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Automation systems

Polymarket Bots

Automation with visible controls.

Operational automation

Polymarket Bots

Automation with visible controls.

open case
Role
Built control surfaces, APIs, and checks around automation that needs operator visibility.
Outcome
Automation work had observable health, configuration, and release boundaries.
Evidence
Public dashboard and sanitized system notes.
Context
Live automation needs dashboards, checks, and release gates.
Built
APIs, Telegram flows, dashboards, config, health checks.
Stack
Python, FastAPI, PostgreSQL, Next.js, Docker, Telegram bot, CI.
Proof
Public dashboard; no financial claims shown.

case notes

A bounded product surface.

Each experiment is useful because it makes a constraint concrete: device limits, operator visibility, answer-engine ambiguity, or agent review.

FastAPINext.jsPostgreSQLTelegramRisk checksCI

system notes