01 / The bottleneck
Retail traders drown in noisy market signals spread across screener tabs, news feeds, and group chats. Nothing synthesizes it into one actionable brief.
02 / The insight
The job is not one smart agent. It is several narrow specialists — signal, research, risk — coordinated through one delivery surface the user already opens.
03 / The build
Eight specialized agents with defined roles, memory, and a communication protocol, orchestrated model-agnostically and delivered through Telegram.
04 / The launch
Live in production. Iterated in the open through build logs at iamamitkumar.dev/agents.
05 / The outcome
8 agents running in parallel with per-agent configuration, serving Indian market workflows end to end.
06 / What I learned the hard way
Multi-agent reliability comes from narrow roles and explicit handoff contracts, not from a bigger prompt.