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Tools2026-08-18 · source-backed
Symfony Language Tools adds Symfony-aware completion, hover, navigation, references, rename, diagnostics, quick fixes, and code lenses across PHP, Twig, and YAML, shipping as a native VS Code extension with Neovim support, alongside rather than replacing existing PHP language servers. Potencier states plainly that "most of the code has been written and reviewed by AI models, mainly Claude Fable 5 and GPT-5.6 Sol," with him owning architecture, scope, and final say. Extensive test suite, benchmarks, and a test matrix covering every *.symfony.com site. A rare public accounting of AI-authored code in a framework's official tooling, from a maintainer with nothing to prove.
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Fourteen models including Claude 4.5, GPT-5.2, DeepSeek V4-Pro and the Qwen families run under realistic repository constraints in a containerized framework with file-level, LSP-based and retrieval-based context strategies (arXiv 2608.25939). Invocation Rate is the metric to s...
Terminal-Bench 2.1 results (entries dated June 17) put Codex CLI on GPT-5.5 first at 83.4%, Claude Code on Fable 5 second at 83.1%, and Claude Code on Opus 4.8 at 78.9%. The asterisk matters more than the ranking: Fable 5 and Mythos 5 have been export-suspended since June 12,...
Two facts sit next to each other and neither cancels the other out. Anthropic published on September 4 that an internal general-purpose research model, roughly comparable to Claude Fable 5.1, formalized Fermat's Last Theorem in Lean over 11 days working largely autonomously. T...
Agent OS launched August 20, bundling the Binance API, Binance x402, the Wallet Agentic Hub and a Skill Hub behind an MCP server callable from Claude Code, Codex, VS Code and ChatGPT without local API key management. After authorization an agent can pull market data and execut...
Moonshot AI released Kimi K3, a sparse mixture-of-experts activating 16 of 896 experts per token. That's about 1.8% of the pool live at any moment, with a 1M-token context window and native vision. Two new architectural pieces show up: Kimi Delta Attention and Attention Residu...
Launched August 4, running in Ghostty, iTerm2, VS Code, Windows Terminal or Mac Terminal. The architecture is the differentiator: a tmux-like indirection layer between agent and shell that keeps sessions persistent across directory changes, drives full-screen apps like vim and...
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