I fix what's broken.
I build what's next.
40-hour rescues. 12M-row pipelines. $600K B2B order flows — shipped.
When the build is broken,
they call me.
Two rescues at OSMOS in the span of months. Both started with architecture that hadn't worked in weeks. Both ended with production systems the team could actually run.
Conin
12M rows. 0 successful runs. 24-hour pipeline.
- Brought in pre-beta as final blocker: after weeks of CTO effort, the pipeline still had 0 successful runs (even on 64GB RAM).
- Rebuilt the data flow so CSVs were ingested once into Postgres, then deduped, standardized, and pre-processed across 37 rules.
- Added a Claude-powered investment-thesis step with hallucination validation, so AI output stayed useful without sacrificing trust.
- Cut runtime from an estimated 30+ days to ~24 hours on 4GB CPU + 16GB Postgres, reducing backend cost by 70%+.
- Unblocked launch: 15+ paid users and $2K MRR in the first 2 months.
Crawler
2 years of legacy debt. Stabilized in 40 hours.
- Zero staging, zero dev, severe schema drift, a map-based app nobody shipped to users.
- Stabilized the entire architecture and established Docker parity in 40 hours.
- Built a brand new Expo happy-hour app with my brother in 2 months — 7.5K signups, 3K MAU, 150+ confirmed bar sales in 2.6 months.
- Integrated a Customer.io webhook processing 5,000+ notifications/second via BullMQ.
Receipts, not vibes.
Annual B2B order flow automated at Knoxlabs
Plays in month one for ClearThinker
Backend cost reduction on Conin's 12M-row pipeline
Greenfield to revenue.
From initial call to production system — with payments, auth, multi-tenancy, and real users. Three products, three different stacks, three different problems.
Knoxlabs
$600K+ annual B2B order flow automated.
- Led initial meeting → requirements → MVP → production system in 3 months.
- Multi-tenant self-service portal replaced dozens of emails per sale.
ClearThinker
75K+ plays in month one. 10K on day one.
- Built an interactive logical fallacy quiz for an Oscar-winning influencer with 1M+ followers.
- Cron jobs run 3×/day scanning headlines, generating fresh fake tweets with 12 fallacy types.
Dx Chart
HIPAA-ready AI charting for acupuncturists.
- 180+ patient chart inputs, 100+ MNR inputs. One-click SOAP / HPI / diagnosis generation.
- AI Translate & Improve for Korean/Chinese fields — outputs medically-professional English.
And everything that got me here.
SpeedScribeAI
Adaptive AI reading-comprehension quizzes.
Invenboost
AI voice MVP for missed calls and scheduling.
Accenture (5 yrs)
10 projects, 7 Fortune 500 clients, data everywhere.
Built across 19 countries.
Currently coding from SE Asia.
I quit Accenture in 2021, moved to Southeast Asia in 2022, and have been shipping product ever since — across timezones, clients, and continents.
