Initializing...
Initializing...
Lifelong Self-Improving AI
# Initializing sqlite brain enclaves...
✓ DATABASE VERIFIED: cyrusago.db (0.42 MB)
# Recalling matching beliefs for TaskID: TS-902...
✓ FOUND 2 SEMANTIC MATCHES (Threshold > 0.72):
- LESSON 42: "Avoid absolute paths in NextJS" (CONF: 0.50)
- LESSON 17: "Use dynamic viewport for Canvas" (CONF: 0.83)
# Running task attempt and checking verifier...
✓ TASK SUCCEEDED (SCORE: 1.00)
# Learning loop updating confidence scores
LESSON 42: CONF: 0.50 → 0.67
LESSON 17: CONF: 0.83 → 0.86 → PROMOTED TO SKILL
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CORE PRINCIPLES
CyruSagO shifts AI from static dataset training to active, experience-based lifelong learning. It builds a belief system verified by reality.
Converts every task outcome into durable semantic lessons. Reality grades which lessons survive and harden into skills.
Combines fast SQL metadata filters with local vector embeddings. Recalls past lessons matching the exact context.
Executes a clean cycle: Act → Record Episode → Reflect (Teacher Model compression) → Learn (Beta confidence score update).
Calculates confidence mathematically. Helpful actions raise confidence; harmful ones lower it, and unused lessons decay.
Runs completely offline using local Ollama models and a local SQLite database file. No external telemetry or cloud data transfers.
Designed to scale intelligence through learning efficiency. Grows in judgment, not in size, requiring less raw data over time.
LEARNING PIPELINE
Instead of accumulating infinite logs, CyruSagO compresses every experience immediately.
CyruSagO attempts a task, pulling relevant lessons from semantic memory that fit the current situation.
The raw outcome, environment parameters, and choices made are logged as a temporary episode.
A specialist teacher model analyzes the episode and compresses it into a grounded, structured lesson.
Reality (test results or teacher grades) updates used lessons' confidence while decaying unused ones.
ARCHITECTURE
Information flows downward, getting smaller and more abstract at each step. Thousands of raw episodes distill into hundreds of semantic beliefs and dozens of permanent skills.
TIER 1 MEMORY ENCLAVE
Chronological logs of everything that happened during execution. Automatically pruned to prevent bloat.