agent-o-rama

npx skills add majiayu000/claude-skill-registry --skill agent-o-rama-plurigrid-asi --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

# agent-o-rama > Layer 4: Learning and Pattern Extraction for Cognitive Surrogate Systems **Version**: 1.1.0 (music-topos enhanced) **Trit**: +1 (Generator - produces learned patterns) **Bundle**: learning ## Overview Agent-o-rama trains learning agents on interaction sequences to discover behavioral patterns. It extracts temporal, topic, and network patterns from raw interaction data, producing models compatible with the cognitive-surrogate skill. ## Enhanced Integration: Multi-Interpreter ### DuckDB Pattern Storage ```sql CREATE TABLE learned_patterns ( pattern_id VARCHAR PRIMARY KEY, pattern_type VARCHAR, -- 'temporal', 'topic', 'network', 'skill' pattern_data JSON, confidence FLOAT, learned_at TIMESTAMP, seed BIGINT -- SPI seed for reproducibility ); -- Temporal pattern query SELECT EXTRACT(HOUR FROM created_at) as hour, EXTRACT(DOW FROM created_at) as day_of_week, COUNT(*) as post_count, AVG(response_time_minutes) as avg_response_time FROM interactions GROUP BY hour, day_of_week ORDER BY post_count DESC; ``` ### Python Predictor ```python # agent_o_rama.py import jax import jax.numpy as jnp from dataclasses import dataclass @dataclass class InteractionPredictor: learning_rate: