Sebastian Rogala
AI-Native Software Engineer | Agentic SDLC
AI agents build the software. I direct them and verify it works.
What I do
I'm a software engineer with over a decade of broad experience, fully AI-directed since early 2026. I build software by directing AI agents and verifying the outcome. I also give talks, and offer workshops and consulting on AI-native delivery. Beyond code I explore other uses of AI too, like local Whisper turning client meetings into tasks and Demucs separating audio stems.
“AI failures are spec gaps, not agent shortcomings.”
how I read most agent failures
Current work
01
Education SaaS · built for its first client
Multi-tenant education CRM. Hexagonal modular monolith on Symfony, gated on every merge.
PHP/Symfony · PostgreSQL · Redis · Twig
details →
in production since 03.2026
02
OMS / backoffice · client project
Order management for a building-materials e-shop. Rebuilding the most-used ~80% of a legacy admin.
Symfony · Symfony UX · Tailwind · PostgreSQL
details →
in build since 09.2026
03
Pipeforge + Fleetforge · delivery tooling
Orchestration for Claude Code and Codex on a PostgreSQL MCP server, run by written rules the agents must follow for planning, tests and review. Every project here ships through it.
Claude Code · Codex · MCP · PostgreSQL
walkthrough →
private · used daily
04
ProfitOfExile · side project
Windows companion app for Path of Exile that helps players decide using live market prices.
Go · Rust/Tauri · SvelteKit · TimescaleDB · OCR
details →
GPL-3.0 · community-adopted
Speaking
- rg-dev Meetup #67, 23.09.2026: From Directing Agents to Autonomous Delivery: mini-deliver — One Skill, the Whole Loop
- Agentic Jams (Rzeszów, first edition), 17.06.2026: How I Stopped Compacting — MCP as durable memory for an AI delivery pipeline
- rg-dev Meetup #66, 27.05.2026: From Prompting to Directing Agents: Practical AI-Native Development
- Xebia Internal Conference, 11.2023: GitHub Actions & Continuous Delivery on Shared Hosting
Availability
open
Full-time for the right fit →
An office in or near Rzeszów, or fully remote.
- Custom software projects From defining the need to launch and handover, like the Education SaaS.
- Fractional delivery I run delivery on your codebase.
- Advisory Where your review bottleneck sits, and what to enforce structurally.
- Workshops and training How a team moves from prompting to directing agents. topics →