Work

TradingAgents Packet Flow

Clarifying a research-to-decision workflow by turning analysis into a durable packet boundary.

2026 · Product direction, workflow design, implementation

Outcomes

  • Defined a cleaner packet contract between research generation and downstream decision work.
  • Reduced ambiguity around ownership of artifacts and handoff surfaces.
  • Kept the implementation repo-specific instead of leaking reusable harness logic.

Stack

  • Python
  • CLI workflows
  • Agent orchestration

This work was about creating a boundary strong enough to survive automation pressure.

The problem was not only technical. It was editorial. If a workflow produces insight but packages it weakly, the next stage still has to reinterpret the work. That introduces drift.

The fix was to treat the packet as a first-class product surface: explicit fields, predictable outputs, and enough structure to make the next action obvious.