Selected work

Evidence of capability, not a technology showcase.

Projects are presented for what they demonstrate: problem understanding, design, orchestration, execution and validation.

Business process transformation

Workforce Operations Automation

Problem. Staff coordination, onboarding, attendance and working-time information were fragmented in a continuous-service business.

Approach. Formalized data, rules and workflows; developed company configuration, staff, attendance, working-time and persistent guided-interview components.

Transferable capability. Turn a real operating process into requirements, application logic and usable automation.

Internal system · advanced tested development
Human-governed AI

AI Decision Loop for Performance Operations

Problem. A data-rich operating function required frequent analysis, repeated decisions and delayed outcome measurement.

Approach. Designed an Observe → Diagnose → Recommend → Approve → Act → Measure → Learn architecture, separating automated reading from controlled writes.

Transferable capability. Design AI systems that support operational decisions without removing human control and accountability.

Solution architecture · component-level implementation to be validated
AI-native execution

Research & Execution Environment

Problem. A complex R&D environment required continuous coordination across research, code, realtime data, models, infrastructure and testing.

Approach. Orchestrated AI, coding agents and technical resources under explicit empirical-validation rules, revising hypotheses when evidence contradicted them.

Transferable capability. Maintain ownership of complex systems even when execution spans multiple tools and disciplines.

R&D · real operational and technical components
Digital transformation

Digital Acquisition & Platform Transformation

Problem. Multiple digital brands depended on the alignment of advertising, websites, SEO, tracking and conversion mechanisms.

Approach. Integrated web requirements, acquisition, tracking, migrations, conversion design and technical troubleshooting.

Transferable capability. Connect commercial objectives and the digital stack without treating marketing and technology as separate silos.

Production · long-running operations

A problem that crosses business and technology?

We start with the problem, not with a technology to sell.

Discuss the problem