Solution architecture and delivery

Case studies

Evidence from the log

1. 8 Oct 2026

   Pitched an agentic quality-intelligence offering

   Turned the risk-based test design results into a service offering, with a demo, a pilot plan and the evidence from the bug-injection study.

   AI anglePackages agent-driven test design, AI-generated tests and coverage data into something a client can buy, backed by measured results rather than claims about AI.

   Quality engineering. Part of Risk-based test design with agents

2. 2 Mar 2026

   Began adapting an agentic test-architecture framework for an enterprise

   AI assistants were writing tests fast, but many were redundant or asserted nothing. Started extending a test-architecture framework with connectors for the client's stacks.

   AI anglePuts structure around AI-generated tests (risk registers, traceability, quality gates), so agents produce tests that matter rather than just more tests.

   Quality engineering. Part of Risk-based test design with agents

3. 8 Dec 2025

   Finished the report migration ahead of plan

   Crystal Reports moved to JasperReports with multimodal agents that compare old and new report output. The modernization ran 70% faster than planned.

   AI angleA vision-capable agent checks the migrated report against the original, which is what made automated migration safe enough to trust.

   Banking and financial services, Legacy modernization. Part of Agentic legacy modernization and code intelligence

4. 14 Oct 2025

   Ran executive briefings on agentic AI

   Presented reference architectures and live demos to client leadership, and turned their questions into scoped proofs of concept.

   AI angleTranslates agentic AI into decisions leadership can make: what to pilot, what it needs, and how success will be measured.

   Banking and financial services, Telecom. Part of GenAI solution architecture and pre-sales

5. 18 Aug 2025

   Cut manual estimation effort by 80%

   The estimation workflow went live with SME review and an immutable audit trail. Estimators now review and adjust a cited draft instead of starting from a blank sheet.

   AI angleAgents do the research and drafting, and a person keeps the decision. Human-in-the-loop plus an audit trail is what let a bank put it into production.

   Banking and financial services. Part of Estimation platform for an enterprise bank

6. 27 Jan 2025

   Drew Azure and AWS architectures for GenAI proofs of concept

   Reference designs for RAG, agent hosting and guardrails that pre-sales could adapt per client. They backed 10+ proofs of concept and 3 client wins.

   AI angleReusable blueprints for RAG, agents and guardrails, so each proof of concept starts from a sound architecture instead of a blank page.

   Banking and financial services, Telecom. Part of GenAI solution architecture and pre-sales

7. 9 Dec 2024

   Built a realtime voice agent for banking onboarding

   A LiveKit and OpenAI Realtime voice agent that walks new customers through account opening, with handoff to a human when it isn't sure.

   AI angleSpeech-to-speech agents with a confidence-based handoff. Building one taught me where voice agents fail, which later shaped how I test them.

   Banking and financial services, Conversational and voice AI. Part of Realtime voice agent for banking onboarding

8. 21 Oct 2024

   Joined mobileLIVE (now ML Arteka) as an AI Engineer

   First weeks on proofs of concept for enterprise banking clients, from RAG assistants to agent workflows.

   AI angleMoved from research into building LLM systems for clients, starting with RAG and agent proofs of concept.

   Banking and financial services, Telecom. Part of GenAI solution architecture and pre-sales

9. 15 Jan 2024

   Took small-business AI use cases from problem to prototype

   At the Vector Institute, helped small and mid-sized businesses define an AI use case and reach a working prototype in three months.

   AI angleEarly practice in what solution work really is. Most of it is scoping the problem so a model can actually help.

   Research and public sector. Part of Applied AI prototypes, from crops to small models