01Signals become reasoning
Agentic AI & LLM Systems
GenAI application lifecycle, RAG, agentic workflows and multi-provider LLM integration — with guardrails and human approval where it matters.
- GenAI & LLM lifecycle
- RAG architectures
- Agentic workflows
- LangChain / LangGraph
- OpenAI · Anthropic · Gemini APIs
- Vector databases
- Voice AI (ElevenLabs)
evidence → AI Agent Layer & Speech-to-Search at Broszio & Co.; LangGraph Magic Importer (Prodcommerce); multi-provider script & image pipeline (StoryBrook); hook-governed coding agents (ProdEngine).
◆ The network you just woke up resolves into the retrieval pipeline this site's own digital representative uses: query → retrieve → ground → answer.
02Services find their boundaries
Solution Architecture
Cloud-native, integration-heavy system design: clear service boundaries, idempotent flows and message-driven integration with external platforms.
- Solution architecture
- System integration
- Cloud strategy (GCP / Azure)
- Event & outbox patterns
- Multi-tenant design
- API design
evidence → Cloud-native architecture on Azure & Vertex AI (MTN Irancell); six-channel order integration with one idempotent upsert (Prodcommerce); outbox/EDI design (ProdBusiness).
◆ Hover a service: its real dependencies light up, everything else steps back. Boundaries are a design decision, not an accident.
03Chaos settles into schema
Data Engineering & Databases
Relational modelling, data products and analytics — from PostgreSQL invariants and row-level security to BigQuery and forecasting.
- SQL
- PostgreSQL
- Row-level security
- BigQuery
- Pandas · NumPy
- Forecasting (LightGBM, statistical)
- Data products
evidence → 480-table PostgreSQL model with 474 RLS policies (ProdBusiness); Amazon sales forecasting engine (Broszio & Co.); FBA ensemble forecasting (Prodcommerce).
◆ Scattered records snap into tables; the query beam joins exactly the rows it needs.
04An interface is a stack of decisions
Full-stack Product Engineering
Shipping complete products across the stack — Python, TypeScript and PHP backends, React/Next.js frontends, VS Code extensions and PWAs.
- Python · FastAPI · Flask
- TypeScript · React · Next.js
- Node · Express
- PHP
- VS Code extension API
- Three.js
- PWA
evidence → Flask ERP (Prodcommerce), PHP e-invoicing SaaS (Prodinvoice), Express + React studio (StoryBrook), Next.js PWA (JobXentral), VS Code extension (ProdEngine).
◆ The card separates into the layers that make it work — interface, state, API, data — then snaps back together.
05Commits become deployments
Cloud, DevOps & MLOps
Reproducible delivery: containers, CI/CD, validation in the pipeline and deployment automation.
- Docker & Compose
- CI/CD (GitHub Actions)
- Git
- MLOps
- Azure · GCP · Vertex AI
- Coolify / SSH deploys
evidence → CI with real DB + KoSIT validator (Prodinvoice); veraPDF in CI (Prodcommerce); Docker/Coolify deploy panels (ProdEngine).
◆ Each stage only passes what it verified. Red stops the line — on purpose.
06Manual steps become a system
Process Automation
Turning repetitive operational work — advertising, warehousing, data entry — into automated, observable pipelines.
- Workflow automation
- Scheduled jobs
- ERP integration (Xentral)
- Shopify
- Document processing
- Speech-to-search
evidence → Advertising & warehousing pipelines (Broszio & Co.); ~30 scheduled jobs (Prodcommerce); AI document processing tools (MTN Irancell).
◆ Watch the hand-offs disappear: five manual steps collapse into one autonomous loop with a human checkpoint.
07Vague goals become a roadmap
Product Leadership
Product strategy, roadmapping and Agile leadership — from discovery to deployment, with KPIs that tie engineering to business value.
- Product strategy & roadmap
- Agile / Scrum
- MVP to scale
- Stakeholder management
- KPI definition
- E-commerce strategy
evidence → Founded AI Solution Labs (MTN Irancell); 30% shorter delivery cycles; sprint-planned product repos (33-sprint plan in Letterman, 14 delivered sprints in ProdEngine).
◆ Scattered ideas get weighed, sequenced and committed: discovery → MVP → scale.