Results for “autotuning”

当设定个人或工作目标，希望目标本身能带来持续的内在动力和满足感时

Pre-commit/ship code review: Codex default; optional Claude, Pi, Droid, Copilot, Cursor, or OpenCode.

Visual Instruction Tuning

When reviewing code, generate the complete corrected version — not just the issues, but the exact fixed code ready to copy-paste.

Autonomous experiment loop — iteratively mutate code, measure a metric, keep only improvements (hill-climbing ratchet)

[OMX] Strict autonomous loop: $deep-interview -> $ralplan -> $ultragoal (+ $team if needed) -> $code-review -> $ultraqa

Self-tuning question sensitivity + developer psychographic for gstack (v1: observational). (gstack)

Runs a structured code review as a pre-commit or pre-ship gate, supporting multiple review engines and scope governance.

AutoAugment: Learning Augmentation Strategies from Data

Every autoscaling decision is driven by one of three trigger types, and mature

Analyze auto-memory for promotion candidates, stale entries, consolidation opportunities, and health metrics. Use when the user runs /si:review or asks what has been learned and what should be promoted or pruned.

Guides users through defining goals, metrics, and scope, then runs an autonomous loop of code changes, testing, measuring, and keeping or discarding results for any programming task with a measurable outcome.

当意识到自己处于被动、重复、缺乏意义的生活状态，想要主动设计人生时

Autonomous evolutionary code improvement engine with tournament selection

Instruction Tuning with GPT-4

Self-tuning question sensitivity + developer psychographic for gstack (v1: observational). Review which AskUserQuestion prompts fire across gstack skills, set per-question preferences (never-ask / always-ask / ask-only-for-one-way), inspect the dual-track profile (what you declared vs what your behavior suggests), and enable/disable question tuning. Conversational interface — no CLI syntax required. Use when asked to "tune questions", "stop asking me that", "too many questions", "show my profile", "what questions have I been asked", "show my vibe", "developer profile", or "turn off question tuning". (gstack) Proactively suggest when the user says the same gstack question has come up before, or when they explicitly override a recommendation for the Nth time.