Sebastian Rogala

AI-native product engineer · Context Engineer

currently: developing Pipeforge orchestrator · multi-tenant CRM in production · Desktop app for POE community

bases: Rzeszów · UTC+2 · running Claude Opus 4.7 on Pipeforge · discovering Codex

What I do

I design AI-directed delivery systems that turn product intent into shipped, verified software. Over a decade of broad software engineering experience; fully AI-directed since early 2026. Currently shipping a multi-tenant Education SaaS in production, an open-source community tool, and Pipeforge — my Claude Code orchestration and MCP-backed workflow infrastructure.

“AI failures are spec gaps, not agent shortcomings.”

— core principle, in practice

Things I'm working on / pointing to

3 entries

Pipeforge — personal AI delivery infrastructure

Pipeline orchestration with templated commands, agent dispatch, and an MCP-backed tool layer — screenshot walkthrough of real runs.

/projects/pipeforge →

private tool · used daily

Knowledge base — how decisions get captured

Five entries selected from the Pipeforge knowledge base — rationale, rejected alternatives, source citations.

/projects/kb →

authored during real work

Production work — what the workflow ships

Education SaaS in daily production with launch customer, comprehensive test coverage; ProfitOfExile shipped solo across Go / SvelteKit / Tauri — desktop overlay from cold start to usable release in ~2 weeks.

/projects →

in production since 2026-03

Availability

open

Available for AI-native engineering roles, advisory engagements, and team workshops on context engineering and AI-directed delivery. The workflow is usually the unfamiliar part — happy to walk through it.