# Fermentation Feedback

> Mid-generation monitoring: user activity, corrections typing, deadlines, confidence — adjust or abort mid-stream. Use for long agent runs and streaming workflows. Scope boundary: post-hoc AAR → `after-action-review`.

- Skill: `catcorner22/fermentation-feedback` (Agent Skill)
- Install (CLI): `npx skillmds@latest add catcorner22/fermentation-feedback`
- Raw SKILL.md: https://api.skillmd.com/api/skills/catcorner22/fermentation-feedback/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: AI & ML
- Author: CatCorner22 (https://skillmd.com/u/catcorner22)
- Updated: 2026-09-21
- Page: https://skillmd.com/skills/catcorner22/fermentation-feedback

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# Fermentation environmental feedback

**#19** · **Domain:** Biochemistry / food science · **Category:** adaptive · **Difficulty:** 🔴 High

## Core principle

Environment responds to the process continuously — not fire-and-forget.

## AI problem addressed

Batch in/out with no mid-flight sensing.

## Implementation

After each step/paragraph check: user active? correction started? deadline passed? confidence drop?
Adjust: pivot, accelerate, or abort mid-stream.

## Boundaries

- Prototype as prompt scaffold (🟢) before full pipeline middleware (🟡/🔴)
- Category router: **`ai-transfer-adaptive`**
- Catalog: **`ai-transfer-ecosystem-primer`**
- Runtime plugin id: `fermentation_loop`
- Also implements: `levain_culture`, `user_model_builder`
- Merge notes: Also absorbs `levain_culture` (persistent style culture) and personalization culture-state.