title: "Skills & Expertise"
Skills & Expertise
Building outcomes, not artifacts. I focus on small, end-to-end loops—ingest → infer → evaluate → iterate—with guardrails and observability from day one.
Core Expertise
Align tech with KPIs; ship decisions, not decks.
- 90-day KPI roadmap; measurable wins
- Unblock hiring and vendor choices with auditable criteria
- Rituals that raise velocity (PRDs, ADRs, design reviews)
From prompt to production with evals & guardrails.
- Use-case scoring with cost/latency budgets
- Evaluation harness (quality, bias, drift) + HITL flows
- RAG/agents with caching & batching to control spend
Modular services, clear SLAs, cost/perf budgets.
- Domain boundaries that map to teams
- Contracts & data flows designed for change
- Secure-by-default interfaces
Zero-downtime moves, IaC, and pragmatic reliability.
- Blue/green or canary with automated rollbacks
- Terraform/IaC baselines; cost guardrails and alerts
- SLIs/SLOs, dashboards, on-call playbooks
Close gaps fast—prove it with evidence packs.
- ISO/GDPR mapping → fixes → evidence collection
- Threat modeling & remediation backlogs
- Privacy by design (DPIA, retention, consent)
Rituals and feedback loops that raise velocity.
- Engineer handbook, review checklists, design clinics
- Definition of Ready/Done that actually sticks
- Career ladders that retain talent
Supporting Skills
RAG architectures, prompt versioning/testing, eval harnesses, hallucination/bias checks, agent tool-use, caching & batching.
Python, .NET/Core, Node.js, React/Next.js, TypeScript.
AWS (EKS/RDS/S3), Azure (AKS/Cosmos), Kubernetes, Terraform, CI/CD (GitHub Actions).
PostgreSQL, Redis, Grafana/Prometheus, ELK/Opensearch, analytics pipelines.
OAuth2/OIDC & SSO, secrets management, ISO 27001, GDPR, VAPT remediation.
Executive storytelling, docs-as-code, stakeholder alignment, workshops & training.