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Topics: provenance

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3 repositories by Attention Score · May 7, 2026 – Nov 2, 2026 (UTC)

Language: Python
Topic: provenance
Clear all

1.sipyourdrink-ltd / bernstein

The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run

agent-orchestrator
deterministic-replay
air-gap
audit-trail
provenance
reproducibility
+14 more

Python APACHE-2.01.3K total187 forks

+1,097 stars

from 250 · score 7.00

2.pic-standard / pic-standard

Open standard for Provenance & Intent Contracts (PIC) in AI agents. Verify intent, provenance, and evidence before high-impact tool calls.

action-proposals
agentic-ai
agents
ai
cli
crewai
+14 more

Python APACHE-2.069 total48 forks

+49 stars

from 20 · score 3.91

3.HMAKT99 / AKF

Trust metadata for AI agents — a stamp costs ~15 tokens, re-verifying costs 15,000. Agents stamp what they verify; the next agent runs 'akf check' and builds on it. pip install akf

ai
compliance
file-format
llm
provenance
python
+14 more

Python MIT21 total1 forks

+17 stars

from 3 · score 2.89

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