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provenance
7 postsBernstein 3.x recap: deterministic replay, evidence bundles, tournament runs
Bernstein 3.x recap: deterministic replay, signed evidence bundles, tournament runs, and durable, resumable runs engineers can verify offline.
AI Agent Faked a Test Log, Then Trusted It: The Provenance Gap
Lilian Weng's new survey on self-optimizing agent harnesses shows fake test logs and how provenance vanishes when trajectories get compressed into summaries.
Kira Project: a tamper-evident evidence layer for AI agents
Kira Project's tamper-evident evidence architecture separates AI agent logs from reports, cryptographically proving what happened and what didn't.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comProvenance: It Can't Just Be a Sticker
Provenance is essential for verifying content origins. An analysis of C2PA's structural flaws and proposed solutions.
AI Science Workbench Requires a Reproducibility Graph, Not Just Chat History
Anthropic's Claude Science offers a new approach to scientific research with enhanced auditability.
A Folder of Docs Is Not a Knowledge Base
A document folder does not create a reliable knowledge base. Effective knowledge management requires systems that track sources.
basou: A New Open-Source Harness to Rein In AI Coding Agents
basou is an open-source harness that captures AI coding agents' decisions and session history in local files, giving developers verifiable, replayable control.