ppries

IPT Next-Generation Architecture

Problem

IPT is a 7-model sequential pipeline (soon 8 with Tracklet2ID) where changing any upstream model forces retraining multiple downstream models. The coupling is real: 64/71 SUSHI node features are raw ReID embeddings, track classification parses JND output positionally at [:3], [3:33], [33:].

The root cause is structural: models were added incrementally as independent units rather than designed as a coherent system.

Current Architecture (7 models)

ppries

Autonomous Multi-Agent Workflow for OpenCode

A fire-and-forget workflow that takes a Linear issue ID and autonomously plans, tests, implements, and opens a draft PR — with TDD baked in. You walk away; it notifies you when done.

Built for OpenCode using custom agents and slash commands.

Important: The /workflow command must run with agent: build (OpenCode's default agent with full tool access). The orchestrator needs unrestricted access to do git operations, dispatch subagents, and create PRs. If you're in a restricted mode, switch to build first.

Why this exists:

• Fire and forget. Kick off a task and walk away. You get notified when it's done or needs attention.