context-assembly

Production-grade AI agent memory and context management platform (monorepo)

Optimize AI workflows with Arachne. Automatically assembles the perfect code context (Tree, Target, Deps, Semantic) to fit context windows without noise. Built for efficiency and scale.

Give one OpenClaw session durable memory, topic-aware continuity, and bounded token growth.

Context Assembler DSH — DeepSeek Harness 上下文汇编插件：按话题块编排上下文，最大化每 token 互信息密度

确定性上下文组装研究 MVP：以 Python 压缩图片选择信号，再由 Amazon Bedrock 渲染解读。Deterministic context assembly, bounded prompts, and a serverless image-selection demo.

Local Go daemon that gives AI tools persistent shared workspace state. Context assembly, multi-provider inference routing, hash-chained ledger, MCP server.

RAG Trace Debugger is an observability tool for debugging RAG pipelines. It traces retrieval, reranking, context assembly, and generation to pinpoint failure stages. It includes a React dashboard, framework-agnostic tracing SDK, LangChain/LlamaIndex adapters, and a self-healing loop for testing parameter fixes.

Given a bug and a token budget, how should you pick which code to show the LLM? This repo contains a benchmark that evaluates different context assembly methods on that question, using controlled single-line mutations across two Python repositories. Still in development, will expand to more methods, models and repositories.

CA Assembler — Hermes Agent 插件版（ContextAssembler v6.x, Python）：话题块上下文汇编、水位压力切割、Fct/OODA 事实提炼、reality 归并与注入、工具轮摘要。MIT。设计已延续至 CA-DSH V0.99 (i1j/ca-dsh)。

G0 context-assembly gate for AI agents - the gate before G1: automatic tiered context loading with self-check loop (BSL 1.1)