Selected work

From complex problems
to working systems.

Production AI, predictive models, and the data foundations underneath them. A closer look at my contribution, the engineering decisions, and the outcomes — alongside independent projects built out of curiosity.

Architecture study

01Scope & evidence
02Typed tools
03Reassess & replay

WaveAI / Bounded investigationApplication authority · User-confirmed changes · Explicit budgetsConceptual architecture · Not a product screenshot

01 / agents + ragCase study

WaveAI — Renewable Energy Copilot

A bounded agentic copilot that investigates operational questions with evidence, explicit authority, and replayable runs.

Investigations ~1 hr → minutes · 2× weekly users

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Architecture study

01Canonical spec
02Check & simulate
03Apply & verify

MCP / Reviewable deliveryExplicit blockers · Supported phases only · Persisted operationsConceptual architecture · Not a product screenshot

02 / mcp + typed-toolsCase study

MCP-first Onboarding & Delivery

A reusable, reviewable workflow connecting client specifications, analytics logic, and supported delivery operations.

Onboarding ~3 wks → 3–4 days

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Field notes / Energy systems

Physical systems. Evidence-backed decisions.Oil & Gas · Wind · Solar · Battery storage

03 / optimization + analyticsCase study

Energy Analytics & Enterprise Delivery

Sellable analytics packages and enterprise delivery across accounts totaling 12 GW+ of installed capacity.

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Field notes / Energy systems

Physical systems. Evidence-backed decisions.Oil & Gas · Wind · Solar · Battery storage

04 / pipelines + mlCase study

Industrial Data & Predictive Models

End-to-end delivery for three customer accounts, primarily Oil & Gas, from signal mapping to equipment-health models.

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Architecture study

01Full event backlog
02Traceable ranking
03WaveAI investigation

Priority Tracker / From fleet to focusDeterministic priorities · Model-guided explanation · Shared evidenceConceptual architecture · Not a product screenshot

05 / prioritization + agentsCase study

Smart Summary & Priority Tracker

An explainable daily agenda for teams operating fleets of 100K+ assets per customer.

Triage ~1 hr → minutes · 4 teams

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Demo office tower with three project floors, pixel-art workers, and attention counts — Development preview — compositor export using demo data.

06 / Personal project2026

they-work

A pixel-art office for the AI coding agents running on your machine. A playful way to see who is working, what needs attention, and how tasks connect.

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System study