# Security model Hypothesis Machine narrows its own tools, but Pi itself runs with the launching user's authority. Install only in trusted projects. - Children receive read-only Pi built-ins (`read`, `grep`, `find`, `ls`) plus an allowlisted custom set; no child `bash`, `edit`, or `write` is enabled. - `read_artifact` rejects paths outside the project. Memory writers choose paths internally and use restrictive file modes. - Credentials are never requested, serialized, prompted, or passed to Docker. One official `ModelRuntime` resolves Pi auth in-process. - Public URLs are normalized and DNS-resolved before use. Loopback, private, link-local, carrier NAT, multicast/reserved, and metadata targets are blocked. Every redirect in direct downloads is revalidated. Size and MIME are bounded. - Firecrawl responses are marked `untrusted`; agents are explicitly instructed not to execute or obey page instructions. Original source bytes/Markdown, retrieval time, URL, MIME, SHA-256, and source ID are preserved. - The default Compose ports bind to `127.0.0.1`. Firecrawl state services are on an internal network. A hostile public DNS server could still attempt rebinding between gateway validation and Firecrawl's independent fetch; production deployments should add an egress proxy/firewall that repeats IP policy. - Browser Use must use a fresh profile and domain allowlist. The current adapter is optional because its open-source agent needs separate LLM credentials; the package never uses the user's main browser profile. - Experiments run through `docker run`, never host shell: network none, read-only root, CPU/RAM/PID/time limits, all capabilities dropped, no-new-privileges, empty minimal environment, and only the experiment directory mounted. - Dataset acquisition is deliberately outside the experiment container. Download with `download_source`, verify the data manifest/hash, then mount local bytes. - If Docker is unavailable, result status is `docker_unavailable`; generated code is not executed on the host. Known dependency advisory: `@earendil-works/pi-coding-agent@0.83.0` ships an npm shrinkwrap that pins `minimatch@10.2.5` / `brace-expansion@5.0.7`, reported by `npm audit` as GHSA-mh99-v99m-4gvg (resource-exhaustion DoS). A root override cannot replace a dependency inside that published shrinkwrap. Track the official Pi release and upgrade when its package moves to `brace-expansion@5.0.8+`; do not patch Pi's installed files in a postinstall hook. Known MVP gaps: the read-only Pi built-ins can read any path visible to the Pi process; use Pi's official sandbox extension or OS/container isolation when a strict filesystem boundary is required. Compose images are pinned by tag rather than digest. Browser adapter conformance is operator-controlled.