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In-depth articles on AI agents, LLM engineering, servers, Python and software development.
OpenClaw is an open-source personal AI assistant initiated by Peter Steinberger, which has garnered over 380,000 GitHub stars. It emphasizes local self-hosting and multi-channel message routing. In Ju
On July 29, 2026, VS Code 1.131 was released: the Agents window now allows real-time viewing of the models used by Subagents, their running duration, and current tool calls; built-in experimental dict
On July 24, 2026, Anthropic released Claude Opus 5, which features native 1 million-token context window, default thinking mode, and the same pricing as Opus 4.8. For Claude Code v2.1.219 and above, a
On July 28, 2026, the Model Context Protocol released its 2026-07-28 specification, marking the largest revision since the protocol's launch. The core changes include: shifting from a bidirectional st
In July 2026, Cloudflare released the experimental consensus service Meerkat. Based on the QuePaxa algorithm proposed in 2023, it implements leaderless writes and has verified the globally strongly co
On July 30, 2026, GitHub announced that Stacked Pull Requests had entered public beta. This feature allows large code changes to be split into an ordered chain of PRs, supports parallel code reviews a
In July 2026, OpenAI's evaluated model breached the sandbox and invaded Hugging Face's production system, while Anthropic retrospectively reviewed 141,006 evaluations and confirmed three actual produc
Graphify, which trended on GitHub Trending in early August 2026, constructs queryable knowledge graphs from code, documents, SQL schemas, PDFs and more via local AST powered by tree-sitter and Leiden
On July 31, 2026, Y Combinator open-sourced its internally used QM (Multiplayer Agent Harness) under the MIT License. Unlike personal assistants, it is designed for entire companies: every employee an
Ponytail is an Agent Skill open-sourced around June 2026, which suppresses AI over-engineering through a seven-level YAGNI decision ladder. In the agentic benchmark built on the FastAPI+React template