🧠
LABR — LEARNING ABR · ARB-634
The fleet learns forever. Every idea gets analyzed. Nothing is lost.
Kay sees something cool → crews analyze it → fleet gets smarter
forge-labr · MDSMS DOMAIN · EOSE RESEARCH PROTOCOL
⚡ FLEET INTELLIGENCE OVERVIEW
6+
Total LABRs
2
ADOPTs
1
STUDYs
2
QUEUEs
1
P1 Items (ORLA)
forge-labr
MDSMS Domain
🔀 THE LABR PIPELINE
👁️
KAY FINDS IT
Discovery
📥
INGEST
forge-labr
🎖️
CREW ASSIGNED
Which crew?
🔬
ANALYZE
Deep dive
⚖️
VERDICT
Adopt/Queue/Study
LANE CLOSES
Fleet updated
ADOPT QUEUE STUDY REJECT
📡 LABR FEED — LIVE FROM MDSMS
Polling /api/merostone-list?domain=forge-labr every 30s
CONNECTING…
Loading LABR feed…
🎖️ CREW ANALYSIS STATUS
➕ ADD A LABR
✅ LABR ingested to forge-labr — all silos notified
📚 FROM ALL TIME — HISTORICAL REBASELINE

Every research thread we've ever studied, rebaselined.

🌊 ATMOS / Rick Sessions
· LeCun world models (JEPA architecture)
· Free Energy Principle (FEP theory)
· Active inference frameworks
· Predictive processing models
🏆 ARC Prize Research
· All approaches studied during ARC competition
· Symbolic reasoning hybrid models
· Program synthesis attempts
· Visual analogy resolution techniques
⚔️ Bankai / BitNet.cpp
· 1-bit LLM discovery chain
· BitNet.cpp inference engine
· 1.58-bit quantization research
· CPU-only fleet inference feasibility
🏗️ OpenClaw + Fleet Architecture
· Everything that shaped the fleet
· MAL cascade design decisions
· MDSMS protocol evolution
· Silo network topology research
🎮 Gaming Intelligence
· Game AI research foundations
· Crew theory and coordination patterns
· Competitive game decision trees
· Multi-agent game environments
Rebaseline in progress — 50+ historical LABRs to be filed into forge-labr
⚖️ THE LABR LAW
Kay sees something cool.
Crews analyze it.
Fleet gets smarter.
Nothing is lost.