Havuz

Tamper-evident tracing, policy gates and cross-checks for AI agents: see what the agent did, and why.

The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayab

Python library ve CLI olarak görsel ve videolardaki bazı AI watermark işaretlerini ve provenance metadata'sını bulup kaldırmaya yönelik araçlar sunuyor.

Neden yükseliyor · 186 günlük bir repoda 5685 yıldız ve son 28 günde 150 commit dikkat çekiyor; bu, ilgi ve geliştirme etkinliği için güçlü bir sinyal. Ancak bu artışın nedenini veya kullanım başarısını verilen verilerden doğrulamak mümkün değil; son dönemdeki 3 farklı yazar katkının dar bir grupta yoğunlaşabileceğini gösteriyor.

Open-source memory runtime for AI agents — reproducible, provenance-tagged context bundles instead of query-time retrieval. Apache-2.0, self

Evidence validation and policy engine for AI-assisted biological curation

watermarks-remover, kullanıcının sahip olduğu içeriklerdeki görünür olmayan metin işaretlerini ve dosya provenance metadata’sını temizlemek için Python service ve agent skill sunuyor.

Neden yükseliyor · 47 günde 22.900 yıldız ve son 28 günde 64 commit ile 18 farklı yazar kayda değer ilgi ve geliştirme temposu gösteriyor. Yükselişin kesin nedenini verilen verilerden çıkarmak mümkün değil; AI provenance ve gizlilik konularına dönük ilgi olası etkenler.

The black box for AI-written code. Passive decision graph linking every commit to the agent prompts behind it: drift detection, DLP audit of

An open-source, PyTorch-like runtime for dynamic multi-agent and multi-session workflows.

Feed your agent papers and half-formed ideas — it links them into a system design you can defend. Markdown keeps the record; a visual canvas

Governed, provenance-sealed creative rendering for Databricks — a Streamlit App + Unity Catalog ai_render() function that turns any governed

CLI-first hub for agent skills: one npx install, manage in chat, distribute to 70+ agents

A work-centered runtime for agentic software engineering. Work persists; agents, context, and graphs assemble around it.

the governed runtime for agent skill workflows, off the leash but on the record

Local-first, governed documentation for humans and AI agents—mirror Office, PDF, and GitHub sources into linked Markdown knowledge workspace

Provenance-aware runtime security for AI agents with deterministic ALLOW / REVIEW / BLOCK enforcement.

A local-first coding agent that doesn't take "done" on faith: the engine keeps the run going until the project's own tests pass, and every g

Experiential world memory to help AI when web search is not enough.

Laravel audit log & change history with real actor attribution (user / job / command / scheduler), cross-model change traces, time machine,

Find which script, notebook, data, command, or AI agent produced a file — locally, with evidence and honest uncertainty.

Security-oriented three-axis observability for sandboxed AI agents: model intent, app context, and runtime telemetry into verifiable evidenc

Local-first cross-session long-term memory for DeepSeek Harness — 22 narrow tools, hybrid FTS5 + local-vector retrieval, evidence gate, prov

Grade every agent, scraper and model in a claim's chain — provenance, trust scoring and audit evidence for LLM pipelines

铃音的记忆写入协议 - an informatics protocol: fragmented, cue-based, symbolic, highly compressed information for AI agents; usable for memory writing

Research artifacts for provenance-bound agent authorization, signed effect evidence, and reproducible security evaluation.

Git-native AI code provenance: records which AI agent wrote which line, signs each attribution with ed25519, stores it in your git history.

Minimal Ed25519-signed activity receipts for verifiable AI agents — self-attested, offline-verifiable, no blockchain.

Local-first verification layer for AI agents: evidence, provenance, policy gates, human approval, and auditable Trust Receipts before a clai

Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and pgve

Find and remove AI provenance signals from files you own: hidden Unicode, token watermarks, visible image marks, and C2PA/EXIF/XMP metadata.

Lightweight RAG provenance middleware. Verifies every claim in an LLM response is grounded in a retrieved source - without an LLM call.

Cairn.ink Memory: lightweight cross-session memory for AI agents, with receipts.

Tamper-evident evidence and verification layer for AI agents. Verify any agent's session offline with just openssl. No cloud, no lock-in.

Agentic GraphRAG is an open source framework that builds a graph connecting your enterprise knowledge to the conversations your agents have

Invisible, key-verifiable watermarks for AI/LLM-generated text — SynthID-Text-style, in Rust + WebAssembly (Node + browser). Live playground

Multi-agent demo for Statewave conflict resolution. Concurrent agents write to a shared subject; the compiler detects contradicting facts vi

Privacy-aware environmental digital twin for ambient/RF sensing in Rust — a typed, provenance-tracked graph of rooms, sensors, people & beli

Lossless, local, provable memory for AI agents: every Claude Code session kept on your own computer, word for word, compressed and sealed, a

Decision provenance and data-flow tracking for coding agents: computes what changed in your code and data, records why it changed, and surfa

Relational codebase compiler and spec-driven containment engine for AI coding agents. Compiles polyglot repos (Rust, Python, TS, Go, C/C++,

Security-First Agentic IDE Coding Harness

Permanent code intelligence layer. Learns what matters, expires what changed, proves what existed. Content-addressed graph with Merkle proof

Open-source MCP server over a git-backed Obsidian vault. Single-user, self-host. Six tools, hybrid search, provenance/blame, auto-link disco

A Git-native dependency admission controller. Evaluates trust signals on every dependency change and blocks commits or builds when packages

A scientific-method runtime for AI agents: hypotheses, experiments, evidence, provenance, reproducibility, and auditable conclusions.

A verifiable local memory architecture for long-running AI agents

AI agents should not make irreversible changes. TraceFold escrows the inverse before an effect lands, or refuses it, and issues receipts any

WAKE.md for AI agents: compile project state so agents stop starting cold.

Provena : Context governance for agentic AI — tamper-evident audit trails, provenance validation, EU AI Act compliance. 6 framework adapters

Extracts claims from SOPs, policies and regulations, has a person approve or reject each one, then serves the approved set to agents over MC

Version control for AI agent memory. Commit, branch, merge, blame and time-travel what your agents know.