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provenance
8 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.
Better Embeddings Won’t Fix Missing Provenance in RAG
Explore how missing provenance can lead to inaccuracies in retrieval systems, despite better embeddings.