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Research2026-09-19 · source-backed
arXiv 2609.20016 argues Articles 8-15 of Regulation 2024/1689 were drafted for predictive AI and leave seven technical gaps for generative systems. Governance-as-Code supplies 43 acceptance criteria across six compliance modules running in a CI/CD pipeline, with the Rego policy code published rather than described. arXiv The move is turning open-textured standards like "appropriate levels" and "possible biases" into declared numbers derived from the provider's own baselines.
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TechCrunch documented the August 12 backlash, including a complaint that a student who used Claude to reorganize a paragraph gets a "digital tattoo." The change began August 2: new models embed imperceptible text watermarks and sign .svg/.png/.jpg with C2PA provenance, under A...
The PAI combines Evaluation, Context, Compliance, and Governance into a release-gate index. Three findings cut against current practice: context engineering strongly changes reliability, capability improves behavior but doesn't determine readiness, and governance evidence degr...
Reaction-norm mutation modifies the agent based on multiple task trajectories simultaneously; cross-lineage hybridization imports trajectories from agents in a different evolutionary lineage (arXiv 2608.07645). Under an additive fitness model they prove faster and better conve...
An online skill-evolution framework turns interaction trajectories and evaluator feedback into a persistent versioned library, with each iteration executing against a frozen snapshot so evidence-guided updates only reach later iterations and no model parameters change (arXiv 2...
arXiv 2608.13010 scores top-five retrieval candidates against ranks 6–20 of the same query to spot answer-anchor concentration, and separately compares documents to lexically distinct neighbors to catch coordinated density before any query arrives. Deployed jointly, attack suc...
Skill-α (arXiv 2608.01678) reframes skill generation as RL over sequential edits, decomposing skill construction into individually evaluable changes. The novel signal is a rollback reward that scores each modification by comparing downstream task execution using the original s...
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