Make It Anyway: Why Hand-Built Code Matters
Coding assistants can produce useful code in seconds, but speed is not the only reason to program. A small C++ game loop shows how manual work can restore curiosity, learning, and a sense of ownership.
Tag: #developer tools
Astra for Coding: When Persistence Outruns Judgment
GPT-6 Astra can work through long coding tasks, but persistence does not guarantee maintainable software. The safer path combines bounded autonomy with structured patches, explicit invariants, focused tests, and regular diff review.
ChatGPT Images 2.5: From Prompts to Precise Edits
ChatGPT Images 2.5 shifts AI image generation toward precise, multi-turn editing. With stronger reference-photo fidelity, Sketch, templates, shared prompts, and new Flare and Sunburst API models, creative work becomes easier to refine without rebuilding the whole image.
Qwen3.8-27B Hits ~1,500 Tokens per Second on Cerebras
Qwen3.8-27B is now listed on Cerebras public endpoints at roughly 1,500 generated tokens per second. This guide explains what the speed means, how reasoning and context limits affect real latency, and how to make a first API call.