Autonomous Research Infrastructure

Test financial hypotheses with an AI-driven experiment loop.

KAI-Lite is a structured historical research system. It is not a live trading bot, not a signal generator, and not financial advice.

Core Loop

  1. Research Seed
  2. Strategy Generation
  3. Backtest Execution
  4. Persisted Run Artifacts
  5. LLM Critique
  6. Research Trace Inspection
Open Trace History

Research seeds become structured experiments.

Backtests stay historical and inspectable.

Critiques and iteration history remain visible.

Sprint 6

Run iterative research workflows

Translate a research seed into a validated deterministic backtest config, run the full synchronous workflow once, or run a small iterative critique-and-refinement loop.

Generated configs, single-run research results, and iterative loop comparisons will appear here with validated payloads, persisted run summaries, and any repair or stopping warnings.