Nick Conenna — Applied AI Architecture
Shippednot scoped
- Problem
- Most AI work stalls in discovery. Weeks of workshops, a scoping document, nothing running.
- Method
- Context × Loops. Start at 70% of the information; the loop finds the rest.
- Evidence
- A live two-sided marketplace across eight trades — escrow payments, race-safe job dispatch, verified end to end. One builder.
- Stack
- Next.js, Supabase, Stripe Connect, Vercel. AI stack — models:Claude,Grok,Gemini, agents/MCP, evals, languages: html, python, sql
- Terms
- Fixed fee, fixed date. I carry the outcome, not the hours.
- Mission
- Technology that raises the floor for everyone, not the ceiling for a few.
- Range
- Remote or on site. Will travel. Based in North Carolina.
Evidence / 01
What one person can build now
The interesting part isn't the feature list. It's the ratio.
- Constraint
- One builder. No engineering hire, no outside capital, no agency. Eight service categories, and two sides of a marketplace that each refuse to arrive before the other.
- Built
- A homeowner books and pays into escrow. The job broadcasts to a pro network. First claim wins — race-safe under concurrency, so two pros clicking at once can't both take it. On completion, payment captures and transfers. Next.js, Supabase, Stripe Connect, Vercel.
- Method
- Context first — how quoting actually works, how pros actually behave, where the exceptions live. Then tight correct-and-continue cycles against live conditions, starting at roughly seventy percent of what there was to know.
- Result
- Live and transacting. The full money path — book, escrow, dispatch, claim, complete, capture, transfer — verified end to end.
- So what
- Whatever constraint your team is working under, it's a better one than that. The question worth asking is what this approach does with resources behind it.
Method / 02
Context × Loops
AI projects die in one of two places: a discovery phase that produces a document, or a demo that works on the happy path and collapses on real data.
Context. Before anything gets built, the system is loaded with the real material — actual records, actual constraints, the exceptions everyone knows about and nobody wrote down. Most implementations underperform because they were built against a description of the work rather than the work itself.
Loops. Then tight build–test–correct cycles against live conditions. Not one specification followed by one build. Small increments, each checked against reality, each correction feeding the next. The loop is where the specification actually gets written — by the work, not before it.
Why 70%. There's enough to start at about seventy percent of the information. The last thirty percent isn't sitting in a stakeholder's head waiting to be extracted — it doesn't exist yet, and it gets found faster by building than by asking. Waiting for certainty is how a four-week project becomes a four-month one that ships something nobody wanted.
Moving at 70% only works if someone carries the risk of being wrong. On a fixed fee against a fixed date, that's me. If the loop runs slow, it's my cost, not yours.
Terms / 03
How the work is structured
01Fixed fee, never hourly
A named outcome and a date. Speed doesn't reduce the invoice, which is exactly what makes starting at 70% safe to buy. The result is the product, not the time spent producing it.
02Working code before the proposal
After a first conversation, a working slice of the thing usually arrives alongside the proposal — yours either way. Proposals describe. Running software demonstrates.
03Built by someone who was the customer
Twenty years on the operating side of the businesses that AI companies now sell into and struggle to read. There's a reason the contractor doesn't answer the onboarding email, and it isn't the model.
04Handed over, not held
Documentation, not just a repository: what it does, how to run it, what breaks, what's next. An engagement that ends with your team dependent on the person who left has failed.
Ownership / 04
What can be owned outright
Advice is cheap and everywhere. The useful arrangement is handing over a whole function to someone accountable for it — a clean win on both sides, with nothing left ambiguous about who has it.
Most engagements start with a paid one-week diagnostic — a scoped plan and a working proof of the hardest part, $3,500, credited against the build if it goes ahead.
- AThe process nobody owns. The manual step everyone works around and no one has time to fix. Scoped, built, shipped, documented, returned.3–4 weeks · fixed fee from $10,000
- BThe gap between a good model and a hard customer. For AI companies selling into construction, trades, field service, property, logistics. Excellent technology, an audience that won't answer the phone. That gap is the whole job.4+ weeks embedded · fixed fee or monthly $12,000/month
- COverflow delivery. For firms with more demand than bench — someone who can sit in front of the client and build the thing.Per project or day rate $1,400/day
- DZero to one. An idea that needs to reach production rather than demo. Payments, edge cases, the parts that only appear under real load.6 weeks to production · fixed fee from $18,000
Lineage / 05
The drawing and the machine, one hand
Italian family. Studied and traveled in Italy — Florence '96.
The Florentines weren't artists who dabbled in engineering. Brunelleschi couldn't raise the dome, so he invented the hoists that raised it. The design and the means of building it arrived together, from someone who wouldn't hand the hard part to anyone else.
That's not a metaphor. It's the same job. Applied AI for the Curious
Brunelleschi · Leonardo · Michelangelo
Direction / 06
Better lives for all humans
The architects worth watching now are building off-world: closed-loop energy, food, water, air, shelter. Systems that have to work with no margin and no resupply.
Those constraints produce technology that fixes things here. A habitat that must generate its own power and grow its own food is the same engineering problem as a house that should. The Future is Bright :-)
The mission is the many, not the few. More privilege for a handful is an uninteresting outcome, and always was.
Contact / 07
nick@peakingwaters.com