Case files

Stuff that had to work

Every number is labelled. Production live, for real Measured re-runnable Simulated made-up data, real code In progress will change

01Notorify

My company · LiftMark LLC, USA
Aug 2026 – now

Notorify

Press coverage as a service, built and run by me under my own US company. A journalist writes your story, it lands on established news sites, and you get a report with every link.

  • 19markets, each with its own localized pagesProduction
  • 4languages, with translated URLs per localeProduction
  • ~150static routes from ten page templatesProduction
Open the file
02AiOO

Internship · AiOO Tech
Aug – Oct 2026

AiOO Fleet Agent

From a first OpenClaw install on my laptop to a production fleet assistant that a company’s support teams use every day, in eleven weeks.

  • 500+edge devices diagnosed dailyProduction
  • 3isolated Slack agents, L1 / L2 / L3Production
  • 0device-changing actionsProduction
Open the file
03Operion

AMD Developer Hackathon Act III · Track 1
Oct 2026

Operion

A maintenance copilot that catches a pump fault 36 hours early, explains it with checked evidence, and tells the supervisor whether to repair or replace.

  • 36.4 hmedian warning, vs 6.2 h for the legacy alarmSimulated
  • 40/40faults caught before failureSimulated
  • 97.5%correct diagnoses, 0 false alarms in 720 hSimulated
Open the file
04FleetSense

Hacktoberfest Rabat · UM6P · Best use of open models track
24 Oct 2026

FleetSense

“Salam chef, lmoteur skhoun bzaf.” Four agents read a driver’s Darija message with the fault codes, and return one decision with its cost.

  • ~30 sper breakdown, running liveSimulated
  • 4 + 12agents and fleet tools on open weightsMeasured
  • 8,000MAD penalty avoided in the main scenarioSimulated
Open the file
05Wolf

AI hackathon · Casablanca
Sep 2026

Wolf Station

I didn’t use AI to read the spreadsheet. I used it to write the program that reads the spreadsheet. Then that program kept working for free.

  • 4/4late files exact to the cent against the answer keyMeasured
  • 13 ms192/192 lines, 8× larger file, zero tokensMeasured
  • €75.5Merror a naive import makes, reading forints as eurosMeasured
Open the file
06Vox

Nebius × NVIDIA Global AI Hackathon · Personal AI
Oct 2026

Vox

Talk to your day. You ramble, correct yourself halfway through, and Vox keeps only what counts, with no forms, date pickers or dropdowns.

  • ~0.5 severyday commands on Nemotron 3 NanoMeasured
  • 3model sizes, routed per requestMeasured
  • 37tests: safety, undo, dates, routing, securityMeasured
Open the file
07Deflake

IBM Bob 2.0 Hackathon · lablab.ai
Sep 2026

Deflake

Flaky tests get fixed, not retried. It finds tests that pass and fail with no code change, and sends each to an agent that fixes the root cause.

  • 10 → 100%CI green rate, 40 runs before, 100 afterMeasured
  • 5/5root causes matched blindMeasured
  • 0masking findingsMeasured
Open the file
08Focus

Meta Global AI Developer Hackathon · Build for Your World
Still building · ends 4 Nov 2026

Focus Freeze

A Windows agent that understands what you’re working on, freezes the apps you don’t need, and brings them back intact when you say “I’m done”.

  • 88/88blind planner decisions, a keyword table got 66%In progress
  • 0/270unsafe freezes in red-team runsIn progress
  • $0.002about, per planIn progress
Open the file

Earlier, and still on GitHub