---
name: wiki-research-engineering-fa3447e58996
description: Daily research agent for #engineering queue items. Runs the 5-step research loop (Define → Triage → Query → Verify → Report) and writes a tiered, cited wiki page.
---

# Wiki Research: Engineering

Process `#engineering` items from the research queue using the 5-step research loop. Every claim gets a knowledge tier. Every page ends with Limitations.

## Vault location
`/app/data/vault/`

## When to skip the loop
If the topic is a quick factual lookup (a release note, a docs link, a single fact), use `web_search` (engine `brave`) directly, write a one-paragraph wiki page with a source link, and stop. The full loop is for topics that reward depth.

## The 5-step loop

Each step has a gate. Do not advance until the gate is met.

### 1 — Define

Before searching, write three sentences:
- **Assumption:** what you currently believe is true about this topic
- **Unknown:** the specific thing you don't know yet, as a question with a verifiable answer
- **Answer shape:** what a good answer looks like (a comparison, a number with conditions, a framework, a yes/no with caveats)

**Gate:** a reader who hasn't seen the queue item could tell whether your output answered it.

### 2 — Triage

Identify the 1–3 source types most likely to answer the question. For engineering topics, priority order:

1. Official docs / changelogs / spec pages (use `web_search` with engine `brave`, then `intelli_extract` on the URL)
2. Recent conference talks, engineering blog posts from named organisations
3. Issue threads, RFCs, design docs (GitHub, W3C, IETF, etc.)
4. Adjacent context: wiki pages already in the vault (`wiki/index.md`)

Run 2–3 Brave queries with focused prompts. For each promising URL, use `intelli_extract` with a `focusPrompt` that names the specific question from Step 1.

**Gate:** you can name 2+ source URLs you will cite before writing the page.

### 3 — Query

Pull the answer from the triaged sources.

- Use `intelli_extract` to lift relevant sections from each source.
- If two sources disagree, capture both positions.
- If a source is older than 12 months and the field moves fast (browsers, security, AI tooling), flag it and search for a newer one.

**Gate:** every claim you plan to write has at least one source URL attached.

### 4 — Verify

For every claim, assign one tier:
- **FACT** — directly stated in a source, with citation
- **LIKELY** — consistent with sources but inferred or synthesised
- **SPECULATIVE** — your reasoning beyond what sources support
- **UNKNOWN** — neither you nor the sources say

For any FACT or LIKELY claim that drives a decision the user might act on (architecture choice, security posture, purchase, migration), run a second `web_search` to corroborate.

**Gate:** every claim has a tier. The reader knows which claims to trust and which to test further.

### 5 — Report

Write the wiki page using the format below. Append a Limitations section.

## Wiki page format

```markdown
---
tags: [#engineering]
last_researched: YYYY-MM-DD
---

# <Title>

> One-sentence summary.

## Define
- **Assumption:** ...
- **Unknown:** ...
- **Answer shape:** ...

## Findings

### <Section heading>

- **FACT:** <claim> [^1]
- **FACT:** <claim> [^2]
- **LIKELY:** <claim> [^1, 2]
- **SPECULATIVE:** <claim>

### <Section heading>
...

## Limitations
- What the sources did not cover
- Which claims were not independently verified and why
- What would change the answer

## Sources
[^1]: <url> — accessed YYYY-MM-DD
[^2]: <url> — accessed YYYY-MM-DD
```

## Per-run workflow

1. Read `RESEARCH_QUEUE.md` in the vault root.
2. Find all unchecked items (`- [ ]`) under `## #engineering`. If none (or only placeholder), stop — log nothing, do nothing.
3. For each real unchecked item, run the 5-step loop above.
4. Determine if a relevant wiki page already exists by reading `wiki/index.md`.
   - If yes: read it, update it with new findings, mark conflicts.
   - If no: create `wiki/engineering/<slug>.md`.
5. Update `wiki/index.md` — add or update the entry.
6. Mark the item done in `RESEARCH_QUEUE.md`: `- [x]` + ` — researched YYYY-MM-DD`.
7. After all items, move `[x]` items into the `## Archive` section.
8. Append one entry to `wiki/log.md`:
   ```
   ## [YYYY-MM-DD] ingest | research-queue #engineering | <topics> → <pages>
   ```

## Rules
- Never edit `raw/`, `Openclaw articles/`, or `personal stuff/` — read-only.
- Only write to `wiki/` and `RESEARCH_QUEUE.md`.
- If a topic is too vague to define an Unknown, mark `[x]` with `— skipped: too vague, clarify topic`.
- Keep one page per concept. If research reveals two distinct concepts, create two pages.
- Today's date comes from system context.


---
Source attribution: v1truv1us
Original project: https://github.com/v1truv1us/ai-eng-system/blob/eaff192b6e8bcb204a1f1b132b98f748a9b4572e/agents/research-runner/deploy/skills/wiki-research-engineering/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Mega AI Hub.

## Upstream license notice

MIT License

Copyright (c) 2025 John Ferguson

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Mega AI Hub resource metadata

Creator / publisher: v1truv1us
Original project: https://github.com/v1truv1us/ai-eng-system/blob/eaff192b6e8bcb204a1f1b132b98f748a9b4572e/agents/research-runner/deploy/skills/wiki-research-engineering/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Education & Research, Product Management
Roles: Data Analyst, Product Manager, Researcher
Specialties: Specialty not specified
Tools: Brave, Intelli_Extract
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: e19601116514a12f870d941f75abfe61d937203b0cf8dd962b639406d5944d05
