synthesize

SkillDocs & knowledge

Fuse insights from multiple knowledge sources (code, docs, memory, research, web) into coherent understanding. Use when you have scattered information that needs integration.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the synthesize skill

What this skill tells your AI

The instructions your AI receives, as published by kastalien-research/thoughtbox in .agents/skills/synthesize/SKILL.md and read by ahel’s review.

Synthesize knowledge on this topic: $ARGUMENTS

Process

1. Source Inventory

Identify relevant knowledge sources across these categories:

Source TypeWhere to Look
CodeCurrent codebase (Glob/Grep), implementation patterns, tests, comments
DocumentationSpecs, READMEs, ADRs, API docs in the repo
Memory.Codex/ project memory, agent memory, previous learnings
External researchWebSearch, Exa for papers, blog posts, community discussion
Issue historyselected tracker or handoff entries, closed issues, decision rationale

Scan at least 3 source types. Don't rely on a single category.

2. Extract & Classify

For each source, extract:

  • Claims — specific assertions about the topic
  • Patterns — recurring approaches or structures
  • Conflicts — where sources disagree
  • Gaps — what no source addresses

3. Integration

Three integration strategies, used as appropriate:

Convergent — Multiple sources agree. High confidence. Extract the common principle.

Divergent — Sources disagree. Analyze why (different contexts? different values? different data?). Don't force resolution — document the conditions under which each view applies.

Complementary — Sources cover different facets. Weave into a complete picture, noting which source contributed which piece.

4. Output

## Synthesis: [Topic]

### Sources Consulted
- [Source type]: [what was found]

### Convergent Findings (high confidence)
- [Finding]: supported by [sources]

### Divergent Findings (context-dependent)
- [Claim A] (applies when [X]) vs. [Claim B] (applies when [Y])

### Gaps
- [What no source addressed]

### Integrated Understanding
[Coherent narrative combining all sources — the actual synthesis]

### Confidence Assessment
[Overall confidence and what would increase it]

### Actionable Next Steps
[What to do with this understanding]

Signals

GitHub stars
64
Forks
20
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
synthesize-kastalien-research
Source
github.com/kastalien-research/thoughtbox