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06:00

Graphify: Turn Any Codebase into a Queryable Knowledge Graph for AI Coding Assistants

Graphify：将任意代码库转化为AI编程助手可查询的知识图谱

Graphify is an open-source tool that transforms codebases, docs, PDFs, images, and videos into a knowledge graph for AI coding assistants like Claude Code, Cursor, and Gemini CLI. It uses tree-sitter AST for deterministic, local-only code parsing, and delegates semantic extraction for non-code assets to the assistant's model. The output includes an interactive HTML visualization, a Markdown report, and a reusable graph.json, enabling natural-language queries, path traversal, and concept explanations. Every edge is tagged EXTRACTED or INFERRED, so users always know what was read vs. guessed. Ideal for engineers onboarding large unfamiliar codebases or augmenting long-tail maintenance workflows.

github.com · 47 min · Agent Engineering · Ai Tooling · Code Intelligence · Developer Tools · Knowledge Graph · tree-sitter
06:00

Fable's judgement

让 Fable 自行判断：节省 Claude Code token 的实战技巧

Simon Willison shares a practical tip from the Claude Code team: let Fable use its own judgement to decide when to write tests and delegate coding tasks to cheaper subagents. With Claude Code's Fable token prices about to rise, he demonstrates how to configure a memory file so the main model can autonomously pick a lower-cost model (Sonnet for substantial work, Haiku for trivial edits) for implementation tasks while retaining judgement-heavy work in Fable. Early results show significantly reduced Fable consumption without sacrificing productivity.

simonwillison.net · 2 min · Agent Engineering · Ai Tooling · Claude Code · Cost Optimization
06:00

Kimi K3: Open 2.8T Frontier Model for Long-Horizon Coding and Knowledge Work

Kimi K3 发布：2.8T参数开源模型，聚焦长周期编程与知识密集型工作

Moonshot AI releases Kimi K3, a 2.8T-parameter open model built on Kimi Delta Attention (KDA) and Attention Residuals (AttnRes), activating 16 out of 896 experts with a reported 2.5× scaling efficiency improvement over K2. It supports native vision and a 1M-token context window. While generally trailing top proprietary models like Claude Fable 5 and GPT 5.6 Sol, K3 achieves competitive scores on coding, knowledge work, and reasoning benchmarks. The post details case studies: GPU kernel optimization, a from-scratch Triton-like compiler (MiniTriton), 3D open-world game development, autonomous chip design (48-hour run), and rapid scientific research reproduction. K3 is available now via Kimi.com, Kimi Work, Kimi Code, and API; full weights open-sourced by July 27, 2026. Recommended for AI engineers, agent developers, and researchers needing long-horizon agentic capabilities.

www.kimi.com · 19 min · Agent Engineering · Coding · Kimi K3 · LLM · Open Source