// AI context architect · SMB consulting · 20-year operator
David Necaise
AI Automation Architect · Multi-Agent Systems Builder · 20-Year Entrepreneur
20 years building real businesses — crews, payroll, clients, all of it
from scratch. I build the system that makes AI work specifically for
your business. Most companies use it like a vending machine — stick a
dollar in, get the same result everyone else with a dollar gets. You get
the same answer as your competitor. I build the system that changes that.
Anthropic and Google built the technology. What I build on top of it is yours.
Boerne, TX · Works globallydavid@trustedservicessd.com
// ask me anything · answers in David's actual voice
david.necaise — live
DN
Hey — David here. Or the version of David that answers when he's buried in code or out fishing. Either way, you're getting the real answers.
Most people who land here want to know one of three things: what I've actually built, whether I can do something specific for their business, or what my rates look like. Ask whatever you want — I don't do rehearsed answers.
// suggested questions
// proof of work · live systems · real outcomes
Design Smart Lighting
Built from a one-truck operation to a full San Diego seasonal crew over 20 years. Holiday and decorative lighting — residential and commercial. Still running, remotely managed from Texas.
20 years · founder
Dave's Window Ninjas
Exterior cleaning company — windows, solar panels, gutters, pressure washing. Built from scratch in San Diego. Remote operations model established and running profitably.
founded · remote ops
ATHANOR UMBRA
Live algorithmic trading system on Kalshi. Signal bot fleet (Vulture, Eagle, Osprey, Hummingbird). 4-play playbook across BTC/ETH/SOL. 86.4% win rate across 22 trades with real capital. The internal proof of concept for every client conversation — "this is what before looks like. This is what after looks like."
86% win rate · live · case study 000
The Syndicate — NFE War Room
16-agent autonomous trading fleet built on the ATHANOR UMBRA foundation. Each agent runs specialized signal logic — top performers in paper validation: AXIOM (56% win, 32 trades, +$62), CIPHER (88% win rate), SHADOW (100% win rate). Governed by macro signal scanning across Fed rate, DXY, yield curve, Fear & Greed, and oil regime. Validation window Apr–May 2026. Paper-validated before live capital deployment — the same discipline applied to client builds.
16 agents · paper validation · production-ready
SpitzLift Command Center
Full research suite and live interactive demo dashboard — built in 48 hours for a manufacturing C-suite presentation. The approach: show up with a working system, not a slide deck. Every engagement starts this way.
6-layer AI context architecture that makes Claude behave like it's been on your team for years — not a vending machine you reset every session. Knows your clients, your workflows, how decisions get made, what happened last quarter. 88% context load reduction in production. This is what I deploy for clients.
consulting · deployed
WBE Supply Solutions
Live business site deployed via Figma Make. DNS migration, mobile rendering bugs solved. Repeatable Chrome Claude agent methodology established and documented.