# Dev.to / Hashnode Article Outline

Title:

```text
Stop Letting AI Coding Agents Forget: Building a Persistent Knowledge OS with Agent Skills
```

## Hook

AI coding agents are getting better at local execution, but most workflows still treat each chat as disposable. That creates two problems: useful knowledge disappears, and agents sometimes claim completion without evidence.

## Problem

- Chat history is not durable project memory.
- RAG alone does not create maintained knowledge.
- Long-running tasks drift without checkpoints.
- "It should work" is not verification.

## Solution

Third Brain V5 Skills is a portable skill stack:

- Obsidian-backed source ingestion
- linked wiki synthesis
- verification-before-claim
- context/cost management
- agent workflow and harness design
- multi-agent coordination

## Example Workflow

Use `wiki-ingest` on an article or transcript:

1. Create immutable source note.
2. Extract 3-7 source-grounded insights.
3. Create concept/entity pages.
4. Link related pages.
5. Update log and index.
6. Mark single-source claims honestly.

## Why It Reduces Hallucination Risk

It does not make models perfect. It changes the workflow:

- claims link back to sources
- done claims require evidence
- conflicts are marked instead of overwritten
- reusable learning is written back

## Links

- GitHub: https://github.com/Mark393295827/third-brain-v5-skills
- Guide: https://github.com/Mark393295827/third-brain-v5-skills/blob/main/GUIDE.md
- Compatibility: https://github.com/Mark393295827/third-brain-v5-skills/blob/main/docs/compatibility.md
