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Pini Shvartsman | Technology Leader · AI Transformation & Autonomous Engineering
Pini Shvartsman Pini Shvartsman — Technology Leader · AI Transformation & Autonomous Engineering

The agent writes the code.
The engineer owns the outcome.

I lead AI transformation for a global SaaS platform — an entire engineering org adapting to a world where AI performs the execution and humans stay accountable for the outcome. I build systems that investigate bugs, write and review code, validate changes, and run operational workflows — replacing repetitive execution, not people. I write what I learn redesigning how engineering work actually gets done. Written for engineering leaders and senior operators. Deep-end only.

Read the field notes → Work with me
AI Transformation Systems in Production Deep-end only

Start here

Agentic Overwatch: Why Your Next Dev Team Will Look Like a NASA Control Room

·3102 words·15 mins
AI AI Agents Agentic AI DevOps Engineering Leadership Engineering Management Production Operations Developer Productivity
Agents don’t just write code anymore. They run ops, security, QA, data, and support, around the clock, while we still govern them with a team …

I'm Pro-AI. That's Exactly Why I'm Worried About Our Next Senior Engineers

·1124 words·6 mins
AI Engineering Management Developer Productivity Career Development
A guide for engineering managers on growing junior developers in an AI-heavy world, and for junior developers who want to stand out beyond just being …

AI Agents for Real Productivity: What Works in 2025

·2570 words·13 mins
AI AI Agents Developer Productivity Engineering Management Automation LangChain LangGraph
Beyond the hype and the demos, what actually works when you build AI agents for real work? Here’s the landscape, the platforms worth using, and …

Latest All 68 articles →

Everyone Trained Their Engineers on AI. The Gap Didn't Move.

·12 mins
AI Engineering Leadership Developer Productivity Engineering Management AI Transformation
82% of organizations now offer AI training. 59% still report a skills gap. Security spent twenty years and 19,500 employees learning why: knowledge …

Make the Cheap Path the Default. Make the Expensive Path Prove It.

·13 mins
AI AI Agents Engineering Leadership Developer Productivity Engineering Management
Half of most AI agent bills is waste with a good story: context pollution, verification theater, tool schemas nobody reads, retries nobody capped. …

Alberta Scanned 466 Million Lines of Code in 20 Hours. The Architecture Is the Story.

·4 mins
AI AI Agents Claude Code Security Anthropic Engineering Leadership
A Canadian province ran Claude Code across 466 million lines of government code in 20 hours — work they priced at 6.5 years the old way. The number …

Stop Reviewing Code. Start Reviewing Evidence.

·9 mins
AI AI Agents Engineering Leadership Developer Productivity Code Quality
Agent-heavy teams ship twice the PRs at more than twice the size, and reviews wait almost five times longer for pickup. The review model built for …

The One-Man Show Company. Don't Let the Monkeys Touch Production.

·2833 words·14 mins
AI AI Agents Founders Solo Founder Engineering Leadership Productivity Startups Kolboynik
A company used to start with people. Now it can start with one person and a swarm of AI agents that draft, build, test, sell, and support faster than …

100 Days to the EU AI Act Deadline. Your Engineering Team Hasn't Started.

·1531 words·8 mins
AI EU AI Act Compliance Engineering Leadership Governance AI Governance DevOps Regulation
August 2, 2026 is the enforcement deadline for EU AI Act high-risk obligations. From today, that’s exactly 100 days. In most orgs, the legal …

Topics

AI67 Engineering Leadership25 Developer Productivity23 AI Agents15 Security13 Engineering Management12 Automation8 DevOps8 DevSecOps8 Developer Tools7

How I work

01

Embed

I work inside your team — your codebase, your incidents, your constraints.

02

Ship one

I build the first system and put it into production, not a demo.

03

Prove it

We measure it against the work it replaced: real time, real budget.

04

Make it repeatable

The version that works becomes a capability your org owns and runs without me.

Not advice from a deck. Advice from the seat — backed by a system in production.

I still lead this work every day: building AI systems that investigate bugs, review code, and run operational workflows. The engagements I take come from that seat — the org-level practices that actually hold up, not tool training. A few at a time.

See how we can work together →