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Blind, heterogeneous AI-agent deliberation with auditable evaluation.

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Agent Council

Agent Council is an experimental open-core project for evaluating whether blind, heterogeneous AI-agent deliberation can produce better technical and product decisions than strong single-agent baselines.

The v0 implementation is intentionally small:

  • Claude Code CLI
  • Codex CLI
  • subscription-first execution
  • blind independent research
  • controlled cross-review
  • adversarial challenge and rebuttal
  • dual independent judges
  • Visibility Firewall enforced at the filesystem boundary
  • reproducible evaluation against single-agent baselines

Status

Pre-v0 / validation-first.

The governed Phase H technical value-validation pilot completed on September 3, 2026. It evaluated the frozen 10-case technical corpus with 120 evaluator calls and produced a pre-registered FAIL outcome: Council mean delta versus the strongest frozen single-agent baseline was -1.38, with zero materially-worse cases.

Accordingly, the project does not claim that Council has demonstrated measurable value over strong single-agent baselines. Product-domain value remains untested because the frozen source artifacts did not contain a complete product A-F candidate set. See issue #56 and workflow run 33747506790.

Open-core model

This repository contains the public core and is licensed under AGPL-3.0-only.

Commercial/proprietary extensions may be developed separately. The public core never depends on proprietary code. See OPEN_CORE_BOUNDARY.md.

Contributing

External contributions require acceptance of the Contributor License Agreement before merge. See CONTRIBUTING.md and docs/CLA.md.

Security

Please follow SECURITY.md. Do not publish credentials or vulnerability details in public issues.

License

AGPL-3.0-only. Before the initial public release, install the complete canonical license text with:

bash scripts/install-agpl-license.sh

Future runtime direction

The public core remains subscription-first, and the runtime boundary is intentionally designed so a future release could support both subscription and direct API execution.

The permanent rule is explicit mode selection:

  • subscription execution stays fail-closed
  • API execution is a separate runtime
  • subscription quota exhaustion never silently falls back to a metered API

Direct API/BYOK work is not currently authorized because the Phase H measurable-value gate was not satisfied. See docs/FUTURE_RUNTIME_EXPANSION.md.

Development status

The core implementation, governance, benchmark infrastructure, and frozen technical Phase H pilot are complete. Any further value-validation work or runtime expansion requires separate governance; the completed Phase H run must not be reinterpreted post hoc.

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Blind, heterogeneous AI-agent deliberation with auditable evaluation.

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