
Magnitude: A Self-Tuning Inference Engine Bids to Be Your Agent's Local Backend
Magnitude is an Apache-2.0 inference engine that tunes kernels on your hardware and plugs into OpenCode, Codex and Claude Code. What shipped, where it breaks.
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Magnitude is an Apache-2.0 inference engine that tunes kernels on your hardware and plugs into OpenCode, Codex and Claude Code. What shipped, where it breaks.

Anthropic's GLM-5.3 cyber report: exploit numbers against Claude Mythos Preview, how its safeguards were stripped, the backlash, and the read for developers.

Jeff fine-tunes Qwen3.5 and Gemma 4 into small Jev-compatible decision models on one GPU. The numbers, run commands, and where the benchmark misses real work.

OpenAI Dots turns ChatGPT into a long-running work agent. For developers, the real question is where approvals, permissions and sandboxes sit.

The text agents read is a control surface: bad MCP error messages cost more on stronger models, and context hygiene gains value with every model upgrade.

GPT-6.1 Sol release guide: near-Astra scores at a fifth of Astra's price, $0.10 cache reads, verified pricing, the Astra 6.1 safety hold, and how to run it.

Railway preview environments for agent pull requests: an isolated copy of your whole stack for every PR, so you verify agent changes by running them.

Antigravity vs Cursor: Antigravity is free with a weekly limit; Cursor starts at $20/month with the widest model menu. Pricing, limits and a decision guide.

Approve effects, not invocations: why agent approval records miss harm in install hooks and skill combinations, and why pipelines need closure metrics.

CC Switch is a free open-source app that switches API providers for Claude Code and Codex in one click and syncs MCP servers and skills. How to use it safely.

Superpowers for Claude Code: how to install the MIT-licensed skills plugin, what its brainstorm, plan, TDD and review skills do, and when it is worth it.

Claude Cowork vs Claude Code: Code is for software, Cowork for documents, spreadsheets and research. Both are in every paid Claude plan. How to pick.
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