I wire AI into how crews build, and make it actually stick.
Enterprise AI delivery, multi-agent & MCP rigs, and the training that turns flashy pilots into the daily way the crew ships.
Ran with crews at
SIA Maybank Prudential Manulife Chanel
700+
practitioners trained
2-3x
productivity gains
8+ yrs
enterprise delivery
jack in
Where to next
Short hub. The real intel lives on its own page.
The work
Jacking AI into delivery, building the agent rigs behind it, and training the crews who run them.
See the work →Talks & training
Stage time and hands-on drills run for 700+ practitioners across the megacorps.
Peep the talks →Blog
Notes from the net on AI, delivery, and the tools worth running.
Read the feed →Builds
Open-source rigs and selected work, the Starside Labs gear included.
Browse builds →feed
Fresh off the net
Scope beats autonomy: a contrarian take on AI agents
agentsmcp
Multi-agent workflows a single engineer can reason about
agentsmcparchitecture
An honest look at AI productivity claims, and how to measure 2-3x
researchproductivityfsi
Let's link up, choom.
Always down to trade notes, talk shop, or just ping. The net is the fastest way to reach me.
Ping me