SWAI-Native Operator

Builder / operator / systems thinker

I build the first GTM engine—and the agents that run it.

I'm Shihua Wu, an AI-Native Operator who builds and operates production agent systems for companies standing up their first real go-to-market engine.

Play to unlock the workSee how I operate

The shot chart

Three shots. Three real builds.

Stop the meter in the orange window. Every make unlocks that project's story and link; misses reveal how I operate agent systems.

Projects unlocked0 / 3
Current shotLayupClay prospecting engine
PowerSweet spot

Choose a spot, then stop the meter in the orange window.

  • Make the layupClay prospecting engine
  • Make the mid-rangeSealed
  • Make the threeSolana Trading Agents

Selected work

Not a tool list. The systems I shipped.

01GTM system

An End-to-End Prospecting Engine

Locked. Make its shot above to reveal the build.

Return to the court
03Vibe-coded app

Solana Trading Agents

Locked. Make its shot above to reveal the build.

Return to the court

My starting five

The operating loop I bring to a first GTM engine.

AI-native doesn't mean automating everything. It means designing the right division of labor between models, software, and operators.

  1. 01

    Find leverage

    Start with the bottleneck that changes the commercial outcome.

  2. 02

    Structure signals

    Turn scattered context into inputs an agent can reliably use.

  3. 03

    Design the system

    Connect models, tools, people, and guardrails into one workflow.

  4. 04

    Ship to production

    Move past the demo and put the system into the operating rhythm.

  5. 05

    Run the feedback loop

    Measure what happened, diagnose misses, and improve the play.

About the operator

I'm interested in the point where a promising AI demo becomes a system a team can actually run.

My work sits between go-to-market strategy, growth operations, and applied AI. I translate a commercial problem into an agent workflow, put it into production, and stay close enough to the output to make the next version better.

Basketball is the design language here because it matches how I work: read the floor, create the opening, take the shot, and learn from the result.

Find me on GitHub