Agents work
while you sleep.
Engineers define the task once. Agents can implement, iterate and run checks overnight — so mornings begin with reviewable progress instead of an empty queue.
BERLIN / ENGINEERING SYSTEMS / AI AUTOMATION
Industrializingsoftware
engineering.
Software delivery that does not stop at 6 PM. Agents keep moving tasks forward overnight. More people contribute safely. Your team aims for fewer defects and more shipped work.
BELLOWS / CONTROL ROOM
SYSTEM ARCHITECTURE / 001
Autonomous delivery pipeline
A repeatable workflow with explicit gates, not a collection of clever prompts.
01 / INPUTINTAKE
02 / SCOPEPLAN
03 / AGENTBUILD
04 / GATEVERIFY
05 / GATEREVIEW
06 / OUTPUTRELEASE
AUTOMATION PRINCIPLEQuality is a system property.
GATES ON ✓15+years of hands-on
software engineering
software engineering
From enterprise-scale systems
to practical execution
to practical execution
Founder of Bellows
open-source software factory
open-source software factory
01 / WHY AUTONOMOUS ENGINEERING
Your team sleeps.
Delivery doesn't.
The goal isn't more AI-generated code. It's a dependable delivery system that works beyond office hours, unlocks expertise across the business and improves quality without slowing down.
A DAY IN AN AUTONOMOUS ENGINEERING TEAMWORK CONTINUES
17:30
Human sets direction
Intent, constraints and acceptance criteria are defined.
HUMAN / DAY23:40
Agents implement
Autonomous runs continue on remote infrastructure.
AGENTS / NIGHT04:15
Tests & review gates
Checks run; failures are surfaced or sent back for correction.
AUTOMATED / GATED09:00
Human reviews results
Start the day with tested changes and clear review context.
HUMAN / APPROVALAgents work
Non-technical people
contribute reliably.
Product, operations and domain experts describe outcomes in plain language. Structured agent workflows turn that knowledge into testable changes, with engineering guardrails and review.
Fewer defects.
More throughput.
Standardized execution, automated tests and clear review gates are designed to reduce escaped defects while increasing the volume of verified work delivered — measured against your baseline.
CYCLE TIME ↓ESCAPED DEFECTS ↓VERIFIED THROUGHPUT ↑Desired direction, not invented results. We establish a baseline and measure actual impact.
02 / CAPABILITIES
Two ways in.
One goal: leverage.
We start where your bottlenecks really are — not where the next shiny tool wants them to be.
SERVICE / 01DIAGNOSE
Technical & AI
maturity audit
An uncompromising look at your architecture, delivery processes, reliability and real AI adoption. Find the bottlenecks, map the risks and get a prioritized engineering roadmap.
ARCHITECTUREPROCESSAI PENETRATIONROADMAP
SERVICE / 02BUILD & OPERATE
Autonomous workflows.
Everything AI.
Design and implement agent-driven engineering and operational workflows — with the right tools, guardrails, test gates, observability and human oversight where it matters.
AGENTIC DELIVERYQUALITY GATESAUTOMATIONOBSERVABILITY
From prompt chaos to production systems.
03 / SYSTEM TRANSFORMATIONBEFORE / AD HOC×
Fragmented tools. Tribal knowledge. Inconsistent output. Unclear accountability.
AFTER / ENGINEERED●
Clear contracts. Repeatable execution. Verification at every stage. Visible results.
05 / PERSON BEHIND THE SYSTEM
15+
years in the
trenches.
ANDRII HRACHOV / BERLIN
Builder, engineer, founder. Not just another AI advisor.
I bring hands-on experience with complex, large-scale production systems — including work as a Principal Software Engineer at Delivery Hero — and a conviction that faster coding is meaningless without better engineering.
FOUNDER / BELLOWS — OPEN-SOURCE SOFTWARE FACTORY
OPEN SOURCE. PRACTICAL SYSTEMS. ACCOUNTABLE OUTPUT.
05 / YOUR NEXT MOVE
Less AI hype.
More output.
Tell me where engineering slows down — or where AI hasn't yet delivered on its promise. We'll find the leverage.
Start a conversation on LinkedIn↗