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    Updates, deep dives, and stories.

    April 27, 2026|Marcin Gasperowicz

    Pretty please won't stop your agent from deleting production. Here's what will.

    PocketOS lost its production database to a single API call in nine seconds. The standard responses — evals, prompts, permission popups — all miss the actual problem. Here's why the fix has to be structural, and what that looks like in Monk.

    securityautonomous-softwareappsec
    Pretty please won't stop your agent from deleting production. Here's what will.
    April 19, 2026|Marcin Gasperowicz

    Capsules as audit targets

    AI-generated code is shipping faster than security teams can audit it. Monk capsules turn every git branch into a production-shaped cluster on your own cloud — pinned to a commit, disposable, reproducible. Here's why we think that's interesting for security work, and an open invitation to come break it.

    capsulessecurity-researchappsec
    Capsules as audit targets
    April 19, 2026|Marcin Gasperowicz

    Why giving your coding agent shell access is a bad idea

    Most coding agents get shell access by default — a terminal, your cloud CLIs, your .env file. This worked when the operator was a human. It's the wrong architecture for an agent. Here's why, and what a narrower interface looks like.

    securityautonomous-softwareappsec
    Why giving your coding agent shell access is a bad idea
    April 19, 2026|Marcin Gasperowicz

    Monk Capsules: 0 config, full-stack, per-branch previews

    Every git branch gets a real production environment on your cloud, with its own HTTPS URL — no manifests, no cluster, no setup. Here's how capsules work, why we built them, and what changes the day you turn them on.

    capsulespreview-environmentsdeveloper-productivity
    Monk Capsules: 0 config, full-stack, per-branch previews
    April 19, 2026|Marcin Gasperowicz

    State vs context — the difference in 5 examples

    Coding agents have a lot of context and almost no state. That's the architectural difference between a very smart assistant and a system you can leave to operate infrastructure. Five common situations where context runs out and state has to take over.

    autonomous-softwarestate-vs-context
    State vs context — the difference in 5 examples
    April 18, 2026|Marcin Gasperowicz

    The other half of the harness

    OpenAI's Codex team named a new discipline: harness engineering. Their harness stops at the git boundary. Here's what we built for everything past it — and why every git branch now gets its own production.

    harness-engineeringautonomous-softwarecapsules
    The other half of the harness

    A New Category

    Autonomous software.

    Software that builds, deploys, and manages itself. No human in the execution loop. You define the intent. You set the guardrails. Your coding agent and Monk handle everything between idea and production.

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