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decay

Manage evidence freshness by identifying stale decisions and providing governance actions

Skill by NeoLabHQ

IndexedGPL-3.0★ 1,782
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Manage evidence freshness by identifying stale decisions and providing governance actions

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What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.

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What's inside

Skill name
decay
Description
Manage evidence freshness by identifying stale decisions and providing governance actions
License
GPL-3.0
Instructions
224 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Evidence Freshness Management

Manages **evidence freshness** by identifying stale decisions and providing governance actions. Implements FPF B.3.4 (Evidence Decay).

**Key principle:** Evidence is perishable. Decisions built on expired evidence carry hidden risk.

---

## Quick Concepts

### What is "stale" evidence?

Every piece of evidence has a `valid_until` date. A benchmark from 6 months ago may no longer reflect current system performance. A security audit from before a major dependency update doesn't account for new vulnerabilities.

When evidence expires, the decision it supports becomes **questionable** - not necessarily wrong, just unverified.

### What is "waiving"?

**Waiving = "I know this evidence is stale, I accept the risk temporarily."**

Use it when:
- You're about to launch and don't have time to re-run all tests
- The evidence is only slightly expired and probably still valid
- You have a scheduled date to refresh it properly

A waiver is NOT ignoring the problem - it's **explicitly documenting** that you know about the risk and accept it until a specific date.

### The Three Actions

| Situation | Action | What it does |
|-----------|--------|--------------|
| Evidence is old but decision is still good | **Refresh** | Re-run the test, get fresh evidence |
| Decision is obsolete, needs rethinking | **Deprecate** | Downgrade hypothesis, restart evaluation |
| Accept risk temporarily | **Waive** | Record the risk acceptance with deadline |

---

## Action (Run-Time)

### Step 1: Generate Freshness Report

1. List all evidence files in `.fpf/evidence/`
2. For each evidence file:
   - Read `valid_until` from frontmatter
   - Compare with current date
   - Classify as FRESH, STALE, or EXPIRED

### Step 2: Present Report

```markdown
## Evidence Freshness Report

### EXPIRED (Requires Action)

| Evidence | Hypothesis | Expired | Days Overdue |
|----------|------------|---------|--------------|
| ev-benchmark-2024-06-15 | redis-caching | 2024-12-15 | 45 |
| ev-security-2024-07-01 | auth-module | 2025-01-01 | 14 |

### STALE (Warning)

| Evidence | Hypothesis | Expires | Days Left |
|----------|------------|---------|-----------|
| ev-loadtest-2024-10-01 | api-gateway | 2025-01-20 | 5 |

### FRESH

| Evidence | Hypothesis | Expires |
|----------|------------|---------|
| ev-unittest-2025-01-10 | validation-lib | 2025-07-10 |

### WAIVED

| Evidence | Waived Until | Rationale |
|----------|--------------|-----------|
| ev-perf-old | 2025-02-01 | Migration pending |
```

### Step 3: Handle User Actions

Based on user response, perform one of:

#### Refresh

User: "Refresh the redis caching evidence"

1. Navigate to the hypothesis in `.fpf/knowledge/L2/`
2. Re-run validation to create fresh evidence

#### Deprecate

User: "Deprecate the auth module decision"

1. Move hypothesis from L2 to L1 (or L1 to L0)
2. Create deprecation record:

```markdown
# In .fpf/evidence/deprecate-auth-module-2025-01-15.md
---
id: deprecate-auth-module-2025-01-15
hypothesis_id: auth-module
action: deprecate
from_layer: L2
to_layer: L1
created: 2025-01-15T10:00:00Z
---

# Deprecation: auth-module

**Reason**: Evidence expired, technology landscape changed

**Next Steps**: Run `/fpf:propose-hypotheses` to explore alternatives
```

3. Move the hypothesis file:
```bash
mv .fpf/knowledge/L2/auth-module.md .fpf/knowledge/L1/auth-module.md
```

From NeoLabHQ/context-engineering-kit, GPL-3.0.

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Last commit (this folder)
Aug 26, 2026 (2 months ago)
Last release
Aug 26, 2026 (2 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
GPL-3.0
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

decay skill. Agent Mart. https://agentmart.dev/skills/neolabhq-decay (last updated 2026-10-24)