aiwg
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Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.
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Markdown
# Quick Pattern Reference
## Instant Flags (Never Use)
| Pattern | Fix |
|---------|-----|
| seamlessly | works with, connects to |
| cutting-edge | new, recent, [specific tech] |
| revolutionary | different, new, [specific change] |
| comprehensive solution | [what it actually does] |
| Moreover/Furthermore | [just start sentence] |
| In conclusion | [just end or look forward] |
| plays a crucial role | handles, manages, does |
| dramatically improves | [specific metric] |
## Structural Checks
- [ ] Avoid 3-item lists ("X, Y, and Z")
- [ ] Max 1 em-dash per paragraph
- [ ] Vary paragraph lengths
- [ ] Mix sentence structures
- [ ] Include specific numbers/metrics
## Authenticity Markers
- [ ] States opinion with "I/we prefer"
- [ ] Acknowledges trade-offs
- [ ] Mentions real constraints (budget, time, team)
- [ ] Uses domain-specific terms
- [ ] Admits uncertainty where appropriate