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Mike S Ncube
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prototypeAgents · Content pipelinePrivate repo

Multi-agent content pipeline

Sole builder — prototype

Three agents (research, strategy, content) turn signals from GitHub, ArXiv and O'Reilly into platform-ready posts. Local Ollama; nothing is scheduled until a human approves it.

Architecture

Problem

Research signals need to become platform-ready posts without API spend, and without publishing until a human approves.

What I built

Signals from GitHub, ArXiv and O'Reilly feed a research agent, then a strategy agent, then a content agent. Output waits in a FastAPI dashboard. A human must approve before anything is scheduled. Local Ollama. Versioned prompt templates.

Engineering decisions

  1. 01

    Three specialised agents (research, strategy, content) rather than one mixed prompt.

  2. 02

    Local Ollama keeps API cost at zero.

  3. 03

    Nothing is scheduled until a human approves it in the FastAPI dashboard.

  4. 04

    Prompt templates are versioned. Evals are in progress.

Outcome

Prototype. Local Ollama at zero API cost. Nothing is scheduled until a human approves it. Versioned prompt templates; evals are in progress. Private repo.