---
id: gh-recursive-decision-ledger
name: "recursive-decision-ledger"
url: https://skills.yangsir.net/skill/gh-recursive-decision-ledger
author: affaan-m
domain: ai-agent-orchestration-collaboration
tags: ["decision-ledger", "recursive-prompts", "rollout-management", "coherence-check", "evidence-trail"]
install_count: 4200
rating: 4.40 (120 reviews)
github: https://github.com/affaan-m/ecc/tree/main/skills/recursive-decision-ledger
---

# recursive-decision-ledger

> 此技能用于管理递归决策过程，通过记录回滚、一致性标记和晋升规则，帮助AI Agent进行反复推理和证据追踪。适用于高维搜索、随机优化、局部最优探索等需要多轮决策评估的场景。

**Stats**: 4,200 installs · 4.4/5 (120 reviews)

## Before / After 对比

### 决策效率提升

**Before**:

用户在没有此技能时，手动跟踪多轮决策过程，关键证据容易丢失，回滚混乱，每次决策审查平均耗时60分钟，错误率约30%。

**After**:

此技能自动记录每次回滚和决策，一致性检查和晋升规则确保证据可靠，将决策审查时间缩短至10分钟，错误率降至5%。

| Metric | Before | After | Change |
|---|---|---|---|
| 决策审查时间 | 60分钟 | 10分钟 | -83% |
| 错误率 | 30% | 5% | -83% |

## Readme

# Recursive Decision Ledger

Use this skill when the user is trying to force deeper computation through
repeated rollouts or "Prime Gauss" style recursive prompting. Preserve the useful
part: repeated trials, prior memory, fresh information, and explicit marks.
Remove the unsafe part: pretending the loop proves certainty.

## Ledger Contract

Every rollout should record:

- rollout id and timestamp;
- prior accepted winner and prior watchlist;
- fresh information ingested;
- search space size;
- model families or heuristics used;
- trial count and effective trial count;
- top candidates;
- decision marks;
- coherence marks against the prior ledger;
- promotion gate result.

Prefer JSONL for append-only ledgers and Markdown for human summaries.

## Rollout Loop

1. Load the prior ledger.
2. Capture new information at time-step zero.
3. Run the bounded search.
4. Mark each candidate: accept, watch, reject, decay watch, or needs replay.
5. Compare winners against prior winners and latest marked rollout.
6. Downgrade candidates when drift, tail risk, stale data, or failed replay
   invalidates the previous mark.
7. Append artifacts before summarizing.

## Coherence Mark

Include a compact coherence mark:

```text
Ensemble matches prior winner: true
Recursive matches prior winner: false
Latest rollout match: true
Live promotion allowed: false
Reason: replay and freshness gates not satisfied
```

## Promotion Rules

For trading, capital allocation, production deploys, migrations, or destructive
ops, recursive confidence is not approval.

Default to paper, dry-run, read-only, preview, or staged mode unless the user
explicitly approves the live action and the repo/service gate supports it.

Promote only when:

- the candidate beats the prior accepted winner on the chosen metric;
- correctness and replay checks pass;
- risk limits are explicit;
- the evidence is durable;
- the user has approved the live step when needed.

## Summary Shape

Lead with the decision, not the drama:

```text
Rollout 15 complete. The prior winner still holds, but edge deteriorated 17%.
Status: watch, not live. Next gate: 20 replay fills with fresh orderbook age
below threshold.
```


---
*Source: https://skills.yangsir.net/skill/gh-recursive-decision-ledger*
*Markdown mirror: https://skills.yangsir.net/api/skill/gh-recursive-decision-ledger/markdown*