
CodeMidas Turns Existing Code Into Coding-Agent Training Tasks
CodeMidas turns existing repository code into executable coding-agent RL tasks, tests, and verifiers, instead of relying on issues, commits, or hand labels.
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Deep dives into AI agents, coding tools, and building with LLMs.
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CodeMidas turns existing repository code into executable coding-agent RL tasks, tests, and verifiers, instead of relying on issues, commits, or hand labels.

GPT-6 drives Codex to build a walkable, single-file Three.js world with AI-generated wall assets. The verified toolchain and when this web-native 3D path wins.

An agent's report on its own run is unreliable, and eight studies show why. The fix: append-only traces, obligation ledgers, and records the agent cannot write.

Handshake's DeepSWE audit found frontier coding agents reasoning about imagined graders. Stop rewarding patches that pass tests but drift from the user's spec.

GPT-6 Astra and Codex script a playable Mars car game in Blender, then Higgsfield's plugin and Seedance turn the assets into trailers. The toolchain and setup.

GPT-6 Sol vs Claude Opus 5.5 vs Grok 4.7 pricing: verified per-token rates, cost-per-task math and a decision guide for the September 2026 price war.

Build an AI pull request reviewer on Railway: a webhook service runs OpenCode headless on every PR diff and posts findings as a review, never touching the code.

Grok 4.7, Opus 5.5, and GPT-6 Sol and Luna cut frontier prices in 48 hours, plus MiMo v2.6, GPT-6 Astra, and the first agent breach of a government site.

Claude Opus 5.5 costs $4/$20 per million tokens with $0.20 cache reads. SDK examples, Claude Code setup, and when to pick it over Sonnet 5.5 or Haiku 5.5.

GPT-6 Astra builds a yoga clothing store from one prompt, with generated product shots, product pages and an AI video hero via Codex and the Higgsfield CLI.

BuilderIO's Agent-Native framework gives AI apps one action layer shared by the UI, the agent, HTTP, MCP, A2A, and the CLI, instead of UI puppeteering.

Agent Retrieval Bench isolates the part of coding-agent work most evals hide: did the agent find the right repository files before it started editing?
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