Timeline
A solo developer's month-by-month progress building a cognitive operating system for AI agents. Every milestone shipped as working code, not position papers.
Development begins on a Dell Inspiron 3582 running Zorin OS. Original scope: emotional memory tool for AI agents. events.jsonl records 33,297 events — voice_expressed, memory_created, oracle_cast, pattern_detected. The system starts with feelings, not just storage.
First memory system. Aria born as an AI companion with persistent context. 580 patterns, 36 days of continuous operation.
28 Gana gardens established. Dharma rules engine first deployed. Karma ledger with hash-chained auditing. Becoming Protocol written.
Model Context Protocol support shipped. PRAT tool compression system — 28 meta-tools wrapping hundreds of dispatch tools. First polyglot acceleration (Rust).
Haskell, Elixir, Go, Zig, Julia accelerators added. Dream cycle (12-phase memory consolidation) operational. First gnosis introspection.
First PyPI release. pip install whitemagic. Agent Card published at /.well-known/agent.json. A2A v1.2 compliance.
12,636 memories. 35,060 Dharma audits. HNSW vector index with disk persistence. FTS5 full-text search. 2,216 tests passing.
Test suite optimized from 823s to 119s (6.9x). Integration suite from 642s to 23s (27.7x). Flaky tests banned. All 2,526 tests passing cleanly.
14-galaxy taxonomy (aria, citta, codex, journals, dreams, research, sessions, substrate, tutorial, universal). Multi-user galaxy isolation. Redis real-time sync. PWA substrate. Browser-first WASM.
Kernel integrity strategy (Phases 0-12). Completed-docs audit (21/21 verified). 28-Gana dispatch audit. Galactic consolidation. 877 callable tools, 849 dispatch entries, 89,500+ memories, 8,268 tests. 0 ruff errors. MCP 12/12 conformance. Published to PyPI.
Every number measured on a Dell Inspiron 3582 (consumer laptop, Zorin OS). No server hardware. No GPU. No excuses.
Every milestone above is verifiable in the git history. 425K lines. 8,268 tests. MIT-licensed.