KRONOS is TyTe Brain's autonomous intelligence engine — an 8-stage recursive self-improvement system that analyzes its own outputs, generates mutation candidates, scores them against benchmarks, and commits the best ones. It gets smarter with every query fired through the Twin federation.
Every KRONOS cycle runs through 8 deterministic stages — from baseline capture to mutation commitment — all executed autonomously in the background.
Sample queries from the Twin federation are captured and stored as baseline benchmarks for comparison across improvement cycles.
KRONOS analyzes patterns in recent Twin outputs — identifying weaknesses, inconsistencies, and improvement vectors across all 16 LLMs.
Candidate mutations are generated — refined system prompts, new tool weightings, response synthesis strategies, or Twin firing order changes.
Each mutation candidate is scored against baseline benchmarks using coherence, accuracy, depth, and tool-use effectiveness metrics.
Top-scoring mutations above the acceptance threshold are selected. Losing mutations are archived for future reference and pattern learning.
Accepted mutations are committed to kronos_archive.json and tagged with timestamps, scores, and generation index for full auditability.
Key learnings are pushed to the MMD Memory Vault (238+ notes) so TyTe Brain carries forward improvements across all future sessions.
KRONOS resets its state with the new improved baseline and schedules the next cycle — continuous improvement with zero human intervention.
Real-time feed of RSI cycles, mutation events, and Twin federation interactions.
The most recent accepted and rejected mutations — KRONOS learns from both wins and losses.
Every system KRONOS is wired into across the TyTe infrastructure.
KRONOS runs as a background engine accessible via the portal's engine card. Every chat query feeds the RSI learning loop.
● LIVEKRONOS monitors Twin synthesis quality across all 16 models — Groq, OpenRouter, HuggingFace — and mutates firing strategies.
● LIVEKRONOS activity is broadcast to the heart.tytehosting.com telemetry dashboard — each RSI cycle triggers BPM pulses.
● LIVEKRONOS learns from swarm agent interactions — mutations include agent routing improvements and division-based prompt specialization.
● LIVEEvery accepted mutation is written to the MMD vault as a "KRONOS Learning" note — 238+ notes growing with every cycle.
● LIVEKRONOS monitors S3 tool execution results and mutates the tool-call system prompt based on success/failure patterns.
● LIVEEvery query you fire through TyTe Brain feeds the KRONOS loop. Open the portal and watch it work.