knowledge-systems

Production-ready RAG framework for Python — multi-tenant chatbots with streaming, tool calling, agent mode (LangGraph), vector search (FAISS), and persistent MongoDB memory. Built on LangChain.

Lightweight, thread-safe memory kernel for autonomous agents. Strengthens knowledge through reinforcement, prunes with gentle decay, and exports transparent Markdown — pure SQLite. Foundation for persistent, self-improving reasoning.

Constitutional polis of AoA: ecosystem identity, layer map, federation rules, and program-level direction.

Building local and hybrid AI systems, agent workflows, and long-horizon knowledge architectures through AoA and Tree of Sophia.

A Streamlit platform that models academic research fields as market-like systems, with academic indices, AI interpretation, counterfactual analysis, and epistemic audits. 学术股市：用市场模型观察学术场的跨学科分析平台。

Evidence-backed engineering for knowledge-system harnesses: score, understand, improve, and verify.

A modular governed framework for AI-assisted projects knowledge systems and data-governance research

Production-style AI knowledge platform with FastAPI and Postgres/pgvector, enabling document ingestion, semantic retrieval, and grounded RAG APIs for real-world applications.

Open research and coordination primitives for CDLI knowledge systems

Multi-agent autonomous research framework for AI-driven knowledge gathering, summarization, and fact verification workflows.

1956 Commons — an experimental AI-first collaborative environment governed by a constitutional framework and recorded through a repository ledger.

Nepal-focused AI document understanding and grounded knowledge platform using Open Knowledge Format (OKF v0.2), offline embeddings, and Devanagari OCR.

Public developer layer for CERVEL: experimental knowledge contracts, Python SDK, local validation, and a bounded localhost sandbox.

Bits Hierárquicos — um envelope estrutural que representa um ativo heterogêneo, navega por partes sem carregar tudo, e delega cada região ao especialista. Estudo medido (9 ângulos) + protótipo bhmem (memória de agente).