article count is not confirmation count. Wire rewrites and same-outlet follow-ups inflate totals. Prefer distinct publishers and primary links on each story page.

Report timeline

Oldest → newest among clustered members. Gaps may mean delayed pickup, not silence.

  1. Sep 29, 2026, 4:03 AM

Headline framing

Vocabulary fingerprints · not a political endorsement

No framing analysis for this cluster yet.

Bias/ownership: published methodology on source profiles · AI text always labeled · no reader paywall · no engagement ranking of news · transparency · contribute Ws · home