Module 12 · Modules 10–17

Safety, control, and recovery

Working at speed without catastrophic loss.

12

Agents act on the world through tools, and tools have real consequences. A file written cannot be unwritten without a record of what it replaced. A shell command executed leaves state. Safety infrastructure is a prerequisite for working at speed without catastrophic loss.

Git and version control remain the primary safety layer in agentic engineering, despite the checkpoint systems built into modern ADEs. Across sessions and in collaborative environments, Git is the only audit trail that persists, the only history that is human-readable and independently verifiable.

The Git practices that matter in an agentic workflow are specific. Committing before invoking an agent on a non-trivial task creates a clean restore point. Atomic commits whose messages explain why rather than only what make the agent’s trajectory readable after the fact. Branch discipline gives the human a safe space to evaluate agent output.

Trajectory management is the judgment skill that determines whether a session ends with a usable result or a compounding mess. Signals indicate a trajectory is drifting; interventions correspond to each signal.

Mikael Alemu Gorsky

Mikael Alemu Gorsky is an educator and researcher, and the author of two programs: Agentic Software Engineering, on building software with AI agents, and Building Cognified Systems, on building software that thinks.

He teaches at the Holon Institute of Technology, near Tel Aviv, where Agentic Software Engineering runs as a graded course. He is an educator and researcher.

Nine published works, 100+ citations. A 350-page textbook under contract with a major academic publisher.

Teaching and programs

Agentic Software Engineering — program, preprint and textbook

The discipline of structured, auditable human-agent workflows for building software. The human frames, specifies and judges. The agent executes. Nineteen modules in four parts, built on a running project called Tribunal, a web application in which agents argue opposing sides of a case and a judge agent decides. Taught for credit at the Holon Institute of Technology.

Agentic Software Engineering curriculum

Building Cognified Systems — program, paper and book in writing

How to build systems that hold a language model as a working component, and treat that component as what it is: stochastic, slow and metered. Fourteen modules in four parts, about seventy hours. The running project is the Observatory, a news agency that watches sources, selects what matters and publishes on a cadence.

Research and analytics

Publications — journals and proceedings

Nine works, 100+ citations. Research on artificial intelligence in education, with Ilya Levin and Alexei Semenov.

The AI Pravda — LinkedIn newsletter

Critical analysis of artificial intelligence and its effect on work and society. 5,500+ subscribers. The complete archive of 103 issues (2023–2026) is published in full at mgorsky.net/theaipravda.

Subscribe to The AI Pravda on LinkedIn

Pro bono

AI for seniors — free workshop

Helping older adults use everyday AI tools. Delivered to Russian-speaking communities in Israel.

For older adults, artificial intelligence is about preserving quality of life, maintaining autonomy, and sustaining the feeling of independence that defines dignified aging. For seniors who have emigrated, AI becomes a bridge: it can translate documents, explain official letters, help compose emails in the local language, and guide users through government websites. The workshop has been delivered to Russian-speaking communities in Israel, where participants — many of them in their 70s and 80s — discovered that AI could help them read Hebrew documents and communicate with Israeli institutions.

Startup competitions — unpaid time

Judging and mentoring early-stage ventures. Helping teams clarify their value proposition, assess technical feasibility, and prepare for the realities of scaling an AI product.

AC/VC LinkedIn group — community

A group for developers and students working with coding agents. The community shares practical insights, code examples, tool comparisons, and honest assessments of what works in production.

Join the AC/VC LinkedIn group

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