Route physics simulation, modeling, validation, and research-compute requests across force fields, molecular dynamics, electronic structure, particle transport/collision, continuum multiphysics, plasma/PIC, nuclear/radiation, and astro/cosmology. Use open-source-first engines, refuse local heavyweight execution on the…
After an experiment finishes, structured review emits {isbug, failureclass, summary, metric, lowerisbetter}, auto-closes the journal node, emits a [LEARN] block when isbug=true, and files a [DEAD-END] when the failureclass is "bad-hypothesis". Use immediately after any training/eval run — the agent invokes this…
Package a harness-level improvement (a new hook, a fixed script, an improved skill) as a reviewed, verified patch — optionally openable as a PR against the rockie upstream repo. Uses Generator/Verifier/Updater role separation so the proposing agent never auto-commits; a fresh-context verifier plus the smoke test must…
Refill the experiment queue when it drops below target (default 5 pending items). Brainstorms 3–5 new high-quality experiments informed by recent [LEARN] rules, killed dead-ends, best-so-far results, and hypothesis-calibration drift. Use when queue.py refill-needed returns non-zero, when the user asks "what should we…
Persistent notes a scheduled/recurring agent reads as its FIRST action and writes as its LAST action, so a weekly/nightly autonomous run "knows where it left off." Use inside /loop or /schedule tasks that span multiple wake-ups. Pairs with hypothesis calibration and the experiment queue.
Track 3 quickstart wrapper that reproduces a paper or repository baseline on Rockie GPU, then extends it with a user-specified delta and compares baseline versus delta.
Scan the current session for harness-level patterns that would be useful to other rockie users, then either package a reviewed local harness patch or dispatch a public upstream contribution PR. Uses Scout/Generator/Verifier/Updater separation, never auto-merges, and requires human sign-off before pushing. Triggers…
Instructions for Rockielab/rockie-codex, covering how to work in rockie-codex, first reads (after the workspace docs/ reads), ⚠️ this repo is a local overlay, not the canonical source, process for changes here and skills you'll reach for.
Build any goal-declared agent end to end. Turns one declared goal into a portable, self-hardening, publishable agent repo on the Claude-Code harness. Declare goal, pick runtime/tools and write policies/hooks/safeguards, scaffold a portable repo (config-over-code split), build, run a fresh no-memory adversarial…
This agent's own internal adversarial critic loop. Hardens every deliverable with a fresh no-memory domain critic until it passes twice consecutively with zero CRITICALs before return.
Continuous-operation mode for rockie — runs the experiment queue autonomously, using Zero-Cost Monitoring ($0 LLM cost during training), anti-burn exponential cooldown on failures, and ntfy to wake the human only when a decision is needed. Use when you want agent-driven research to proceed for days without human…
Canonical around-the-clock research loop. Defines the agent's outer loop — read taste corpus + queue, pick the next experiment, mutate the explicitly-declared mutation surface, run the experiment under a hard time budget against a frozen metric, score, codify, repeat. Augmented with Karpathy's sharp primitives (frozen…
Build a pre-deploy Rockie GPU budget term sheet before any Rocky-originated experiment submit. Trigger words "/budget-term-sheet", "quote the GPU budget", "show me the term sheet", or any workflow that is about to call /experiment for GPU / torch / triton / training / weight-download work.
Lab composer command scaffold for /build-agent . In Agent Builder A1 this only creates a lab-scoped draft agent record and opens that lab's agent detail route for editing. It does not build, run, evaluate, observe, or deploy agents yet.
Pre-commit anti-slop audit — checks staged/dirty files for code slop (debug artifacts, single-use helpers, dead imports) AND documentation slop (stale claims, broken internal links, new .md files, redundant sections). Writes a sentinel so the pre-commit-gate hook lets the commit through. MUST be invoked before git…
Dispatch a small team of Codex agents to think through a problem in parallel and return a combined report. Use for research gauntlets (brainstorm / research / attack / validate), pre-launch code audits (security / correctness / simplicity), post-run analysis (positive / adversarial / contextualizer), or blog-coherence…
Produce structured acquisition due-diligence findings from deal inputs and a private data room. Triggers on "run diligence", "due diligence on", "diligence deck", "DD findings", "acquisition analysis", "data room", "ingest data room", "/diligence".
Run a materials-science / ML compute job on Rockie GPU capacity. Trigger words "run experiment", "submit job", "use the experiment skill". Picks the right GPU type and count from a natural-language description (DFT for QE/VASP/ABINIT, MD for GROMACS/LAMMPS/OpenMM, training for PyTorch/JAX), generates the script…
Pull expert skills into this harness from the Rockie platform catalog (300 skills across ML training/inference, biology, chemistry, physics, databases, coding). Use BEFORE writing domain guidance from scratch or fumbling an unfamiliar framework — if the task names a library (vLLM, GRPO, TRL, AlphaFold, DuckDB…
Track 2 quickstart wrapper for structured fine-tune prompts using a registry model, a registry dataset, Rockie GPU jobs, and inference-loader deployment of the trained artifact.