What is the Cognition Stream?

The Cognition Stream is Annie's continuous learning mechanism. During off-peak periods — typically overnight — Annie analyses accumulated task data, identifies patterns where its outputs were corrected or rated poorly, and runs a targeted fine-tuning cycle to improve performance on those task types.

Key properties:

• Runs on your infrastructure — fine-tuning happens locally; training data never leaves your environment
• Low cost — a Cognition Stream run costs less than $5 in compute
• Targeted improvement — fine-tuning is scoped to specific pipeline roles and task types, not wholesale model retraining
• Auditable — each Cognition Stream run produces a log of what was updated and why; you control fine-tuning schedules

Over time, the Cognition Stream means Annie gets progressively better at your specific workflows — policy review, contract analysis, claims processing — without relying on generic updates from a third-party provider.