Detect
Identify the change that is actually affecting future decisions.
Adaptive world models
Adaptive AI for a changing world.
A08 Labs is building a repair layer for world models: detect what changed, learn the missing fact and update only the behavior that became wrong.
The problem
The real world does not stay inside the training set.
Machines age. Processes drift. Constraints change. A model that was useful yesterday can become wrong after deployment—even if most of what it learned is still valid.
Training larger models does not remove this problem. Useful intelligence also needs a way to update safely through experience.
The A08 approach
Repair the change. Preserve the intelligence.
One focused loop connects real-world evidence, human knowledge and model-based planning.
Ask
Request one precise correction from a person or trusted source.
Repair
Update only the affected behavior and verify the change.
Continue
Recover prediction and planning without erasing prior knowledge.
Why it matters
Make deployed intelligence more durable.
Less retraining
Correct a local change without rebuilding an entire model.
Multi-step recovery
Restore long-horizon prediction and mean plan quality after a shift.
More control
Keep every correction explicit, testable and attributable.
The 182× result belongs to the 10.07M systems tier; the same phase’s ≥1M conjunction failed its absolute-competence gate. The 101× CSTR reduction is an exact-repair result; its audit failed the registered planning-consequence gate. Full boundaries →
The long-term opportunity spans industrial systems, robotics, infrastructure and scientific operations. A08 Labs is currently a research-stage project.
Where we are today
A working mechanism, not only a concept.
The current system can detect consequential model errors, compile a targeted correction and recover prediction and planning in controlled experiments.
- Local, verifiable and reversible updates
- Comparison with frozen models and post-shift fine-tuning
- Public passes, failures, costs and leak audits
A08 Labs
Interested in adaptive intelligence?
We want to meet long-term AI investors, world-model researchers and industrial partners.