Consulting

Practical AI adoption — for engineering teams and the people who depend on them.

I help organizations move from "we tried ChatGPT" to shipped workflows: coding agents, tool use, isolation, and measurement. Ten-plus years shipping at Fortune 100 scale; today I build and publish agent harnesses in public (Sub8, Xplor, GrokTerm, grok-bench).

Fortune 100 platforms · 10M+ customers
SpaceXAI Grokathon 2026 · 3rd + Most Users
DoD DC3 VDP Researcher of the Month · March 2026
144 public repos · agent tools shipped in production

For developers

Engineering teams shipping with Grok Build, Cursor, Claude Code, or internal agents.

Coding agents & harness design

Grok Build, Cursor, Claude Code, Codex — how to run them without losing the repo.

Supervisor/worker patterns: talk without killing in-flight jobs
Computer-use isolation (VM sandboxes, secrets, host boundaries)
MCP, ACP, tool-call loops — what to measure after post-training
Long-context failure modes and compaction strategy

Ship AI-native software

From prototype to something your team can maintain.

Browser/agent gateways (Chromium internals, CDP)
Terminal hosts, voice + PTY for agent workflows
Eval harnesses before you trust the demo
Security review instincts (white-hat background)

For non-developers

Leaders, product, ops, and teams who need AI workflows that survive past the pilot.

AI adoption for non-developers

Leaders, ops, product, and teams who need AI that sticks — not another pilot.

Pick the right tool for the job (chat vs agents vs automation)
Workflow design: where humans stay in the loop
Policy, data boundaries, and what not to paste into models
Training sessions that use real tasks from your org

Executive & team enablement

Cut through vendor noise. Decide what to build vs buy.

Honest capability map: what frontier models can do today
Pilot → production checklist (no fake ROI slides)
Vendor evaluation without the influencer tour
Hands-on workshops for mixed technical levels

How we can work together

Discovery call

30 min

Scope fit, your stack, and whether I can help. No pitch deck.

Workshop

Half or full day

Hands-on for devs or mixed teams. Your repos, your tools, your constraints.

Advisory

Ongoing

Architecture reviews, harness design, eval strategy — async + calls.

Implementation sprint

1–4 weeks

Ship a concrete slice: sandbox, gateway, agent workflow, or internal tool.

Request a call

Tell me about your team and what you are trying to ship. I reply within a few business days.