Darren Lin
Technology workspace

AI Automation Builder

Multi-model AI systems that execute real work.

Agent orchestration, production pipelines, and the infrastructure that turns AI demos into shipped products.

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01

What I build

Orchestration

Multi-model routing with fallback chains. The right model for each task. Verification loops at every step.

Automation

Workflow pipelines that run on schedule. Cron jobs, content generation, data processing. Zero manual steps.

Verification

Output validation, contrast checks, anti-slop scanning. No handoff without evidence. No assumed results.

Integration

API wiring, Composio connectors, MCP servers, custom tooling. Every service talks to every other.

Featured Project

Hermes Agent

A multi-model autonomous intelligence system running on Hermes Agent. Orchestrates LongCat, Solar Pro, Ling, and Step as specialized cognitive modules, routing each subtask to the model best suited for it.

  • Dynamic model routing with fallback chains
  • Tool-first execution: real tools, not simulations
  • Verification-scaled-by-consequence
  • Persistent memory + procedural learning
  • 18 cron jobs running production pipelines
Explore Hermes
Hermes orchestration visualization

02

How I work

1

Discover

Map the actual workflow. Find the bottleneck. Define what "done" looks like.

2

Design

Pick the right model for each subtask. Plan the routing, the fallbacks, the verification.

3

Build

Ship the pipeline. Wire the connectors. Set the cron. Every output tested, not assumed.

4

Verify

Run the scans. Confirm the result against the actual objective. No handoff without evidence.

Get in touch

Have a workflow that should run itself?

Tell me what you're trying to automate. I'll read every message and respond within two business days.

Currently available for two engagements per month.