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Recensa is a self-hosted web viewer that indexes Claude Code session transcripts into a local SQLite database, enabling full-text search, replay, and audit of all past agent conversations without uploading data anywhere.
AI 仓库情报摘要
FR-AI / ANALYSIS为什么值得关注
它将“多样性优于能力”的研究成果转化为生产级平台，在可验证任务上持续击败顶级专有模型，提供完整的决策溯源，并采用 AGPL-3.0 开源许可。
适合谁使用
- 构建生产级 AI 管道的开发者
- 需要可审计、高弹性 AI 集成的企业团队
- 研究集体智能的 AI 研究人员
- 寻求供应商中立的 AI 编排的组织
典型使用场景
- 需要可验证正确性的事实问答
- 带有自动质量验证的代码生成
- 高风险决策的多模型共识
- 跨 AI 输出的治理与合规监控
项目优势
- 在可验证基准测试中达到 97% 客观准确率，而 GPT-5.5-pro、Claude Opus 4.8、Gemini 3.1 Pro 和 Grok 4.3 仅为 68-82%
- 通过语义化、健康检查的实时选择，索引了来自约 90 家提供商的 76,636 个模型
- 每次请求都提供完整的决策溯源和审计追踪（ailin_metadata）
- 开源并附带可复现的基准测试脚本，所有功能均有诚实的状态标记
使用前须知
- 不适用于高流量、低风险场景或严苛延迟要求
- 多轮仲裁策略存在集体智能溢价，但验证器短路可将成本降低约 100 倍
- 某些功能（如经过训练的协调器权重）仍在开发中，尚未达到生产就绪状态
README 快速开始
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SPDX-License-Identifier: AGPL-3.0-or-later Source: https://github.com/ailinone/collective-intelligence -->
Ailin¹ Collective Intelligence
⭐ Star the repo and back a new, more collective and collaborative era of AI
TL;DR: Ailin¹ makes 76,636 AI models collaborate inside one collective model, coordinated through 32 strategies instead of routed to a single one. Structured diversity, independent reasoning, and a full decision audit trail on every request: more reliable, resilient, and auditable than any single-model integration, and proven against the frontier in the open.
Thousands of AI models coordinate inside one collective model.
Structured diversity, independent reasoning, and full decision provenance on every request, designed to make outputs more reliable, more resilient, and more auditable than a single-model integration. Every day a new model launches claiming to be the best. This is the layer where they work together. Full documentation: ailin.guide.
Quickstart · The next frontier · Why a collective · The evidence · Always at the frontier · How it works · Contributing · Docs
Collective intelligence: the next frontier of
项目描述
Ailin¹ is an open-source collective intelligence engine where tens of thousands of AI models collaborate through dozens of coordination strategies, applying structured diversity and independent reasoning to improve reliability, auditability, and resilience.
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