Experience

We began when telephones still clicked and billing ran overnight.
Ericsson AXE switches where every call had to be routed, billed, and logged.
Provisioning systems that bound subscribers to services, services to networks, networks to invoices.
Millions of configurations. Thousands of changes daily. Everything had to reconcile.

Then came web portals where customers self-administered what the switch used to handle automatically.
CRM systems that remembered every interaction, every complaint, every upgrade.
End-to-end user journeys under high traffic — seasonal peaks, campaigns, Black Friday surges.

We built accounting ledgers and mobile payment gateways.
Payment systems handling real-time transactions where fault tolerance had to be absolute.
TV-show backends streaming live content, multiplayer lobbies synchronizing game state across platforms.

Then came virtual and augmented worlds. Digital museums where history breathes through code.
Insurance systems with rules engines evaluating risk and pricing policies.
Learning platforms tracking progression, grading tests, issuing certificates.
Legal tech — document management, case law search, time tracking for law firms.

And then language models changed the game.
We built AI systems before it became marketing speak. Machine learning since 2016. Large language models since they proved to be more than experiments.
RAG architectures pulling from proprietary knowledge bases. Controlled pipelines for text, pattern, structure.
Design workflows where AI suggests and humans decide. Development systems where models generate and engineers verify.
80% faster. 100% accountable. Zero hallucinations in production.