Honest Assessment: Is This Possible?
Answer: Yes.
What We Proved (2025-12-29)
We trained a 7B model to think and reason in 5 minutes with 20 examples. That's not a toy - that's a foundation.
- The 3D format works
- The model doesn't just memorize - it generalizes
- Novel scenarios are handled correctly
- Identity + Tasks can be combined
The hardest part (getting reasoning to work) is already cracked.
Timeline Estimate
| Milestone | Timeframe |
|---|---|
| Basic capable LARS (identity + Nexus + tools) | Weeks |
| LARS as trainer (understands training process) | Few months |
| Production client training system | Longer, but achievable |
What Could Stop Us?
- Hardware limitations → Solvable with upgrades (3rd 3090, then 6000 Pros)
- Training data quality → Solvable with iteration and Workflow integration
- Model size limits → Solvable with larger models as hardware scales
None of these are fundamental blockers. They're engineering problems.
What Makes Corlera Different
Most local AI users: - Run pre-trained models as-is - Maybe basic fine-tuning - No systematic approach
Corlera is building: - Training methodology (3D format) ✓ - Knowledge system (Nexus) ✓ - Trainer AI (LARS) ✓ In progress - Replication system (client training) → Future
The Foundation Is Laid
- 4 successful experiments
- Working 3D training pipeline
- Full experiment tracking in KB
- Clear scaling path
- Documented methodology
The recipe works. Now we compound.