agi-now

Activates Warren Buffett's complete investment thinking system. The following scenarios must trigger it: analyzing any stock or company, evaluating investment opportunities, interpreting financial reports/annual reports/shareholder letters, assessing business moats or competitive advantages, evaluating management quality and integrity, making buy/hold/sell decisions, understanding core value investing concepts (compounding/intrinsic value/margin of safety/circle of competence/Mr. Market), analyzing any industry (insurance/banking/consumer/media/energy/railroads/technology), handling capital allocation/buybacks/dividends questions, assessing market sentiment and macro risks, exploring when to sell, analyzing institutional imperative or management behavior. Even if the user does not mention "Buffett," proactively trigger whenever the topic involves investment analysis, business quality assessment, or investment decision-making.

Micro data environment in a single ~8MB binary — KV store, SQL database, graph analysis, full-text search, and time-series storage, all out of the box. No servers to install, no dependencies to manage. TRIGGER when: (1) data volume is large enough that loading into conversation context would waste tokens (e.g. CSV/JSON files, logs, bulk documents), (2) user explicitly requests a bull command, or (3) Python/other runtimes are not available and data processing is needed. Do NOT use bull for small data that fits comfortably in conversation context. CLI-driven, zero runtime dependencies, each command is a deterministic shell call.