31 instruction files for AI agents, collected from amd-agi/hyperloom. Install any of them at an exact version with mdr add amd-agi/hyperloom/<name>.
analyze-upstream-pr SKILL.md skill
amd-agi/hyperloom · .claude/skills/analyze-upstream-pr/SKILL.md · Analyze whether an upstream pull request applies to an AMD/ROCm deployment. Invoke with the PR's repository and number…
git:20261020.6cc6611 · audit A · 262 stars
check-prior-art SKILL.md skill
amd-agi/hyperloom · .claude/skills/check-prior-art/SKILL.md · Check whether a planned optimization already exists upstream before building it. Invoke with a one-sentence mechanism…
git:20261020.a160c20 · audit A · 262 stars
review-pr SKILL.md skill
amd-agi/hyperloom · .claude/skills/review-pr/SKILL.md · Review a Hyperloom pull request. Invoke with a PR number whenever asked to review, re-review or sanity-check a PR in…
git:20261029.8d68eef · audit A · 262 stars
AGENTS.md AGENTS.md file
amd-agi/hyperloom · AGENTS.md
git:20261030.f418170 · audit A · 262 stars
CLAUDE.md CLAUDE.md file
amd-agi/hyperloom · CLAUDE.md
git:20260921.6b4b413 · audit B · 262 stars
hyperloom-remote-mn-qwen3-30b SKILL.md skill
amd-agi/hyperloom · docs/how-to/multi-node/hyperloom-remote-mn-qwen3-30b/SKILL.md · Run a 4-hour multi-node Hyperloom Qwen3-30B-A3B optimization (Infera
PD-disaggregated or RayJob aggregated) with…
git:20260827.1988620 · audit A · 262 stars
hyperloom-custom-advanced SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-custom-advanced/SKILL.md · Run an advanced configurable Hyperloom optimization session with explicit model, framework, workload, objective, and…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-qwen3-14b-fp8-12h-forge SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-qwen3-14b-fp8-12h-forge/SKILL.md · Run a 12-hour Hyperloom Qwen3-14B-FP8 optimization session on SGLang, vLLM or ATOM with the per-kernel KernelForge…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-qwen3-14b-fp8-12h SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-qwen3-14b-fp8-12h/SKILL.md · Run a 12-hour Hyperloom Qwen3-14B-FP8 optimization session on SGLang, vLLM or ATOM. Use when the user wants a…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-qwen3-8b-3h SKILL.md skill
amd-agi/hyperloom · examples/hyperloom-qwen3-8b-3h/SKILL.md · Run a 3-hour Hyperloom Qwen3-8B FRAMEWORK_AGENT (OPTIMIZE) session without the Kernel Agent. Use when the user wants a…
git:20261106.2f99e29 · audit B · 262 stars
hyperloom-workload-optimizer SKILL.md skill
amd-agi/hyperloom · examples/skills/hyperloom-workload-optimizer/SKILL.md · Autonomously optimizes end-to-end LLM inference throughput on AMD Instinct GPUs and reports a validated gain, using the…
git:20260924.f2e2a9c · audit A · 262 stars
critic-agent SKILL.md skill
amd-agi/hyperloom · src/hyperloom/agents/critic/SKILL.md · Critic layer for the inference optimizer. Use when Conductor asks
for a Critic Review verdict on Orchestration or…
git:20261023.0718479 · audit A · 262 stars
quantization-agent SKILL.md skill
amd-agi/hyperloom · src/hyperloom/agents/quantization/SKILL.md · Hyperloom sub-agent that drives the AMD Quark PTQ skill chain end-to-end from a natural-language prompt. Produces a…
git:20261029.20d8b20 · audit A · 262 stars
inference_optimizer SKILL.md skill
amd-agi/hyperloom · src/hyperloom/inference_optimizer/SKILL.md · Launches and monitors Hyperloom's multi-agent inference optimizer for LLM
serving on AMD GPUs. Use when the user asks…
git:20261106.d2194d1 · audit B · 262 stars
session_breakdown SKILL.md skill
amd-agi/hyperloom · src/hyperloom/inference_optimizer/breakdown/SKILL.md · Build a single self-contained `session_breakdown.json` capturing every
fact a dashboard needs about one hyperloom…
git:20261029.bf880c8 · audit A · 262 stars
hyperloom.inference_optimizer.multi_node SKILL.md skill
amd-agi/hyperloom · src/hyperloom/inference_optimizer/multi_node/SKILL.md · Multi-node companion to the inference_optimizer skill. Use when the user
prompt asks for inference optimization that…
git:20261028.511deb9 · audit A · 262 stars
hyperloom-setup SKILL.md skill
amd-agi/hyperloom · src/hyperloom/skills/hyperloom-setup/SKILL.md · Configures Hyperloom after pip install --target . by collecting core LLM/runtime settings once, choosing direct…
git:20261106.2f99e29 · audit C · 262 stars
campaign-archive SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/campaign-archive/SKILL.md · Archive a running Arbor campaign to git and rebuild any campaign's exact source tree from the archive. Use when syncing…
git:20261105.0d95dc2 · audit A · 262 stars
dashboard SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/dashboard/SKILL.md · Watch Arbor campaigns in a browser. Local mode shows one campaign live, collected over ssh where its agents run; global…
git:20261105.0d95dc2 · audit A · 262 stars
dossier SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/dossier/SKILL.md · Find, or write if it is missing, the dossier an optimization campaign starts from, for one model, workload and GPU…
git:20261105.0d95dc2 · audit A · 262 stars
geko-hipblaslt-tuning SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/geko-hipblaslt-tuning/SKILL.md · Set up and run geko hipBLASLt GEMM tuning for DeepSeek-V4.1-Flash + vLLM/AgentX serving on AMD gfx950 (MI355X), then…
git:20261105.0d95dc2 · audit A · 262 stars
hardware SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/hardware/SKILL.md · AMD Instinct hardware facts for kernel authoring, rooflines and communication — MI350X/MI355X (gfx950, CDNA4) and…
git:20261105.0d95dc2 · audit A · 262 stars
kernels SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/kernels/SKILL.md · Before writing, porting or tuning a GPU kernel for LLM serving on AMD Instinct (MI350X/MI355X gfx950, MI300X gfx942) —…
git:20261105.0d95dc2 · audit B · 262 stars
knowledge-collector SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/knowledge-collector/SKILL.md · Share what an Arbor campaign learned so the next campaign on the model starts from it, and read what earlier campaigns…
git:20261105.0d95dc2 · audit A · 262 stars
merge-optimization-trees SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/merge-optimization-trees/SKILL.md · Merge several independently-discovered optimizations (PRs, campaign trees, forks) into one measurable baseline: branch…
git:20261105.0d95dc2 · audit A · 262 stars
plan SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/plan/SKILL.md · Write the plan for an optimization round before the round runs, from the dossier, the ledger and the outcomes of…
git:20261105.0d95dc2 · audit A · 262 stars
profiler SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/profiler/SKILL.md · Profile an LLM serving workload on ROCm to find where GPU time goes, with TraceLens on PyTorch-profiler traces of the…
git:20261105.0d95dc2 · audit A · 262 stars
realtime-collector SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/realtime-collector/SKILL.md · Push an Arbor campaign's live state (phase, iteration in flight, verdicts, baseline and best, the log's tail) to the…
git:20261105.0d95dc2 · audit A · 262 stars
serving-playbook SKILL.md skill
amd-agi/hyperloom · src/hyperloom_arbor/.claude/skills/serving-playbook/SKILL.md · The rules that hold for serving changes on AMD GPUs (price on this node, prove each arm differed, judge a policy at…
git:20261105.0d95dc2 · audit A · 262 stars
hyperloom-kb SKILL.md skill
amd-agi/hyperloom · src/hyperloom_kb/skills/hyperloom-kb/SKILL.md · Operates an Experience KB service with the hyperloom-kb CLI. Checks its health, labels its state, restores a label to…
git:20261013.fb7de83 · audit A · 262 stars
kernel-trace-analysis SKILL.md skill
amd-agi/hyperloom · src/kernelforge/knowledge/local_wiki/resources/languages/flydsl/skills/profile/kernel-trace-analysis/SKILL.md · Profile GPU kernels using rocprofv3 to collect ATT instruction-level traces, then analyze the trace data using…
git:20261018.8f7be91 · audit A · 262 stars