DISCOVER / READING
Recent articles from sites I follow, organized by day.
LATEST COLLECTION
If the agent isn't using my diagnostics library, I could introspect and update AGENTS.md, but there's still a delta, and it'll drift. Instead, I write a pre-commit hook that checks the git diff for direct calls to observability modules that bypass my diagnostics module. Boom: fail the commit, inject a prompt telling the agent to use the diagnostics...
LLM 实践与生态
A Co-Written Essay with Runway Co-CEO Anastasis Germanidis
科技战略与未来
SpaceX's mobile strategy is becoming clearly with its latest spectrum purchase, and it might work.
科技战略与未来
Josh Wulf and I talked loop engineering for four episodes. The models stopped being the constraint a long time ago; what's left is vision, verification and agency. Delete your skill packs, put the whole system under test, and revisit everything that used to be hard.
AI Coding 最佳实践
Release: web-edit 0.1a1 Includes performance optimizations written by Claude Opus 5.5 after I fed it this Python 3.15 profiling report generated by GPT-6 Astra. Tags: profiling, projects
LLM 实践与生态
Release: llm-meta-ai 0.2 Meta AI release Muse Wonder (and Muse Wonder Full), their new "most capable models". These look like they may be Meta's first Fable class models - Artificial Analysis scores Muse Wonder (Max) as equivalent to GPT-6.1 Sol. I updated my llm-meta-ai plugin for the new model. Here are pelicans for Muse Wonder for the six reasoning...
LLM 实践与生态
Python 3.15 is here! Here's the essential What's new in Python 3.15 guide, this year curated by 3.14 and 3.15 release manager Hugo van Kemenade. As someone who builds open source software that works in every supported Python version, I get to say goodbye to Python 3.10 and start embracing features from Python 3.11. First, some highlights from Python...
LLM 实践与生态
Research: Profiling web-edit with Python 3.15: flame graphs and source heatmaps I put the new Python 3.15 profiler through its paces by having GPT-6 Astra Extra High in Codex run it against my new web-edit app: I need a Python 3.15 flame graph and heatmap demo of the "web-edit" app from PyPI - research first then make me those demos Here's the resulting...
LLM 实践与生态
