Agentic AI systems, made visible.

AI implementation engineer building useful systems around real data.

AI engineering · data products · APIs · automation · product systems

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I turn emerging AI capabilities into practical software: structured workflows, data pipelines, APIs, and interfaces that people can actually use. My work sits at the intersection of AI engineering, product development, and operational reliability.

I care about the layer around the model — clear inputs, useful outputs, explicit constraints, observable behaviour, and a human who stays in control.

Nereid turns a GitHub issue into a customer-run delivery with a reviewable evidence packet: the plan, changes, verification, risks, and a human decision. Repositories and credentials stay in the customer environment; Nereid records the trail and never merges.

Twelve projects across agentic AI, data systems, APIs, automation, and interfaces. Each card links directly to the repository or live demo.

CityScope ACTIVE Evidence-grounded geospatial intelligence for London cycling. Python · Gemini · MCP · Google Cloud	CityScout ACTIVE Local-first travel planning with AI-generated itineraries. SwiftUI · FastAPI · AI
CampaignForge AI PRODUCT Campaign intelligence from structured briefs to copy and concepts. Python · FastAPI · Spark · SQL	Smart Reply Service API Channel-aware reply drafts with constraints and confidence scoring. Python · FastAPI · LLMs
TrendNest EXPERIMENT A pipeline for extracting, modelling, summarising, and visualising trends. Python · SQL · BigQuery · Streamlit	CreatorOS PRODUCT Structured growth packs from creator research and transcripts. TypeScript · React · AI agents
CreatorKit AI PRODUCT Feedback that helps creators improve content before publishing. Python · FastAPI · LLMs	Grand Slam Explorer DASHBOARD Interactive analytics across four major tennis tournaments. Next.js · TypeScript · Recharts
SignalCalc PRODUCT An accessible, keyboard-first calculator with history and persistence. React · JavaScript · Vite	DropWire AUTOMATION Syncs Raindrop.io bookmarks to Teams and Google Sheets. Python · APIs · Google Sheets
Focus Agent AGENT A containerised assistant for calculations, summaries, files, and workflows. Python · FastAPI · LangChain · Docker	Nereid ACTIVE Customer-controlled delivery for coding agents with evidence at every step. AI agents · delivery systems · human control

• Start with a real workflow and make the trade-offs visible.
• Use structured outputs, tests, and explicit guardrails around AI behaviour.
• Keep data, credentials, and approval boundaries clear.
• Ship a small vertical slice, learn from it, then make the next version more durable.

AI & application: OpenAI APIs · Gemini · LangChain · agent workflows · structured generation

Product & backend: TypeScript · React · Next.js · SwiftUI · Python · FastAPI · Node.js

Data & delivery: SQL · Postgres · BigQuery · DuckDB · Spark · Streamlit · Docker · GitHub Actions

I build developer-focused digital products and practical AI starter kits through FinchWorks Studio.

_{Building in public, one useful system at a time.}