July 16, 2026 • Dzianis Vashchuk • 4 min read
How We Added Claude and DeepSeek Portfolio Managers to Our AI Agent
Two LLMs run competing paper-trading books on a public, git-timestamped ledger. The architecture: one committee runner, strict server-side validation, fail-closed stats, and a track record you can audit commit by commit.