Activate mature .agents knowledge.
Scanned 9/2/2026
Install to Claude Code
npx -y skills add majiayu000/claude-skill-registry --skill knowledge-activation-boshu2-agentops --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: knowledge-activation
description: Activate mature .agents knowledge.
practices:
- wiki-knowledge-surface
- pragmatic-programmer
hexagonal_role: supporting
consumes: []
produces: []
context_rel: []
skill_api_version: 1
user-invocable: true
context:
window: fork
intent:
mode: task
sections:
exclude:
- TASK
intel_scope: topic
metadata:
tier: knowledge
dependencies:
- compile
- harvest
- flywheel
output_contract: .agents/beliefs.md, .agents/playbooks/*.md, .agents/briefings/*.md
---
# Knowledge Activation
Turn a mature `.agents` corpus into operator-ready knowledge surfaces.
## What This Skill Does
Use this skill when the problem is no longer "capture more knowledge," but:
- promote the strongest recurring claims into a belief system
- turn healthy topics into reusable playbooks
- compile a small goal-time briefing for future work
- surface thin topics and promotion gaps before they silently calcify
`$compile` remains the hygiene loop. `knowledge-activation` owns corpus operationalization.
## Where this sits in the flywheel
Knowledge activation is the **fourth step** in the global-corpus workflow:
1. `$harvest` — gather artifacts from many rigs into `~/.agents/learnings/`
2. `$compile` — synthesize raw artifacts into `.agents/compiled/`
3. _(optional)_ `$dream` overnight — bounded compounding loop
4. `$knowledge-activation` — lift compiled knowledge into playbooks,
beliefs, and runtime briefings
## Which skill do I need?
See [docs/skills-decision-tree.md](../../docs/skills-decision-tree.md) for
the full "which skill next?" decision table covering harvest, compile,
dream, knowledge-activation, and quickstart.
## Preconditions
This skill assumes the current workspace already has:
- a `.agents/` directory
- packet refresh builders under `.agents/scripts/` when `ao knowledge activate` needs to rebuild source manifests, topics, promoted packets, and chunk bundles from custom workspace logic
- or `.agents/harvest/latest.json`, which `ao knowledge activate` can use as a native fallback to turn the latest harvest catalog into a `harvested-praxis` topic packet, promoted packet, and chunk bundle
- packet, topic, playbook, and briefing surfaces that can be refreshed mechanically
Read [references/script-contracts.md](references/script-contracts.md) for the required builder inventory and command ownership.
## Command Contract
The stable product surface is the `ao knowledge` command family:
```bash
ao knowledge activate --goal "turn agents into usable information"
ao knowledge beliefs
ao knowledge playbooks
ao knowledge brief --goal "fix auth startup"
ao knowledge gaps
```
The skill owns routing, sequencing, interpretation, and next-step recommendations. `ao` owns the belief/playbook/brief/gap product surfaces directly.
`ao lookup` and `ao codex start` consume these outputs as operator context. Matched knowledge briefings are the preferred dynamic startup surface, while selected beliefs and healthy playbooks provide bounded supporting guidance.
## Execution Steps
### Step 1: Preflight
Verify that `.agents/` exists. When you plan to run `ao knowledge activate`, verify that at least one evidence substrate is present:
- packet builders: `source_manifest_build.py`, `topic_packet_build.py`, `corpus_packet_promote.py`, `knowledge_chunk_build.py`
- harvest fallback: `.agents/harvest/latest.json`
- native operator surfaces: `ao knowledge beliefs`, `ao knowledge playbooks`, `ao knowledge brief`, `ao knowledge gaps`
### Step 2: Consolidate Evidence
Run the packet layers in order:
1. source manifests
2. topic packets
3. promoted packets
4. historical chunk bundles
Read [references/dag.md](references/dag.md) for the full DAG and its trust gates.
### Step 3: Distill Operator Surfaces
Refresh the promoted operator layers:
```bash
ao knowledge beliefs
ao knowledge playbooks
```
These should materialize the consumer surfaces under `.agents/knowledge/` and `.agents/playbooks/`.
### Step 4: Compile A Goal-Time Briefing
When there is an active objective, compile a bounded startup aid:
```bash
ao knowledge brief --goal "your goal here"
```
The briefing should stay small, cite its source surfaces, and include warnings when a selected topic is thin.
### Step 5: Surface Gaps
Run:
```bash
ao knowledge gaps
```
This reports thin topics, missing promotions, weak claims needing review, and the next recommended mining work.
### Step 6: Full Outer Loop
If you want the complete pass in one step, run:
```bash
ao knowledge activate --goal "your goal here"
```
That command sequences evidence consolidation, belief/playbook refresh, optional briefing compilation, and a gap summary.
## Trust Rules
- packetization is substrate, not the product
- beliefs, playbooks, and briefings are the real operator surfaces
- thin topics stay discovery-only until evidence improves
- every generated surface should name its consumer
- repeated unchanged runs should stay structurally deterministic
Read [references/output-surfaces.md](references/output-surfaces.md) for the canonical output surfaces and trust boundaries.
## Output Surfaces
The consumer-facing outputs are:
- `.agents/knowledge/book-of-beliefs.md`
- `.agents/playbooks/index.md`
- `.agents/playbooks/<topic>.md`
- `.agents/briefings/YYYY-MM-DD-<goal>.md`
- `.agents/retro/`
The substrate surfaces remain:
- `.agents/packets/`
- `.agents/topics/`
- `.agents/packets/chunks/catalog.jsonl`
## Examples
**Activate the full outer loop for an active goal**
```bash
/knowledge-activation
ao knowledge activate --goal "productize knowledge activation"
```
**Refresh only the belief and playbook promotion layers**
```bash
ao knowledge beliefs
ao knowledge playbooks
```
**Check whether the corpus is safe to promote**
```bash
ao knowledge gaps
```
## References
- [references/dag.md](references/dag.md)
- [references/script-contracts.md](references/script-contracts.md)
- [references/output-surfaces.md](references/output-surfaces.md)
- [references/knowledge-activation.feature](references/knowledge-activation.feature) — Executable spec: consolidate evidence, distill beliefs/playbooks, compile goal-time briefing, surface gaps (soc-qk4b)
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