The useful part is not role play.
It is model diversity: different training priors, different reasoning paths, different failure modes.
One model catches an edge case. Another disagrees. Another gives the simple path. The judge compares them.
Alexei Ledenev
@alexeiled
- I made pi-fusion for the Pi coding agent. One prompt → several model runs → judge model → one final answer. Built on `pi-subagents`. Slower, but useful for design, risk, and debugging prompts where one model may miss something. github.com/alexei-led/pi-… #pi #ai #pidev #llm
- 🚀 ccgram v4.3.0 is out. Control terminal coding agents from Telegram: Claude Code, Codex, Gemini, Pi, or shell. One Forum topic = one tmux/herdr window = one live agent session. Why this is useful 🧵
- AI coding agents thrash on bugs, fake green tests, skip the repro. coding-posture is a SKILL.md skill that makes them pick a task mode — debug / fix / review / migrate / optimize — and follow a checklist. Open source, works with Claude Code, Codex, Pi.
- Coding agents behave like optimistic elevators with write access: thrash on a stuck bug, fake green tests, migrate prod without a rollback. coding-posture is a small skill that fixes the posture, not the model. 🧵
