Mutaaf Aziz

MC-01/DFW 32.90°N 97.04°W/CT/nominal

Founder, Digital Craft AI · Engineering leader, Dallas–Fort Worth

I build , , and the that .

I run Digital Craft AI: AI systems for traditional industries, with a seven-figure book of retained, recurring clients. It’s where my time goes and how I keep pushing forward. I also lead Watch Experiences at Disney Entertainment & ESPN Technology, and a fleet of agents that ships under a written contract.

Digital Craft AI Work with me

NewAdhan Clock: the adhan in every room

Main work · the company

Digital Craft AI

AI systems for traditional industries: construction, real estate and events. Lead responders that answer in seconds, estimate generators, review management, and voice agents that work the phone. Its engineering runs on the same agent fleet, behind CI and a required review gate.

How I build with AI · the operating model

Agents do the work.
Rules decide what ships.

Six rules every agent I run works under: at Digital Craft AI, across my own fleet, and on this site. Each one links to where you can check it. The full process is in the AI-Native Manifest.

  1. 01Contracts, not prompts.

    Every repo carries an operating manual the agents read from a fresh checkout before they act: what green means, what they may touch, the voice, the never-dos. Across many repos, a context file per repo and guardrails that block credential access.

    this site’s manual · estate-agent
  2. 02CI lands the work, not the agent.

    Scheduled agents groom, build, review and ship pull requests in clean checkouts. GitHub’s auto-merge lands a change only when the checks are green, and every merge deploys.

    agent-fleet
  3. 03Review is a required check.

    When my own scoreboard showed agent PRs merging before the reviewer had read them, I didn’t write a policy. The reviewer’s verdict became a check that passes only on a clean review of the latest commit. It’s required on four of the six fleet repos. My newer cloud routines gate on required CI and a fresh-context self-review instead.

    the fix, PR #140
  4. 04Autonomy on a leash.

    The reviewer can block but never approve. Self-healing stops after two attempts and asks a human. Local agent jobs carry a kill date. Cloud routines stop at a pause switch instead, and they have no kill date yet. The operator’s controls live in a file the agents can read but never edit.

    the doctrine
  5. 05Measured, never typed.

    The fleet’s numbers are recounted nightly from GitHub and run logs by a deterministic script, and a human merges the update. CI fails if a number on this page drifts from the data.

    the scoreboard
  6. 06Built for the agents that read it.

    More of your first readers are AI: a recruiter’s scout, a diligence bot. This site answers them directly with a plain-text brief, a structured résumé and its own operating manual. Next: an MCP server, so assistants can ask it questions as tools.

    llms.txt · resume.json
mutaaf@control:~MET 17y · ● all systems nominal
  1. bootmission control online
  2. companyDigital Craft AI · founder · seven-figure retained book
  3. espn.watch1.5M+ concurrent viewers · 20K+ rps · p99 < 170 ms
  4. fleet645 agent PRs merged · 6 repos since May 2026
  5. review-gaterequired since Oct 17, 2026 · was 24% reviewed pre-merge
  6. effortindex 97 (May 2026 = 100) · 2.7 runs per merge
  7. labfield notes on agents, newest first
  8. statusopen to conversations on AI-native engineering orgs
  9. eolend of line.

  • 15+years shipping software, ten leading teams
  • 1.5M+concurrent viewers our services carry at peak
  • 645agent PRs merged across 6 repos
  • 24%were reviewed before merging, until the scoreboard caught it. Now it's required.

mutaafaziz.com offered in: 1996 2006 2026

Five editions. One human. Dallas, TX. · Mission Control

Work with me

Mutaaf Aziz

Founder, Digital Craft AI

Engineering leader · Dallas–Fort Worth

Open to Director, VP and CTO roles

LinkedIn

What are we building?

Pick a few things. The email writes itself; the sky takes its shape.

I’d like to
We’re in
When

Subject: Digital Craft AI for my business

Hi Mutaaf, I run a business, and I’d like to talk about bringing AI into it with Digital Craft AI. Timing: this quarter.

Mutaaf Aziz

Founder, Digital Craft AI · Engineering Leader · Dallas–Fort Worth, TX

Profile

Founder of Digital Craft AI, an AI company serving traditional industries with a seven-figure book of retained, recurring clients. Engineering leader with 15+ years in the software industry and a decade managing teams. I also lead Watch Experiences engineering at Disney Entertainment & ESPN Technology, where my teams build the backend services behind streaming ESPN to more than 1.5 million concurrent viewers. I build healthy organizations that ship: clear priorities, strong delivery discipline, and systems designed to survive contact with production. Current focus: making AI agents a governed, repeatable engineering capability.

AI-Native Engineering

  • Operating model, not experiments. Agents work under a written contract in every repository (an operating manual they read before acting), and continuous integration, not the agent, decides what merges.
  • Governance built into the pipeline. Reviewer sign-off is a required check on four of six fleet repos, and CI on all ten agent repos; the reviewer can block but never approve; self-healing stops after two attempts and escalates to a human; local agent jobs carry a kill date and cloud routines a pause switch.
  • Measured honestly. Fleet metrics are recounted nightly from GitHub and run logs by a deterministic script. The first audit found most agent PRs were merging before review; the fix shipped as a required check the same week.
  • Built for AI readers. This site publishes a plain-text brief (llms.txt), a structured résumé (resume.json) and its own agent operating manual (AGENTS.md).

Experience

Digital Craft AI, Founder

Present
  • Founded and run an AI company building systems for traditional industries (construction, real estate, and events): AI lead responders, estimate generators, review management, and voice agents. digitalcraftai.com
  • Built a seven-figure book of retained, recurring clients.
  • Engineering runs on an autonomous agent fleet I designed: scheduled agents ship pull requests behind CI and a required reviewer sign-off, with a human in the loop.

Disney Entertainment & ESPN Technology, Sr. Software Engineering Manager

Aug 2022–Present
  • Lead engineering for Watch Experiences: backend APIs and administrative tooling behind the ESPN digital sports-viewing experience across web, mobile, connected TV, and streaming devices.
  • Services support 20,000+ requests per second at 1.5M+ concurrent viewers during major live events, with p99 latency under 170 ms; drove capacity planning toward 2.5M-viewer scenarios.
  • Rebuilt delivery discipline across the organization: re-established weekly releases, strengthened quality gates and automated testing, and cut typical dev-to-QA flow to under 10 days and QA-to-release to roughly two.
  • Led a portfolio of streaming platform initiatives spanning product features, media workflows, release management, and platform reliability.
  • Championing AI-assisted engineering: repository-aware agents, Model Context Protocol integrations, and AI support for reviews, testing, and documentation, with governance and human approval where it matters.

Amazon, Engineering Leadership, Amazon Flex

2021–2022
  • Led engineering supporting Amazon Flex last-mile logistics: large-scale distributed systems, rigorous operational mechanisms, and metrics-driven ownership.
  • A defining leadership chapter: written narratives, incident prevention, and operating through high expectations at planetary scale.

Motorola Solutions, Sr. Software Engineering Manager

2018–2021
  • Managed engineering in an enterprise and public-safety technology environment where reliability and disciplined execution are non-negotiable.

Alight Solutions, Software Engineering Manager

2014–2018
  • Led teams building benefits platforms serving millions of participants.

Earlier: Red Hat · Citi · Ambit Energy · Lufthansa · JPMorgan Chase

2009–2014
  • Enterprise engineering foundations: open-source platform consulting, mobile application engineering, and lead engineering roles across finance, energy, and aviation.

Skills

Leadership
Team building & org health · product strategy · delivery discipline · migrations that ship · written narratives
Platforms
Distributed systems · AWS & GCP · Kubernetes · CI/CD · Elasticsearch · MySQL / NoSQL · caching at scale
Engineering
TypeScript / JavaScript · Java · React & Redux · .NET · REST APIs · data modeling
AI-Native
Agentic workflows (Claude Code, MCP) · multi-agent pipelines · AI-assisted review, testing & docs · evaluation and governance

Education & Leadership

  • University of Texas at Arlington: B.S.
  • President, Delta Epsilon Psi (2011–2012), led the service fraternity chapter: service initiatives, fundraising, recruitment
  • State Champion: Hebron High School football, Texas, 2005

Community

  • Founder, Rising Stars DFW: youth basketball development (competitive pathway + beginners' academy)
  • Head Coach, The Bros: Coppell YMCA youth basketball; values-first program (brotherhood, hunger, discipline, humility)

Selected Projects

  • Family XP: open-source, self-hosted family operating system (Windows-XP-styled): chore gamification, savings incentives, and an educational arcade; installs via AI agent, MIT licensed
  • SportsIQ: voice-first coaching intelligence platform for youth sports (Next.js, Supabase, multi-provider AI)
  • agent-fleet: autonomous multi-agent engineering pipeline: scheduled agents that groom, implement, review, and ship PRs behind CI gates; 645 agent PRs merged across 6 repositories since May 2026; after the scoreboard showed only 24% were reviewed before merging, made reviewer sign-off a required merge check (Oct 2026); 632 more across 4 cloud routine repos
  • OpenAero DFW · OUTATIME 88: browser games (a Dallas–Fort Worth flight simulator on real satellite imagery and live weather; an arcade racer) developed and deployed by scheduled AI agents behind CI gates
  • COLD GAS: a 3D browser stunt game: an electric roadster clears a row of parked EVs on ten cold-gas thrusters, rolls 360° and sticks the landing; an AI judge panel scores each jump
  • Adhan Clock: a calm full-screen prayer clock that plays the adhan at all five prayers on every screen and speaker at home: the web, Android phones, tablets and TVs, Google Nest speakers (cast from Android) and Alexa; no accounts, ads or analytics in the clock
  • Hearth: one remote for every TV in the house: finds the LG and Samsung smart TVs on your Wi-Fi and turns every phone into a fast, ad-free remote; runs on the home network, no accounts or cloud (live demo)
  • Chalk Talk: say or sketch a play and watch it draw itself in light: X's and O's for youth basketball and flag football coaches, with an AI that takes over your sketch; bring your own Claude or OpenAI key (flag 7v7)
  • KIN: a tiny autonomous creature that lives under your real sky (time of day, sun angle, temperature, wind, rain and snow); slide a finger from one phone or tablet onto the one beside it and it hops across to a friend's screen, no QR codes; runs in the browser, including Safari on iPhone and iPad
  • Hinge Pop: an arcade prototype where a hinge across the screen is the hazard: split bubbles with one finger and keep them off the hinge, or let the smallest ones pop on it for free. Levels start with one slow bubble, and two players can share one screen, one side of the hinge each
  • Metaphases: every earnings report, phase by phase: an earnings calendar with report timing drawn as moon phases, each stock's reaction to its last four reports, explained setup and quality grades, a live fear↔greed Market Mood gauge, ETF look-through for your holdings, and Retrace, which grades the month against consensus (NVDA's sheet)
  • Metaphases Kids: the Market Moon Club, money and charts for kids with Luna: one-minute lessons, a lemonade-stand game and a pretend piggy bank that follows real prices, for ages 8 to 12, with no ads, no sign-up and nothing to buy; also Moon Club, a native iPhone and iPad app now on the App Store (the app page, behind a grown-up gate)
  • The Leadership Library: the books on engineering leadership I keep coming back to, each with a labelled summary of its argument; my own interpretation, experiments and critique are added as I write them
  • estate-agent: a standard for AI agents working across many repositories: per-repo context files, an evidence-backed cross-repo service map, and guardrails that block credential access
  • This website: maintained by AI agents under a published operating manual (AGENTS.md), with a machine-readable brief for AI readers (llms.txt)
  • Jarvis · Almanac · LevelUp Kids · Market Digest: a standing laboratory of AI-native product experiments

Open to conversations about engineering leadership, AI-native organizations, and building teams that ship.

Book time GitHub
*** THE MATRIX HAS YOU *** Follow the white rabbit to the personal home page of MUTAAF AZIZ, engineering leader, youth basketball coach, 2005 TEXAS STATE FOOTBALL CHAMPION (Hebron Hawks, never forget), builder of many side projects, proud Texan by way of Karachi and South Florida *** There is no spoon, but there IS a guestbook. Sign it before you unplug *** Best enjoyed on a 56k modem in a dark room ***
You are visitor number
0047293
since July 1996 (counter may be slightly inflated)

TIME CIRCUITS

Set a destination year. The page comes with you. NEW!

*** Who Am I?? ***

Howdy!! I'm Mutaaf Aziz, born in Karachi, Pakistan, raised in South Florida, finished growing up in Carrollton, Texas, where I won a STATE CHAMPIONSHIP 🏆 in football with the Hebron Hawks ('05) before heading to UT Arlington. Now I'm a software engineering leader in Dallas–Fort Worth with 15+ years logged in the software industry (that's like 105 in internet years).

I run my own AI company, Digital Craft AI: robots for builders, realtors and event folks, with a seven-figure book of retained clients. I also run engineering teams behind how the planet streams sports at Disney Entertainment & ESPN Technology. Nights and weekends I coach youth basketball and command a small army of AI agents that ship code while I sleep: either the future, or the plot of a cautionary '90s movie starring Sandra Bullock.

Things I am into:

  • My family: dad of three, the original co-op mode
  • Basketball & football: playing, watching, coaching, arguing
  • Faith, community, and giving people enough context to succeed
  • Superheroes, space, prestige TV, video games
  • Family adventures (latest save point: Portugal & Spain)
  • Teaching computers to do my chores

*** Day Jobs (The Resume Part) ***

WhenWhereWhat
nowDigital Craft AIFOUNDER. AI for construction, real estate and events. A seven-figure book of retained, recurring clients. Where all my time goes
2022–nowDisney Entertainment & ESPN TechnologySr. Software Engineering Manager, Watch Experiences: the backend brains of how you stream ESPN on every device. Over a MILLION people at once. No pressure
2021–2022AmazonEngineering leadership on Amazon Flex: last-mile logistics, giant distributed systems, packages that simply must arrive
2018–2021Motorola SolutionsSr. Software Engineering Manager: public-safety tech; the radios that can NEVER go down, and didn't
2014–2018Alight SolutionsSoftware Engineering Manager: benefits platforms serving millions
the before-timesRed Hat · Citi · Ambit Energy · Lufthansa · JPMorgan ChaseEnterprise foundations: open-source platforms, mobile engineering, consulting, and one genuinely formative run as an actual banker

*** The Court (Coach Mode) ***

When I'm not shipping software I'm at the Coppell YMCA coaching The Bros, my youth basketball squad, and building Rising Stars DFW, a skills-and-drills program for the next generation of hoopers.

** TEAM VALUES: BROTHERHOOD · HUNGER · DISCIPLINE · HUMILITY **

  • Daily ball handling. Fewer turnovers. Earn your minutes.
  • More than a season: a brotherhood of players & families
  • Fall 2026: 10U squad + a development path for beginners

*** STANDINGS.TXT (Fantasy League of the Eras) ***

LOADING LEAGUE DATA FROM A:\ ...

SCORING: 6 PTS PER VISIT, 1 PT PER 10 SECONDS SPENT. Every edition plays every other edition; more points wins. League data lives in YOUR browser only.

YOUR SEASON: 00-18 · T-MINUS ??:??:?? TO KICKOFF

*** THE ARCADE (SHAREWARE) ***

C:\GAMES>

Pick a program. 5 questions each. Questions ported from the Gridiron IQ and Court Vision games in Family XP. No save states. No cheat codes. (OK, one cheat code.)

*** The Laboratory (Stuff I Built) ***

⚠ WARNING: dangerous levels of side-project energy detected beyond this point ⚠

ProjectWhat it does
Family XP HOT!"Home is where the host is": a full Windows XP desktop for your FAMILY, running on your own machine. Chores earn XP, XP buys real prizes, the arcade teaches math & circuits. An operating system from 5 years in this page's future. Trust me, it's worth unplugging for
OpenAero DFW NEW!A REAL flight simulator IN YOUR WEB BROWSER. Fly a 737 over actual satellite photos of Dallas-Fort Worth. No floppy disks required!! Robots build it while I sleep
OUTATIME 88 NEW!Hit 88 MPH and you go back in time. Neon arcade racing, no quarters needed. Also built by robots. Great Scott!!
COLD GAS NEW!An ELECTRIC CAR with ROCKET THRUSTERS jumps over a whole row of parked electric cars and does a BARREL ROLL. In 3-D!!! A panel of ROBOT JUDGES scores your landing. Cars don't fly yet. This one does
Adhan Clock NEW!A PRAYER CLOCK for the WHOLE HOUSE! At Fajr, Dhuhr, Asr, Maghrib and Isha it plays the adhan on your computer, your Android TV, your Google Nest speakers, AND your Echo! No sign-up, no ads.
Hearth NEW!ONE REMOTE for EVERY TV in the house!!! It finds the smart TVs on your home network and turns any phone into a clicker. Volume, channels, apps, even a button that turns ALL the TVs off at bedtime. No more digging in the couch cushions. Try the demo with pretend TVs
Chalk Talk NEW!TALK to the WHITEBOARD!!! Say a basketball or flag football play out loud, or scribble it with your finger, and the X's and O's DRAW THEMSELVES in glowing light. A robot coach cleans up your sketch and tells you which play it is. Try it
KIN NEW!A VIRTUAL PET that lives under the REAL SKY outside your window!!! When it snows where you are, it snows on KIN. STROKE it to PET it, FEED it, give it a BATH, throw a ball and it FETCHES. It keeps a MEMORY BOOK of every friend who visits. Put TWO screens side by side, slide your finger across, and KIN HOPS from your screen to your friend's. No floppy disk transfer needed. Way better than a Tamagotchi (sorry Tamagotchi) Make it snow or read all about it
Hinge Pop NEW!POP the BUBBLES before they hit the ELECTRIC HINGE!!! Tap to SPLIT, flick to AIM, and the tiniest ones ZAP on the hinge for FREE. Starts with ONE slow bubble and gets HARDER every level. TWO PLAYERS on ONE SCREEN, one on each side! Plain circles for now, because the art budget is ZERO!! PLAY IT NOW!!!
Metaphases NEW!EVERY EARNINGS REPORT on ONE CALENDAR!!! Who reports WHEN, drawn as PHASES OF THE MOON: before the bell, during the day, after the close. See how each stock JUMPED or SANK the last four times, get a REPORT CARD for every stock, and check the FEAR-O-METER for the whole market. Not financial advice!! Look up NVDA
Metaphases Kids NEW!MONEY for KIDS!!! Join the MARKET MOON CLUB with LUNA the moon: one-minute lessons, a LEMONADE STAND game and a PRETEND PIGGY BANK that follows REAL prices. Ages 8 to 12. NO ads, NO sign-up, NOTHING to buy!! Now on iPhone and iPad too (ask a grown-up: the app page)
LIBRARY.EXE NEW!My BOOKSHELF is now ON THE INFORMATION SUPERHIGHWAY!!! Nine books about leading engineering teams, each with a summary of what it argues. Search it! Sort it! Fold your phone and it turns into a REAL BOOK. Enter the library
SportsIQ NEW!Voice-first AI coaching platform for youth sports: talk into your phone at practice, get player development tracking, practice plans & parent updates. Born on an actual YMCA sideline
agent-fleet + fleet-controlAutonomous AI agent crew that grooms backlogs, writes code, opens PRs, and reviews itself, plus a mission-control dashboard to watch it happen
JarvisDouble-clap + "Hey Jarvis" summons a holographic AI head that briefs me on my day. Yes, like the movie. No, you can't tell me it's excessive
AlmanacYour biology, translated into a plan you can keep
LevelUp KidsDuolingo-meets-Fitbit for raising kids: a family operating system
Ramadan Guide for AthletesPWA helping Muslim athletes train & thrive while fasting
Market DigestEntire pre-market routine: automated, scored, delivered to my phone before coffee
WealthOKR · TripPilot · PathfinderOKRs for your net worth · AI travel planning with points optimization · every road to the trophy

*** System Specifications ***

MUTAAF v2026.7 · HARDWARE & SOFTWARE PROFILE
ORIGINKarachi, PK ➜ South Florida ➜ Carrollton, TX (Hebron '05 🏆 STATE CHAMPS) ➜ UT Arlington ➜ Dallas–Fort Worth
LANGUAGESTypeScript / JavaScript · Java · PHP · SQL · React & Redux · .NET
INFRAAWS · GCP · Kubernetes · distributed systems · CI/CD · Elasticsearch · MySQL / NoSQL
LIVE LOADSystems serving 1,500,000+ concurrent sports fans at 20,000+ requests/sec, p99 under 170ms (your Geocities counter could never)
CURRENT OBSESSIONAI-native engineering: Claude Code, MCP, multi-agent pipelines; code that writes code
LEADERSHIPClarity · empowerment · accountability · organizational health · 10+ yrs management · first command: President, Delta Epsilon Psi ('11–'12)
UPTIME15+ years in production, zero critical incidents involving Comic Sans

*** Guestbook ***

This is your last chance. After this, there is no turning back.

⬤ TAKE THE RED PILL: sign the guestbook

⬤ TAKE THE BLUE PILL: wake up and believe whatever you want about this website

est. reply time: faster than a 28.8k handshake · remember, all I'm offering is the truth

SYSTEM ANOMALY :: UNDER CONSTRUCTION, FOREVER
 __  __ _   _ _____  _    _    _____   _    ________ ______
|  \/  | | | |_   _|/ \  / \  |  ___| / \  |__  /_ _|__  /
| |\/| | | | | | | / _ \/ _ \ | |_   / _ \   / / | |  / /
| |  | | |_| | | |/ ___ \ (_) |  _| / ___ \ / /_ | | / /_
|_|  |_|\___/  |_/_/   \_\___/|_|  /_/   \_\____|___/____|
     -- karachi -- south florida -- dallas -- the web --

FOLLOW THE
WHITE RABBIT
BEST VIEWED
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UNPLUGGED
RED PILL
READY
BLUE PILL
DECLINED
THERE IS
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© 1996–2026 Mutaaf Aziz Cyber Industries · Last updated: July 30, 2026
This page contains no frames, no Java applets, and no dancing baby (budget cuts). Three-finger salute at your own risk. Residual self image rendered at 800x600.
</BODY></HTML> · unplugging... thanks for surfing by!

mutaafaziz.com BETA

engineering leadership, ajax-ified. Now with rounded corners on everything™

✽Hello, Internets!

Welcome to mutaafaziz.com 2.0: same me, now with gradients. The bio, syndicated: born in Karachi, leveled up in South Florida, moved to Carrollton, TX for middle & high school, won a state football championship with the Hebron Hawks in '05 (see blog, and every conversation I've had since), unlocked UT Arlington, and now leading engineering in Dallas–Fort Worth: currently running Watch Experiences teams at Disney Entertainment & ESPN Technology, a.k.a. the pipes your SportsCenter streams through.

Also: dad of three, youth basketball coach, and CEO of approximately eleven side projects. This site is user-generated content (the user is me), tag-enabled, and perpetually in beta. Add me to your blogroll.

✉ E-mail Me  View My Code »

✽The Career Feed

  • nowDigital Craft AI: Founder. AI for construction, real estate and events; a seven-figure book of retained, recurring clients. The main thing.
  • 2022–nowDisney Entertainment & ESPN Technology: Sr. Software Engineering Manager, Watch Experiences. Backend APIs + tooling for streaming sports to 1.5 million fans at once. Rebuilt the release rhythm: weekly ships, dev-to-QA under 10 days. Digg-worthy.
  • 2021–2022Amazon: Engineering leadership on Amazon Flex. Last-mile logistics, planet-scale distributed systems, metrics on metrics.
  • 2018–2021Motorola Solutions: Sr. Software Engineering Manager. Public-safety comms that can never, ever page you at 3am (they did).
  • 2014–2018Alight Solutions: Software Engineering Manager. Benefits platforms for millions of humans.
  • < 2014Red Hat · Citi · Ambit Energy · Lufthansa · JPMorgan Chase: enterprise foundations, open-source platform thinking, mobile, and one genuinely formative run as a personal banker.

✽Mock Draft: My Career BETA

  1. OWNER
    Digital Craft AI (founder)

    Owns the team. Seven-figure book of retained, recurring clients.

  2. RD 1 · PK 1
    Disney Entertainment & ESPN Technology (2022)

    Franchise pick. Streams sports to 1.5M+ fans at once. Brought back weekly releases.

  3. RD 2
    Amazon (2021)

    Planet-scale reps on Amazon Flex. Written narratives. Relentless motor.

  4. RD 3
    Motorola Solutions (2018)

    Reliability specialist. The radios can never go down, and they didn't.

  5. RD 4
    Alight Solutions (2014)

    First snaps as a manager. Benefits platforms for millions.

  6. RD 5
    Red Hat · Citi · Ambit · Lufthansa · JPMorgan Chase (2009)

    Late-round depth that turned into the whole foundation.

  7. UDFA
    UT Arlington

    Undrafted free agent. Where software became the career.

AIntangibles: 2005 Texas state champion (Hebron Hawks), President of Delta Epsilon Psi. Analysts love the "brotherhood, hunger, discipline, humility" whiteboard.

✽Fresh from the Blog

STATE CHAMPIONS!!! Hebron Hawks, remember the name

filed under: football, hebron-hawks, carrollton, dynasty · 18 comments

We did it. Texas high school football state champions, 2005. This post is the internet equivalent of me still wearing the ring to Thanksgiving. Read more »

Let me set the scene: Texas. High school football. The sport is a religion here, the stadiums are cathedrals, and in 2005 the Hebron Hawks climbed all the way to the top of it. State champions. I was there, I was part of it, and roughly zero days have passed since without me finding a way to mention it.

What I remember most isn't the final whistle; it's the season. Two-a-days in the Texas heat. Film sessions. A locker room full of guys from every background pulling the same direction, because the scoreboard doesn't care where anybody came from. A kid from Karachi by way of South Florida, winning a Texas state title in Carrollton: that's the whole American highlight reel right there.

People ask why I coach youth basketball now, why my teams run on brotherhood-hunger-discipline-humility. It's not a mystery. Somebody built a championship culture around teenage me, and I've been paying it forward ever since. Every value on The Bros' whiteboard was learned in a Hebron locker room first.

Anyway. State champs. Forever. It legally has to be on my website.

18 comments

HawksFan4Life · 6 days ago
I WAS IN THE STUDENT SECTION FOR THAT GAME. Still hoarse. GO HAWKS
OL_BigTex72 · 5 days ago
linemen never get mentioned in these posts and yet. who blocked, mutaaf. WHO BLOCKED
FriscoRival05 · 5 days ago
we'll get you next year. (we did not get them next year)

loading 15 more comments… (dial-up detected, est. 3 hours)

Coach's Corner: The Bros are BACK

filed under: basketball, community, coppell-ymca · 3 comments

New season at the Coppell YMCA. Team values on the whiteboard: brotherhood, hunger, discipline, humility. Daily ball handling or no minutes. Read more »

First practice of the season is in the books and I'm fired up. We run the same rhythm every week: skills, dribbling, small-sided play, then competition and scrimmage. No standing in lines, no lectures. Reps, reps, reps.

The four words on the whiteboard haven't changed and won't:

  • Brotherhood: we pick each other up before the ref even blows the whistle.
  • Hunger: daily ball handling at home. The homework is dribbling.
  • Discipline: take care of the ball. Turnovers are donations to the other team.
  • Humility: playing time is earned in the week, not demanded on Saturday.

Parents: the practice + game polls go out Sunday nights like always. Please vote so I can plan lineups. And yes, big news: Rising Stars DFW is expanding. Fall 2026 we're standing up a 10U competitive squad plus a skills academy for beginners, so there's a lane for every kid: fair playing time, real standards. Tryout info soon. Tell your cousins.

3 comments

ProudBrosMom · 2 days ago
My son made his little brother do ball-handling drills in the kitchen. We have lost two glasses. Worth it. GO BROS!!
CoachT_Dallas · 2 days ago
"Turnovers are donations": stealing this for my team, hope that counts as brotherhood
xTimmyBucketsx · 1 day ago
coach can we run the press this year. please. i've been practicing. this is timmy

Trip Report: Lisbon → Mallorca → Barcelona (with kids!)

filed under: travel, family, park-güell · 7 comments

Trams, coves, snorkeling, Gaudí. I spreadsheet-optimized every airport transfer and I am not sorry. Read more »

Lisbon: the trams are the ride at Disney World except they're also the city bus. We learned the hills of Alfama the hard way (stroller). Pastéis de nata consumed: not disclosing. Kid verdict: 10/10 would tram again.

Mallorca: the sleeper hit. Sóller by vintage train, coves around Alcúdia for snorkeling (the water is so clear it looks like a loading screen) and a boat day out of Palma. Pro tip from my 40-tab research binge: hit the north-island coves before 10am or you're parking in Spain and swimming in from France.

Barcelona: Park Güell delivers. Gaudí was out here doing organic architecture a century before it was a Pinterest board. The kids mostly rated the lizard fountain and the churros, which is correct.

Logistics report, because you know I optimized it: every airport transfer was researched, timed, and pre-booked around nap windows. Zero meltdowns in transit (adults included). The spreadsheet has been archived with honors. Family-safe photo set coming to Flickr once the upload finishes (est. 4 hours, 12 minutes remaining).

7 comments

WanderlustWendy · 5 days ago
"parking in Spain and swimming in from France" I am crying. Subscribed to the feed.
DFW_Dad_Of_4 · 4 days ago
Please post the transfer spreadsheet template. I'm begging. My last vacation had 3 meltdowns and 2 were mine.
TapasFanatic · 4 days ago
not disclosing the pastéis count is the most honest travel blogging I've ever seen

loading 4 more comments… (dial-up detected, est. 2 hours)

My computer ships code while I sleep now

filed under: ai, agents, the-future · 42 comments

Wired up a fleet of AI agents that groom the backlog, write the code, and review each other's PRs. The singularity is near and it has a launchd schedule. Read more »

So here's the setup. Four scheduled jobs run on my Mac around the clock: a groomer that keeps the backlog prioritized, a dev that picks the top ticket and implements it (tests first, then code), a reviewer that grades the pull request against the house rules, and an engineering queue for everything else. GitHub auto-merge lands whatever passes CI.

I wake up, pour coffee, and read pull requests that were written, reviewed, and merged while I was dreaming about zone defense. The robots leave each other code-review comments. Sometimes they argue. I have never felt so much like a manager.

The important part isn't the party trick; it's the guardrails. Protected main branch, required checks, the agents can't merge anything red, and a human (me) owns anything with judgment in it. Same rules I'd give any new engineer, just… these ones bill zero dollars an hour and never sleep.

Is this the future of engineering leadership or an elaborate way to feel productive at 3am? Both. It's both.

42 comments

SkepticalSysadmin · 12 days ago
cool cool cool and what happens when the reviewer agent and dev agent form a union
Web2point0h · 11 days ago
this is just outsourcing to robots. AJAX could never. actually wait can AJAX do this
FutureYou2026 · 11 days ago
keep going. it works out. trust the backlog.

loading 39 more comments… (dial-up detected, est. 6 hours)

✽My Web 2.0 Startups (a.k.a. Side Projects)

⊞

Family XP ★ FLAGSHIP ★

A Windows-XP-style operating system for your whole family: chores become XP, XP becomes prizes, and the arcade teaches reading, math & circuits. Finally, software that matches this website's gradients. Luna theme forever.

✈

OpenAero DFW BETA

A flight simulator that runs in your browser, over real satellite maps of DFW. No plugin to install, which in 2006 sounds made up. Built by AI agents.

⚡

OUTATIME 88 BETA

A neon time-travel racer: hit 88 mph and jump eras. Like a Flash game, minus the Flash. Also built by AI agents.

↗

COLD GAS BETA

Launch an electric roadster off a ramp, fire ten cold-gas thrusters over a row of parked EVs, roll it 360° and stick the landing. Real-time 3D in a browser tab, no plugin, which in 2006 also sounds made up. AI judges score every jump.

☾

Adhan Clock BETA

A calm full-screen prayer clock that plays the adhan at all five prayers, on any screen in the house, Google Nest speakers and Alexa. No accounts, no ads.

▣

Hearth BETA

One remote for every TV in the house. It finds the LG and Samsung TVs on your Wi-Fi and turns every phone into a fast, ad-free remote, with one button that turns them all off. Runs on your home network: no accounts, no cloud, no sign-up form. Try the demo.

✎

Chalk Talk BETA

A coach's whiteboard you talk to. Say a basketball or flag football play, or sketch it, and the X's and O's draw themselves in light; then an AI takes over your sketch, names the play and suggests fixes. Route tree, coverages and QB reads for football. Bring your own API key; no sign-up form. Draw a play.

●

KIN BETA

A tiny creature that lives under your real sky: its little world follows your actual time of day, weather and temperature. Hatch it, pet it, keep its memory book; feed it, bathe it, play fetch, grow it a garden and teach it tricks. Then put two screens side by side and slide a finger across: KIN hops onto your friend's screen. Web 2.0 promised sharing; this is sharing with legs. No sign-up form. Hatch yours or take the tour.

◍

Hinge Pop BETA

Tap to split bubbles and keep them off the electric hinge down the middle of the screen. The smallest ones pop on it for free. Levels start with one slow bubble; two players can share a screen, one side of the hinge each. No sign-up form. Pop some bubbles

◐

Metaphases BETA

Every earnings report, phase by phase. A calendar that draws report timing as moon phases, shows how each stock reacted to its last four reports and grades the setup going in. A fear↔greed gauge and ETF look-through tell you which reports move your money. A mashup of a calendar and a mood ring.

☾

Metaphases Kids BETA

The Market Moon Club: money and charts for kids, with Luna. One-minute lessons, a lemonade-stand game and a pretend piggy bank that follows real prices, for ages 8 to 12. No ads, no sign-up, nothing to buy. Moon Club for iPhone and iPad is on the App Store (the app page, behind a grown-up gate).

▣

Leadership Library BETA

A bookshelf you can browse, search and filter, with a labelled summary of every book’s argument. Tag clouds were so last year: this one has themes. On a foldable phone it opens like a real book. Browse the shelf.

◉

SportsIQ

Voice-first AI coaching for youth sports, born on my actual YMCA sideline. Like a clipboard, if the clipboard went to grad school.

⚙

agent-fleet

Autonomous AI agents that write, review & ship code on a schedule. Outsourcing, except the contractors are robots and they live in my laptop.

◈

Jarvis

A holographic AI assistant summoned by double-clap. The most 2026 thing on this 2006 page.

✦

Almanac

Your biology, translated into a plan you can keep. Quantified self, before your self was quantified.

♥

LevelUp Kids

Duolingo-meets-Fitbit for raising kids. A family operating system with achievements. (I have three beta testers.)

↗

Market Digest & friends

Pre-market briefings, WealthOKR, TripPilot, Pathfinder, a Ramadan training guide for athletes… the RSS feed of my brain runneth over.

✽Project Draft BETA

The draft room needs JavaScript. Like all great Web 2.0 apps.

✽My Fantasy Team BETA

PosPlayerProj
QBagent-fleet24.6
RBSportsIQ18.2
WR18-021.0
WRfantasy-edge19.4
TEFamily XP15.1
FLEXMarket Digest9.8
DEFThe Bros12.0
BNJarvis (Q, double-clap)–

Projected: 120.1 (the sources disagree)

Kickoff: loading…
Your season: 0-18

Waiver wire: 2036 Edition (FA)

✽Syndicate Me

RSS 2.0 FEED DIGG THIS MYSPACE: TOP 8 FOLLOW ON TWTTR

✽Now Playing

iPod status: 3,412 songs
Currently: something with an aggressively skeuomorphic album art reflection

AIM status: "@ the YMCA, brb shipping"

✽Site Stats

Unique visitors: 51,204
Peak concurrent sports fans served at work: 1,500,000+
Feed subscribers: 7 (hi mom)
Valid XHTML 1.0: almost
Paperclips on standby: 1 (press F1)

Mutaaf Aziz.

Engineering leader. Coach. Builder of teams, platforms, and the systems that stream sports to millions.

page assembled by 4 agents · reviewed by a human (me)

About

Born in Karachi, raised in South Florida, and rooted in Texas since middle school in Carrollton, where I won a state football championship with Hebron High School in 2005, then studied at the University of Texas at Arlington. I lead software engineering teams in Dallas–Fort Worth: fifteen-plus years across streaming, e-commerce logistics, public-safety communications, and enterprise platforms.

Today I'm the founder of Digital Craft AI, building AI systems for traditional industries (construction, real estate, events) with a seven-figure book of retained, recurring clients. It's where my time goes. I'm also a Senior Software Engineering Manager at Disney Entertainment & ESPN Technology, leading Watch Experiences teams: the backend services and APIs behind how fans stream ESPN across web, mobile, and living-room devices.

I care about the same three things at every scale: teams that trust each other, systems that survive contact with reality, and shipping. Off hours, I'm a father of three and a youth basketball coach.

1.5M+concurrent viewers our services support during major live events
20K+requests per second, p99 under 170 ms
15+years shipping software, 10+ leading teams

Meanwhile, on a Mac in Dallas…

The code now writes itself.

My repositories run a fleet of autonomous agents (planner, developer, reviewer) that ship pull requests around the clock. The same discipline I bring to streaming platforms, applied to AI-native engineering: governance, evaluation, human approval where it matters. See how it works.

A dramatized shift, modeled on how the fleet runs. Real logs are coming to this page.

645 agent PRs merged across 6 fleet repos, plus 632 across 4 cloud routine repos (not in the review figures)Week of 2026-05-04: 1 mergedWeek of 2026-05-11: 59 mergedWeek of 2026-05-18: 147 mergedWeek of 2026-05-25: 141 mergedWeek of 2026-06-01: 76 mergedWeek of 2026-06-08: 66 mergedWeek of 2026-06-15: 65 mergedWeek of 2026-06-22: 15 mergedWeek of 2026-06-29: 3 mergedWeek of 2026-07-06: 0 mergedWeek of 2026-07-13: 0 mergedWeek of 2026-07-20: 0 mergedWeek of 2026-07-27: 0 mergedWeek of 2026-08-03: 0 mergedWeek of 2026-08-10: 0 mergedWeek of 2026-08-17: 0 mergedWeek of 2026-08-24: 0 mergedWeek of 2026-08-31: 9 mergedWeek of 2026-09-07: 13 mergedWeek of 2026-09-14: 13 mergedWeek of 2026-09-21: 14 mergedWeek of 2026-09-28: 13 mergedWeek of 2026-10-05: 3 mergedWeek of 2026-10-12: 0 mergedWeek of 2026-10-19: 6 mergedWeek of 2026-10-26: 1 merged
16%of reviewed PRs drew a blocking verdict
2%fixed their own red CI before merging
3hit the two-attempt cap and asked a human
4 minmedian PR opened → merged
97effort per merged PR, last 30 days (May 2026 = 100; lower is leaner)
2.7agent runs per merged PR, last 30 days; most find nothing to do

Found by this scoreboard: only 24% of agent PRs were reviewed before they merged, and 26 merged over a blocking verdict: the reviewer's "no" was a comment that auto-merge never read. Since Oct 17, 2026, its sign-off is a required check. 6 of 7 merged since were reviewed first.

Counted from GitHub and the fleet's run logs, as of Nov 5, 2026. Definitions live in the manual.

Experience

  • PresentDigital Craft AIFounder: AI for construction, real estate and events; a seven-figure book of retained, recurring clients
  • 2022–PresentDisney Entertainment & ESPN TechnologySr. Software Engineering Manager, Watch Experiences: streaming platform initiatives, weekly release discipline, operational excellence
  • 2021–2022AmazonEngineering leadership, Amazon Flex last-mile logistics: large-scale distributed systems, operational mechanisms, written narratives
  • 2018–2021Motorola SolutionsSr. Software Engineering Manager: public-safety technology, where reliability is non-negotiable
  • 2014–2018Alight SolutionsSoftware Engineering Manager: benefits platforms serving millions
  • EarlierRed Hat · Citi · Ambit Energy · Lufthansa · JPMorgan ChaseEnterprise engineering foundations: platform thinking, mobile, consulting

The Timeline

  • Origins Life

    Karachi → South Florida → Carrollton

    Born in Karachi, Pakistan; formative years in South Florida; middle and high school in Carrollton, Texas. Growing up across cultures built the adaptability I lead with today.

  • 2005 Field

    State champions, Hebron High School football

    A Texas high school state title with the Hebron Hawks. My first championship culture: two-a-days, film study, and a locker room pulling one direction. Everything I teach my teams now started there.

  • College Life

    University of Texas at Arlington

    Where Texas became home for good and software became the career.

  • 2011–2012 Life

    President, Delta Epsilon Psi

    Led my chapter of the South Asian-interest service fraternity, my first time running an organization: service initiatives, fundraising, recruitment, and keeping a brotherhood pulling one direction. The fraternity's pillars are brotherhood and discipline; those words have followed me onto every whiteboard since.

  • 2009–2021 Work

    Enterprise foundations → leadership

    From hands-on engineering at banks, airlines, and open-source platforms to running teams at Motorola Solutions. Learned to respect production and improve the system, not rely on heroics.

  • 2021 Work

    Amazon Flex

    The defining leadership chapter: ownership, metrics, written narratives, and operating at planetary scale.

  • Aug 2022 Work

    Disney Entertainment & ESPN Technology

    Joined Watch Experiences. Rebuilt delivery discipline (weekly releases, stronger quality gates, dev-to-QA under ten days), then led a portfolio of streaming platform initiatives.

  • 2024 Life

    Family of five

    Father of three. Parenthood shapes how I coach and how I lead: patience, presence, and building for the long term.

  • 2025 Court

    The Bros, Coppell YMCA

    Coaching youth basketball around four values: brotherhood, hunger, discipline, humility. More than a season: a community of players and families.

  • 2026 Court

    Rising Stars DFW

    Growing a sustainable basketball-development community: competitive pathways, a beginners' academy, and fair playing time with real standards.

  • 2026 → Work

    AI-native engineering leadership

    Building organizations where AI agents are a governed engineering capability: repository-aware agents, MCP, human approval where it matters. The next chapter.

Selected Work

OpenAero DFW

A flight simulator in the browser, flown over real satellite imagery of Dallas–Fort Worth. Land a 737 on DFW 35C in today's actual weather, or shoot the approach into Love Field in a Cessna. Built and maintained by AI agents.

Fly →

OUTATIME 88

A neon time-travel arcade racer. Drift, boost, slam rivals, and hit 88 mph to jump eras. Keyboard, touch, or gamepad. Built and maintained by AI agents.

Play →

COLD GAS

An electric roadster, a ramp, and ten cold-gas thrusters. Clear a row of parked EVs, roll it 360° in the air, retro-burn and stick the landing. An AI judge panel scores every jump.

Jump →

Adhan Clock

A calm full-screen prayer clock that plays the adhan at Fajr, Dhuhr, Asr, Maghrib and Isha on every screen and speaker at home: the web, Android phones, tablets and TVs, Google Nest speakers (cast from Android), and Alexa. No accounts, no ads, no analytics in the clock.

See it →

Hearth

One remote for every TV in the house. Hearth finds the LG and Samsung smart TVs on your Wi-Fi and turns every phone into a fast, ad-free remote: swipe pad, volume, app shelf, inputs, and one button that turns every TV off. Runs on your home network, no accounts or cloud.

Try the demo →

Chalk Talk

Say or sketch a play and watch it draw itself in light: X's and O's for youth basketball and flag football coaches. Sketch it rough and an AI takes over: it names the concept, cleans it up and suggests what to coach next. Football gets the route tree, coverages and the QB's half or full field reads. Bring your own Claude or OpenAI key.

Draw a play →

KIN

A tiny, autonomous creature that lives under your real sky: its diorama follows your actual time of day, sun angle, temperature, wind, rain and snow. Put two screens side by side and slide one finger across: they link invisibly, and KIN hops onto the other screen. Runs in the browser, including Safari on iPhone and iPad.

Hatch →

Hinge Pop

An arcade prototype where a hinge across the screen is the hazard. Split bubbles with one finger and keep them off the hinge, or steer the smallest ones onto it for a free pop. Levels start with one slow bubble, and two players can share one screen, one side of the hinge each.

Pop bubbles →

Metaphases

Every earnings report, phase by phase. An earnings calendar that reads the room: report timing drawn as moon phases, how each stock reacted to its last four reports, and explained setup and quality grades ported from Market Digest. A live fear↔greed gauge, ETF look-through for what you hold, and Retrace, which grades the month's reports against consensus.

Read the calendar →

Metaphases Kids

The Market Moon Club: money and charts for kids, with Luna. One-minute lessons, a lemonade-stand game and a pretend piggy bank that follows real prices, for ages 8 to 12. No ads, no sign-up, nothing to buy. Also a native iPhone and iPad app, Moon Club, on the App Store (the app page, behind a grown-up gate).

Join the Moon Club →

The Leadership Library

Nine books on engineering leadership, each with a labelled summary of its argument. My own interpretation, experiments and critique join them as I write them. On the iPhone Duo it becomes a book: one page closed, a two-page spread open.

Browse the shelf →

18-0

A pro football history game. Spin a franchise and an era, take one player, fill seven slots, and get a deterministic record from 0-18 to 18-0. Every card is a real season, rated against its own era.

Play →

fantasy-edge

A fantasy football command center for every league you play, on web, TV, and Vision Pro. Each player's tile is sized by leverage: how much he can still change your week.

Visit →

Family XP

"Home is where the host is." A Windows-XP-style family OS that runs on your own Mac: chores become XP, XP becomes prizes, and the arcade quietly teaches reading, math, circuits, and sports IQ. No cloud, no ads; your AI installs it from one sentence.

Visit →

SportsIQ

Voice-first coaching intelligence for youth sports. Speak an observation at practice; get development tracking, practice plans, and parent updates. Built by a coach, for coaches.

Visit →

agent-fleet

An autonomous engineering crew: scheduled AI agents that groom backlogs, implement tickets, open PRs, and review each other's work.

Source →

Almanac

Your biology, translated into a plan you can keep. Health signals turned into a daily protocol.

GitHub →

The Lab

Field notes from nights and weekends: what I built with AI agents, how it's fenced in, and the rule I kept afterward. Newest first.

  • Nextdesigning

    mutaafaziz.com/mcp

    An MCP server so your AI assistant can query this site directly (timeline, projects, these notes) instead of scraping prose. Until it ships, agents get /llms.txt.

    The betWithin a decade, most visitors to a personal site will be agents acting for people. Build the interface for them now.

  • Oct 2026shipped

    aurora-field: the sky, open-sourced

    Mission Control's particle sky (a neural sphere that becomes a team and a platform stack as the headline lights up) is now its own library: zero dependencies, ES5, about 22 KB, with a plugin API for shapes, palettes, seeded fields, and tests. This site inlines it so it stays one file; a hash lock fails the build on any hand edit, and a GitHub Action pulls each update, runs both test suites and deploys.

    KeptIf two copies can drift, they will. One source, a lock, and a robot that does the copying.

    Play with the demo →
  • Oct 2026shipped

    The review gate that wasn't

    The scoreboard's first real finding: across six repos, only about a quarter of agent PRs were reviewed before they merged, and some merged over a "blocking" verdict. The reviewer agent posts as the PR's own author, GitHub won't let an author request changes, so every "no" became a comment that auto-merge never read. The fix makes the verdict a required check that passes only on a clean review of the PR's latest commit. A new commit means a new review.

    KeptA review the merge doesn't have to wait for is commentary, not a gate. Measure the guarantee, not the process.

    The fix →
  • Oct 2026running

    The fleet scoreboard

    Real numbers for the agent fleet, recounted from GitHub and the fleet's run logs by a script with no model in it, and merged by a human. The first count paid off: effort per merged PR is now several times May's, because hourly agents keep waking up to a backlog with nothing in it.

    KeptAn agent that wakes up to do nothing still costs. Cadence should follow the backlog, not the clock.

    See the scoreboard →
  • Oct 2026running

    Two games that build themselves

    OpenAero DFW and OUTATIME 88 started as single-file prototypes. Now three scheduled cloud agents run each one: a scout plays the build and grooms the backlog, a builder ships the top ticket test-first, and a keeper handles upkeep. CI is the only gate, and every merge deploys.

    KeptGive agents a control panel, not a leash: pause, focus, and frozen paths live in one file the agents can read but never edit.

    OpenAero source → OUTATIME source →
  • Sep 2026shipped

    mobile-starter

    A React Native starter on Expo SDK 57 whose unit, E2E, type, and lint checks are verified green on real iOS and Android devices. Written to be adopted by other projects and their agents.

    KeptA starter kit now has two readers: the developer, and the agent the developer hands the repo to.

    Source →
  • Aug 2026shipped

    estate-agent

    A standard for agents working across a whole estate of repos: one context file per repo for every assistant, a cross-repo service map with evidence, and guardrails that block credential access. Ask what breaks if an endpoint changes and get a ship order back. Zero dependencies; nothing leaves the machine.

    KeptAgents need a map and a fence before they need more autonomy.

    Source →
  • Jul 2026running

    This website

    Five editions in one HTML file, edited by AI agents under a written contract: prime directives, a definition of done, and a lessons log of every bug already paid for. The contract is public.

    KeptEvery bug becomes a rule the next agent reads, so each one is only paid for once.

    Read the operating manual →
  • Jul 2026shipped

    Family XP: the installer is a sentence

    A Windows-XP-style family OS for your own Mac. There's no setup wizard: you tell your AI to install it, and it does. No cloud, no ads, MIT licensed.

    KeptWhen the user already has an agent, the README is the installer.

    Source →
  • May 2026shipped

    agent-fleet + fleet-control

    One shared engine that turns any repo into a self-shipping codebase: four scheduled jobs (ship, groom, review, eng) each spawn Claude Code in a fresh checkout, and GitHub auto-merge lands the work only when CI is green. The fleet went on to build whole products, like levelup-kids. Its cockpit, fleet-control, never calls the model, so watching the fleet can't run up a bill.

    KeptAutonomy on a leash: the reviewer can block but never approve, self-healing stops after two attempts, local jobs carry a kill date and cloud routines a pause switch.

    Source →

Sending an AI to read about me? Point it at the plain-text brief. Curious how the agents that edit this site are briefed? Their manual is public too.

Sundays

FINAL18-0 31 · Boredom 7 Q4 2:14fantasy-edge 112.4 · Four Open Tabs 98.1 HALFSaturday 21 · Sleep 0 FINALagent-fleet: merged · Backlog: empty Q3Family XP chores 14 · Excuses 3 FINALThe Bros ball handling ↑ · Turnovers ↓ OTestate-agent · "Where does this service live?" 0

Fantasy football is where the side projects get competitive. fantasy-edge puts every league on one board, sized by what can still change your week. 18-0 is a football history game where seven picks become a record.

Leverage, explained

leverage = φ(m / s) · σi / s

m is your expected margin, s its uncertainty, σi what one player still carries. It's the one idea behind fantasy-edge.

RB1leverage –

Spin one

18-0Spin 1 of 3
Spin for a franchise and an eraReal seasons, rated by 18-0's model against their own era.

Take one player per spin. No takebacks.

Also on your wrist.

Start / Sit · This week

  • Startagents with a review gate
  • Startweekly releases
  • Startdaily ball handling
  • Sitmeetings without an agenda
  • Sitheroics in production
  • Flexthe 5 a.m. commit

Who to root for tonight

Visit a few editions and the league table will tell you.

The editions play a fantasy league scored by your visits. Standings live in your browser, nowhere else.

Your season: 0-18

Eighteen games, eighteen trophies hidden around the site. Find them all for a perfect season.

    Contact

    The fastest path is email. Or find me on GitHub, where the robots and I are always up to something, or at a gym in Coppell on Saturday mornings.

    © 2026 Mutaaf Aziz · Dallas–Fort Worth, TX Designed with restraint. Finally. · Ads & privacy