Context engineering isn't enough.

Build the harness around your codebase and your team. Start with the free guide: the 5 ways coding agents go off the rails and the fix for each.

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I work with 3 teams at a time. 3 spots open.

The free guide, Why context engineering isn't enough: 5 failure modes of coding agents and how to build the harness that stops them.

Start this week

Three fixes you can make this week.

  • Fix 1 · Review overload

    Run an agent review loop on every PR

    An agent reviews the PR again and again until a pass finds nothing new, before a person opens it.

  • Fix 2 · Destructive agents

    Force the sandbox on for everyone

    Set it as admin policy in Claude Code or Codex, so nobody can switch it off. Repo files are only defaults.

  • Fix 3 · Hijacked agents

    Make new packages wait a week

    A 7-day cooldown in pnpm or npm: a new release, hijacked or not, waits before anything installs it.

The copy-paste config for all three is in the guide, slide 16. Nothing to buy, nothing to host.

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Why listen to me

I've run AI at company scale, and I ship with coding agents.

Renato Budinich

I'm Renato. Most recently I was Data & AI Architect at IOG, where I owned the architecture of the company's data platform and built the safety into it: data contracts, SLAs and alerts that reach the data owner, and a layer that lets AI agents query it with each user's own permissions.

Before IOG I was lead data engineer at SingularityDAO and ran data consulting projects at Fraunhofer IIS, after a PhD in mathematics. Today I build the harness around your codebase and your team: shared workflows, architecture specs and automated CI checks.

2,800+ commits across 32 projects this year, built the same way I'd build yours.

  • Data & AI ArchitectIOG
  • PhD, MathematicsGöttingen
  • Open sourcegithub.com/nareto

Free 20-minute call · with Renato

Your first fix, in writing.

Tell me how your team ships agent-written code. Within two business days you get one written page.

Not for you if your team is still choosing a coding agent or running a pilot: this is for teams already shipping with one.

Book your free call I work with 3 teams at a time. 3 spots open.

Prefer to write? Send me a message.

  • Your top riskThe gap most likely to hurt you, judged against the five failure modes.
  • Your first fixA concrete step your team can take this week.
  • Do you need help?Which paid option fits, or why you don't need one.