Profile
AI architect and systems engineer who designs and ships self-hosted, autonomous AI infrastructure end to end — agent orchestration, local-first model routing, retrieval and memory, and production deploy-with-rollback. A decade across software engineering, DevOps, and large-scale delivery, leading cross-functional teams on multi-million-dollar programs.
Deterministic code where it belongs; models where they earn their place.
Selected AI & Systems Work
Independent / Founder — Virohanalife OÜ · 2023–Present
Designed and operate a self-hosted, autonomous multi-agent platform that plans, builds, tests, and ships software with automatic rollback — engineered to run at near-zero runtime cost.
Built production, OAuth-secured MCP (Model Context Protocol) servers that expose curated tools to AI clients with scoped, auditable access.
Architected a local-first model-routing layer (deterministic logic → local model → frontier) so the large majority of work never touches a paid API.
Engineered a vector-indexed memory substrate (Postgres + HNSW) giving agents durable cross-session recall, backed by a live knowledge graph.
Shipped a native iOS app with on-device inference, voice, and sync; automated deterministic tax/compliance reconstruction against signed government APIs.
Experience
Software Engineer · Swedbank
Oct 2021 – Present · Tallinn
- Build and configure enterprise data-quality and business-rules systems within a large regulated platform, partnering across functions to define and ship features.
- Introduce automation and AI-assisted tooling to streamline configuration and testing; document specifications and test methods for reuse.
- Deliver test-driven front- and back-end solutions aligned to roadmap and release milestones.
DevOps Engineer · 3NRG
Mar 2019 – Sep 2021 · Dresden
- Led a 3-person team delivering a $2M large-scale quality-management system for the energy sector.
- Built CI/CD on Python (MVC), Git, Docker, and Jenkins; automated build and deployment to accelerate the development cycle.
- Maintained custom modules on open-source ERP and communicated progress and risk clearly to product and stakeholders.
Software Developer · Kohinoor Computer Services
Sep 2016 – Sep 2018 · India
- Scoped, designed, and estimated development initiatives; surfaced risks and dependencies early to keep delivery on track.
Network Consulting Engineer · Cisco Systems
Jul 2014 – Jul 2016 · India
- Owned acceptance testing and design for Reliance Jio's 4G rollout; coordinated cross-functional teams over 18 months, supporting $60M in contract renewals.