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. Twelve years of software background; fully AI-directed since early 2026. Currently shipping a production multi-tenant CRM, a public-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

31 commands, 28 SKILL.md files, 20 agents, 64 MCP tools — screenshot walkthrough of real runs.

/pipeforge →

private tool · used daily

Knowledge base — how decisions get captured

5 selected entries from ~42 Knowledge-Base entries about Pipeforge itself — rationale, rejected alternatives, source citations.

/kb →

authored during real work

Production work — what the workflow ships

Education CRM in production (4,190 tests as of 2026-04-27); ProfitOfExile, ~72k LOC across Go / SvelteKit / Tauri in ~2 weeks.

/about →

in production since 2026-03

Availability

open

Currently open to AI-native Product Engineer / Context Engineer roles at AI-forward teams, and to consulting or workshop conversations on context engineering and AI-directed delivery. Most teams I talk to discover that the workflow itself is the unfamiliar part — happy to walk through it.