Agent SystemsLIVE8 agents · Telegram · production

Index Mavens

8-agent trading intelligence for Indian markets.

The Thesis & Bottleneck

The Real-World Bottleneck

Retail traders drown in noisy market signals spread across screener tabs, news feeds, and group chats. Nothing synthesizes it into one actionable brief.

The Architectural 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.

How I Built It

Eight specialized agents with defined roles, memory, and a communication protocol, orchestrated model-agnostically and delivered through Telegram.

Technical Stack & Protocols
OpenClawHermesMCPTelegramHetzner VPSTailscaleDocker

Real Outcomes & Lessons

Observed Production Outcome

8 agents running in parallel with per-agent configuration, serving Indian market workflows end to end.

What I Learned The Hard Way

“Multi-agent reliability comes from narrow roles and explicit handoff contracts, not from a bigger prompt.”

System Telemetry

  • System TrackAgent Systems
  • Current StatusLIVE
  • Architecture8 agents · Telegram · production
  • Launch StageLive in production. Iterated in the open through build logs at iamamitkumar.dev/agents.

System Access

Related Systems

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