Jeff Rogers · Atriumn

Engineering leadership for teams building with AI.

Twenty-five years building software and the teams behind it, at Thoughtworks, Groupon, Angie's List, Centro, Tempus AI and Pinger. Today I work with founders and engineering leaders as a fractional CTO, advisor or hands-on builder, and I build my own products, starting with Idynic.

Book an intro call See what I'm building

459 PRs merged this week by my agent build loop

Live from the build loop

Shipping right now.

Issues go in, reviewed pull requests come out. Every row is a real build by the agent pipeline I run, with what it cost and how many tries it took.

How the loop works →

PRs merged, last 7 days: 459
agent builds shown: 38
verified on the first try: 36%
median compute per build: $1.13

Wed 5:45pIdynicSped up background data checksfixopus22 tool calls0 test runs≈$0.67revising
Wed 5:40pIdynicHardened AI testing workflowsworkflowopus33 tool calls0 test runs≈$1.13revising
Wed 5:30pIdynicSped up background data checksfixopus82 tool calls3 test runs≈$2.63revising
Wed 5:16pIdynicFixed a data bugfixopus79 tool calls5 test runs≈$2.26revising
Wed 5:30pOnrunbookShipped a featurefeatureopus28 tool calls3 test runs≈$1.11verified · try 4
Wed 4:56pOnrunbookShipped a featurefeatureopus14 tool calls1 test run≈$0.41revising
Wed 4:30pOnrunbookAdded a data workflowfeatureopus13 tool calls1 test run≈$0.33revising
Wed 4:05pOnrunbookAdded data workflowsfeatureopus38 tool calls3 test runs≈$2.00revising
Wed 4:00pAllographstealth1 PR mergedmerged
Wed 3:55pOnrunbookPolished the interfacepolishopus27 tool calls2 test runs≈$0.86verified · try 4
Wed 3:36pOnrunbookPolished overall visualspolishopus66 tool calls4 test runs≈$1.93revising
Wed 3:36pAllographstealth1 PR mergedmerged
Wed 3:55pOnrunbookAdded account permissionsfeatureopus34 tool calls4 test runs≈$1.04verified · try 6
Wed 3:10pOnrunbookPolished overall visualspolishopus87 tool calls3 test runs≈$2.69revising
Wed 3:08pIdynicAdded notification supportfeatureopus158 tool calls6 test runs≈$7.19failed
Wed 2:51pOnrunbookAdded account permissionsfeatureopus18 tool calls2 test runs≈$0.49revising
Wed 2:30pOnrunbookPolished the overall lookpolishopus83 tool calls3 test runs≈$2.47failed
Wed 3:25pIdynicPolished a screenpolishopus57 tool calls3 test runs≈$2.07verified · try 2
Wed 1:45pIdynicStreamlined a testing workflowworkflowopus8 tool calls0 test runs≈$0.34failed
Wed 2:05pOnrunbookShipped a featurefeatureopus95 tool calls3 test runs≈$3.43revising
Wed 2:40pIdynicFixed an interface issuefixopus22 tool calls3 test runs≈$0.61verified
Wed 1:35pIdynicPolished layout issues on a main screenpolishopus86 tool calls2 test runs≈$3.05failed
Wed 1:41pOnrunbookShipped a featurefeatureopus12 tool calls1 test run≈$0.35revising
Wed 1:20pOnrunbookAdded account permissionsfeatureopus73 tool calls10 test runs≈$2.43revising
Wed 2:25pIdynicUpdated email wordingcopyopus58 tool calls3 test runs≈$0.97verified
Wed 1:25pIdynicAdded a data viewfeatureopus20 tool calls2 test runs≈$0.58verified · try 4
Wed 12:30pOnrunbookAdded data supportfeatureopus25 tool calls1 test run≈$0.71verified · try 2
Wed 12:05pIdynicAdded a new view of changesfeatureopus20 tool calls3 test runs≈$0.62revising
Wed 11:40aIdynicAdded a new view of changesfeatureopus28 tool calls1 test run≈$1.00revising
Wed 11:51aOnrunbookShipped a featurefeatureopus54 tool calls3 test runs≈$2.85revising
Wed 12:40pIdynicUpdated wording on a main pagecopyopus70 tool calls5 test runs≈$2.81verified
Wed 11:30aIdynicAdded a data viewfeatureopus88 tool calls1 test run≈$3.27revising
Wed 12:53pOnrunbookShipped a featurefeatureopus114 tool calls8 test runs≈$8.12revising
Wed 11:51aIdynicImproved check-in content for usersfeatureopus109 tool calls1 test run≈$4.28verified
Wed 9:40aOnrunbookUpgraded a dependencyupgradeopus60 tool calls5 test runs≈$2.65verified
Wed 3:34aBuild loopRan the build loop's self-testself-testhaiku14 tool calls1 test run≈$0.11verified · try 2
Wed 3:33aBuild loopRan the build loop's self-testself-testhaiku33 tool calls2 test runs≈$0.23failed
Wed 3:32aBuild loopRan the build loop's self-testself-testhaiku19 tool calls2 test runs≈$0.18revising
Tue 11:50pIdynicFixed a generation bugfixsonnet44 tool calls3 test runs≈$0.82verified · try 2
Tue 7:20pIdynicShipped a redesignredesignopus70 tool calls7 test runs≈$2.31verified · try 2

Wed 5:45pIdynicSped up background data checksfixopus22 tool calls0 test runs≈$0.67revising
Wed 5:40pIdynicHardened AI testing workflowsworkflowopus33 tool calls0 test runs≈$1.13revising
Wed 5:30pIdynicSped up background data checksfixopus82 tool calls3 test runs≈$2.63revising
Wed 5:16pIdynicFixed a data bugfixopus79 tool calls5 test runs≈$2.26revising
Wed 5:30pOnrunbookShipped a featurefeatureopus28 tool calls3 test runs≈$1.11verified · try 4
Wed 4:56pOnrunbookShipped a featurefeatureopus14 tool calls1 test run≈$0.41revising
Wed 4:30pOnrunbookAdded a data workflowfeatureopus13 tool calls1 test run≈$0.33revising
Wed 4:05pOnrunbookAdded data workflowsfeatureopus38 tool calls3 test runs≈$2.00revising
Wed 4:00pAllographstealth1 PR mergedmerged
Wed 3:55pOnrunbookPolished the interfacepolishopus27 tool calls2 test runs≈$0.86verified · try 4
Wed 3:36pOnrunbookPolished overall visualspolishopus66 tool calls4 test runs≈$1.93revising
Wed 3:36pAllographstealth1 PR mergedmerged
Wed 3:55pOnrunbookAdded account permissionsfeatureopus34 tool calls4 test runs≈$1.04verified · try 6
Wed 3:10pOnrunbookPolished overall visualspolishopus87 tool calls3 test runs≈$2.69revising
Wed 3:08pIdynicAdded notification supportfeatureopus158 tool calls6 test runs≈$7.19failed
Wed 2:51pOnrunbookAdded account permissionsfeatureopus18 tool calls2 test runs≈$0.49revising
Wed 2:30pOnrunbookPolished the overall lookpolishopus83 tool calls3 test runs≈$2.47failed
Wed 3:25pIdynicPolished a screenpolishopus57 tool calls3 test runs≈$2.07verified · try 2
Wed 1:45pIdynicStreamlined a testing workflowworkflowopus8 tool calls0 test runs≈$0.34failed
Wed 2:05pOnrunbookShipped a featurefeatureopus95 tool calls3 test runs≈$3.43revising
Wed 2:40pIdynicFixed an interface issuefixopus22 tool calls3 test runs≈$0.61verified
Wed 1:35pIdynicPolished layout issues on a main screenpolishopus86 tool calls2 test runs≈$3.05failed
Wed 1:41pOnrunbookShipped a featurefeatureopus12 tool calls1 test run≈$0.35revising
Wed 1:20pOnrunbookAdded account permissionsfeatureopus73 tool calls10 test runs≈$2.43revising
Wed 2:25pIdynicUpdated email wordingcopyopus58 tool calls3 test runs≈$0.97verified
Wed 1:25pIdynicAdded a data viewfeatureopus20 tool calls2 test runs≈$0.58verified · try 4
Wed 12:30pOnrunbookAdded data supportfeatureopus25 tool calls1 test run≈$0.71verified · try 2
Wed 12:05pIdynicAdded a new view of changesfeatureopus20 tool calls3 test runs≈$0.62revising
Wed 11:40aIdynicAdded a new view of changesfeatureopus28 tool calls1 test run≈$1.00revising
Wed 11:51aOnrunbookShipped a featurefeatureopus54 tool calls3 test runs≈$2.85revising
Wed 12:40pIdynicUpdated wording on a main pagecopyopus70 tool calls5 test runs≈$2.81verified
Wed 11:30aIdynicAdded a data viewfeatureopus88 tool calls1 test run≈$3.27revising
Wed 12:53pOnrunbookShipped a featurefeatureopus114 tool calls8 test runs≈$8.12revising
Wed 11:51aIdynicImproved check-in content for usersfeatureopus109 tool calls1 test run≈$4.28verified
Wed 9:40aOnrunbookUpgraded a dependencyupgradeopus60 tool calls5 test runs≈$2.65verified
Wed 3:34aBuild loopRan the build loop's self-testself-testhaiku14 tool calls1 test run≈$0.11verified · try 2
Wed 3:33aBuild loopRan the build loop's self-testself-testhaiku33 tool calls2 test runs≈$0.23failed
Wed 3:32aBuild loopRan the build loop's self-testself-testhaiku19 tool calls2 test runs≈$0.18revising
Tue 11:50pIdynicFixed a generation bugfixsonnet44 tool calls3 test runs≈$0.82verified · try 2
Tue 7:20pIdynicShipped a redesignredesignopus70 tool calls7 test runs≈$2.31verified · try 2

Hover to pause. Failures and send-backs stay in the feed.

How I help

Fractional CTO / VP Engineering

Part-time technical leadership: strategy, hiring, architecture and delivery, two to three days a week.

Best for: Series A-C startups scaling from 5 to 50 engineers

Technical Advisory

Regular sessions with founders and engineering leaders on the decisions that shape the team and the platform.

Best for: Founders and eng leaders navigating critical inflection points

Project Consulting

Time-boxed engagements on one hard problem: an AI integration, a migration, a delivery bottleneck.

Best for: Teams facing a specific technical challenge with a deadline

How engagements work →

Now building

Products and platforms I'm building at the intersection of engineering and entrepreneurship.

Everything I've built →

Idynic

Founder

Active

product

An AI career-identity platform. It turns a work history into an evidence-backed profile, then generates tailored résumés, cover letters and recruiter-facing pages from it. Solo-built, and this site runs on it.

Learn more →Visit site ↗

Sabir Homes

Founder

Pre-launch

service

A home maintenance and concierge service for homeowners.

Learn more →

Ultimate Ninjas

Co-Owner

Active

service

A youth fitness business I co-own, where I run program operations, curriculum and customer experience.

Learn more →

This site is generated live from my Idynic profile.

What Clients Say

A few words from the people I've had the privilege of building with.

AI application development

Jeff has been an invaluable technical partner. The AI-powered tools he built helped us demonstrate real-world value to customers faster than I thought possible. He understands the sales cycle and delivers production-quality software on startup timelines.

Matt P.

Founder & Lead Investor · Sabir Homes

Custom platform development

I came to Jeff with a messy set of manual workflows and walked away with a platform that actually runs my business. He asked the right questions, moved fast, and built something my team adopted immediately. Worth every dollar.

Jamiel S.

Founder · Property Management

Fractional engineering leadership

Jeff joined us as a fractional technical lead at a critical moment — we were under deadline pressure to deliver a government proposal platform and needed someone who could architect it right and get it across the finish line. He did both, and the quality of the work gave us real credibility with our first clients.

Brian R.

CEO · GovTech Startup

AI advisory

Jeff has been an indispensable AI advisor for our team. He cuts through the noise and keeps us oriented on what actually matters in the AI ecosystem — the right tools, the right timing, and how it all applies to our business. His guidance has shaped how we think about our product roadmap.

Justin U.

CEO · Document Storage

Have a team or a product that needs a senior hand?

Book an intro call