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Projects

Selected projects

Programs I’ve led across AI transformation, data platforms, and applied AI — alongside products from my own AI-native portfolio, each built end to end on agentic pipelines.

Task Mining for Agentization Priorities

Mined 150k tasks across agile teams to see where work actually goes — and where AI agents remove the most toil.

Impact: The agentization roadmap got re-prioritized by evidence from 150k tasks, not by opinions.

Org TelemetryAI AgentsDecisioning

Data Governance Kill-List

Mined 40k data-team tasks to locate the real bottlenecks in data preparation — then held every standard against that map.

Impact: Standards that removed no bottleneck were killed; governance investment moved to where work stalls.

Org TelemetryGovernanceData Teams

Org Redesign from the Dependency Graph

Analyzed tasks, communications, and cross-team dependencies to map bottlenecks, duplication, and friction across the organization.

Impact: Top-level org changes decided on the organization's own telemetry instead of the org chart.

Org TelemetryOrg Design

AI Education for Managers and Tech Leads

Programs that teach leaders to run AI-native teams: new roles, new SDLC stages, new ways to plan and review.

Impact: 1,200+ people enabled to work with AI in their daily roles.

EducationAI-Native Teams

AI-Native Solo Portfolio

10+ products built end to end by one person on autonomous agentic pipelines — research tools, data platforms, this site.

Impact: Public proof of the leverage: github.com/pogorelov-labs, 8 open repositories and counting.

Agentic PipelinesSolo E2E

A Site That Writes and Ships Itself

This site runs on an agentic pipeline: drafting, voice gates, corpus-derived style rules, CI, deploys. The human edits; the pipeline does the rest.

Impact: Idea to published note in one session, with a three-layer voice-control stack guarding the output.

Agentic PipelinesMeta