Use this skill when diagnosing failures during a projtool image build — that is, when mcpprojtoolremoteexec returns a non-zero exit code while running setup.sh inside a builder instance, or when the user explicitly asks for help debugging an image build / container setup. Trigger on phrases like "image build failed"…
Use this skill whenever the user is doing ML experiment work in a projtool-managed repo — that is, requests involving training, runs, manifests, reports, mutagen sync, AutoDL instances, GPU provisioning, experiment branches, worktrees, image builds, research threads / lineage / the docs registry, or projtool tool…
Adopt a pre-registry docs layout (plans/, exp/) into the research-thread registry — scan for drift, dry-run the migration proposal, confirm the mapping WITH THE USER, then apply. Never guess history.
Read the experiment record (journal, findings, reports, run table) and propose the next 1-3 experiments with rationale and cost — the user decides, then execution goes through startruns/starttraining.
Distill this work session's experiment outcomes into the experiment's findings.md (what was tried, what failed and why, what's now established) and commit it to the docs repo.
Close a research thread — conclude it with an evidence-citing conclusion.md, or abandon it with a one-line reason. Terminal is terminal; to revive, open a successor thread with a supersedes edge.
Open a new research thread (a research line) in the docs registry — pick a slug, create the record + idea.md/plan.md skeletons, interview the user to fill them, and point forward to the first experiment.
A setup guide for bringing a project under projtool, a project-management tool. It applies only when the user explicitly asks to install, set up, onboard, or retrofit projtool.
MCP server "projtool" as configured in zhyx12/projtool. Runs locally from the projtool Python package.
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