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Field notes from production builds

Most problems are systems problems, not heroics problems.

Writing on AI, automation, architecture, product systems, and the operating work behind durable builds. When one of these maps to your stack, I can help you scope and ship it.

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Ai ProjectMar 15, 2026 · 3 min

AI Coaching & Revenue Automation Platform: Lessons Learned

Built an AI layer over the coaching sales funnel that read a student's board-exam performance, recommended the right coaching, and handled early qualification automatically — with a defined hand-off to human advisors: What the project proved about the system and what should carry forward into the next build.

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Key idea Most of these problems are systems problems, not heroics problems.
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Ai Project3 min

AI Coaching & Revenue Automation Platform: Lessons Learned

Built an AI layer over the coaching sales funnel that read a student's board-exam performance, recommended the right coaching, and handled early qualification automatically — with a defined hand-off to human advisors: What the project proved about the system and what should carry forward into the next build.

Lessons LearnedRevenue Automation
Ai Project3 min

BEACON — Executive Intelligence & Decision-Support Agent: Lessons Learned

Built BEACON, a natural-language interface to a live PostgreSQL/Airflow warehouse so executives could ask operational and financial questions directly instead of waiting on analysts or static dashboards: What the project proved about the system and what should carry forward into the next build.

Lessons LearnedGovernance
Data Project3 min

Financial Intelligence & Real-Time Analytics Platform: Lessons Learned

Built the data foundation the rest of the executive analytics (including BEACON) ran on: What the project proved about the system and what should carry forward into the next build.

Lessons LearnedWarehouse
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Jan 25, 20263 min

AI Coaching & Revenue Automation Platform: Conclusion

Built an AI layer over the coaching sales funnel that read a student's board-exam performance, recommended the right coaching, and handled early qualification automatically — with a defined hand-off to human advisors: What shipped, what changed operationally, and what still needed to be watched after delivery.

Ai ProjectRead
Dec 7, 20254 min

AI Coaching & Revenue Automation Platform: Build Process 4

Built an AI layer over the coaching sales funnel that read a student's board-exam performance, recommended the right coaching, and handled early qualification automatically — with a defined hand-off to human advisors: The final build step before the system was ready to ship and operate.

Ai ProjectRead
Oct 19, 20254 min

AI Coaching & Revenue Automation Platform: Build Process 3

Built an AI layer over the coaching sales funnel that read a student's board-exam performance, recommended the right coaching, and handled early qualification automatically — with a defined hand-off to human advisors: How the implementation kept moving without adding avoidable complexity.

Ai ProjectRead
Aug 31, 20254 min

AI Coaching & Revenue Automation Platform: Build Process 2

Built an AI layer over the coaching sales funnel that read a student's board-exam performance, recommended the right coaching, and handled early qualification automatically — with a defined hand-off to human advisors: The next build step, with the constraint that shaped the design.

Ai ProjectRead
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