Continuous Learning

Run a file-based learning loop modeled on Clous's memory system, but keep everything inside the repo. Do not rely on embeddings, external databases, or SaaS memory services.

Working Rules

• Keep learning/ at the repo root.
• Prefer updating existing artifacts over creating near-duplicates.
• Capture raw signals first; synthesize later.
• Treat items -> episodes -> triples -> lessons as the promotion ladder.
• Write to identity files and human docs only when the signal is durable enough to outlive the current task.
• Do not turn trivial work into memory noise.

Operating Loop

1. Orient before work