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chernistry/bernstein

v1.11.0 Feature

This release adds 5 notable features for engineering teams evaluating rollout.

✓ No known CVEs patched
Read the diff → Tool health → What is this tool? →

✓ No known CVEs patched in this version

Topics

agent-framework agent-orchestrator agentic-ai ai-agents ai-coding aider
+14 more
anthropic claude-code cli-tool codex-cli coding-agent deterministic-scheduler hmac-audit llm mcp-server model-context-protocol multi-agent parallel-worktrees python swe-bench

Affected surfaces

auth rbac

ReleasePort's take

Light signal
editorial:auto 13d

Bernstein v1.11.0 ships per-artifact lineage tracking with transparency logs and a new `lineage gate` CI check. One-command `compliance pack` produces signed audit bundles supporting EU AI Act requirements.

Why it matters: Lineage tracking enables per-artifact audit trails; `lineage gate` blocks merges with unresolved parallel edits. Compliance bundle supports EU AI Act audits. Test in dev before adopting.

Summary

AI summary

Bernstein now produces per‑artifact transparency logs with lineage tracking, merge entries for concurrent edits, and a one‑command EU AI Act compliance bundle.

Changes in this release

Feature Medium

`bernstein compliance pack --since … --until … --org "…" --output …` produces signed ZIP with PDF, CSV, raw log, Agent Cards, SLSA-style manifest.

`bernstein compliance pack --since … --until … --org "…" --output …` produces signed ZIP with PDF, CSV, raw log, Agent Cards, SLSA-style manifest.

Source: llm_adapter@2026-05-21

Confidence: high

Feature Medium

`bernstein lineage gate` new required CI check blocks merges with unresolved parallel-edit forks.

`bernstein lineage gate` new required CI check blocks merges with unresolved parallel-edit forks.

Source: llm_adapter@2026-05-21

Confidence: high

Feature Medium

`bernstein-verify pack <bundle.zip>` standalone auditor CLI shipped as its own wheel (`pip install bernstein-verify`).

`bernstein-verify pack <bundle.zip>` standalone auditor CLI shipped as its own wheel (`pip install bernstein-verify`).

Source: llm_adapter@2026-05-21

Confidence: low

Feature Medium

3 reference demos under `examples/lineage/` (fintech / healthcare / EU manufacturer) added.

3 reference demos under `examples/lineage/` (fintech / healthcare / EU manufacturer) added.

Source: llm_adapter@2026-05-21

Confidence: low

Feature Medium

`bernstein lineage {chain,forks,reindex,merge}` operator-side helpers added.

`bernstein lineage {chain,forks,reindex,merge}` operator-side helpers added.

Source: llm_adapter@2026-05-21

Confidence: low

Feature Medium

New MCP resource `lineage://artefact/<path>` for in-run introspection introduced.

New MCP resource `lineage://artefact/<path>` for in-run introspection introduced.

Source: llm_adapter@2026-05-21

Confidence: low

Feature Low

'bernstein-verify' CLI tool is distributed as its own pip package (wheel) with minimal dependencies (cryptography, click).

'bernstein-verify' CLI tool is distributed as its own pip package (wheel) with minimal dependencies (cryptography, click).

Source: granite4.1:30b@2026-05-22-audit

Confidence: low

Feature Low

Three example demos illustrating lineage usage are added under `examples/lineage/` for fintech, healthcare, and EU manufacturing scenarios.

Three example demos illustrating lineage usage are added under `examples/lineage/` for fintech, healthcare, and EU manufacturing scenarios.

Source: granite4.1:30b@2026-05-22-audit

Confidence: low

Full changelog

Lineage v1 — every agent edit, signed and auditable

Bernstein runs now produce a per-artefact transparency log. Two agents touching the same file no longer race silently — concurrent edits surface as siblings, and the Steward writes an explicit merge entry. Compliance officers run one command to get an EU AI Act Article 12 evidence bundle. Auditors verify the bundle on an air-gapped laptop without installing Bernstein.

What's new

  • bernstein compliance pack --since … --until … --org "…" --output … — produces a signed ZIP with PDF + CSV + raw log + Agent Cards + SLSA-style manifest
  • bernstein-verify pack <bundle.zip> — standalone auditor CLI shipped as its own wheel (pip install bernstein-verify); cryptography + click are the only deps
  • bernstein lineage gate — new required CI check; blocks merges with unresolved parallel-edit forks
  • bernstein lineage {chain,forks,reindex,merge} — operator-side helpers
  • New MCP resource lineage://artefact/<path> for in-run introspection
  • 3 reference demos under examples/lineage/ (fintech / healthcare / EU manufacturer)

Why we built this

Multi-agent orchestrators lose the audit trail the moment two workers touch the same file. ADR-009 (docs/decisions/009-lineage-v1.md) closes that gap end-to-end — every write Ed25519-signed by the agent's A2A Agent Card, every merge explicit, every chain reverifiable without operator secrets. Article 12 of the EU AI Act becomes a one-command export.

Install

pipx install --upgrade bernstein
pipx install bernstein-verify  # auditor-side

Compare: https://github.com/sipyourdrink-ltd/bernstein/compare/v1.10.8...v1.11.0

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About chernistry/bernstein

Deterministic multi-agent orchestrator for 18 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, OpenAI Agents SDK, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. ~11K monthly PyPI downloads, Apache 2.0.

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Related context

Beta — feedback welcome: [email protected]