Infatoshi/sub-agent-delegation
skills/sub-agent-delegation/SKILL.md
Delegate complex tasks to sub-agents for parallel autonomous work. Use when GPU kernel optimization, numerical correctness verification, performance profiling, or long-running validation would benefit from focused independent execution.
$ install --global
skillsauthnpx skillsauth add Infatoshi/CLAUDE.md sub-agent-delegationInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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Last scanned: Apr 24, 2026, 2:56 AM9.0s1 file scanned
SKILL.md
- name:
- sub-agent-delegation
- description:
- Delegate complex tasks to sub-agents for parallel autonomous work. Use when GPU kernel optimization, numerical correctness verification, performance profiling, or long-running validation would benefit from focused independent execution.
Sub-Agent Delegation
Permissions
- NEVER spawn without explicit permission
- ASK first: "I've identified [TASK] for sub-agent delegation. Should I spawn one?"
- Explain WHY before requesting
When to Delegate
- GPU kernel optimization with iterative benchmarking
- Numerical correctness verification across test cases
- Performance profiling and analysis
- Parallel investigation of independent code paths
- Long-running validation suites
Patterns
- Parallel: Optimize independent kernels simultaneously (attention to A, MLP to B)
- Correctness First: Make tests pass before performance
- Incremental: Iterate until target speedup or report blockers
Kernel Optimization Template
Optimize [OPERATION] in [FILE].
Context: [current impl], [bottleneck source], [target HW: 3090/H100], [use case: train/inference]
Requirements:
1. Implement with Triton/CUDA
2. Verify: torch.allclose(atol=1e-5, rtol=1e-5), gradients match autograd
3. Benchmark: warmup=10, bench=100, report min/max/mean/std us
4. Scales: (1,128), (8,512), (32,2048)
Report: correctness status, perf table (scale, baseline_us, opt_us, speedup), memory
Workflow
Setup -> Develop -> Verify -> Benchmark -> Report
Requirements
- Report measured numbers, never estimates
- Include methodology (warmup, iterations, sync)
- Flag regressions immediately
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