chelch5
Publisher on askill
Generates well-structured tickets from requirements, bugs, review findings, or feature requests. Trigger — "create tickets for this", "write issues from these findings", "generate a ticket", "turn thi...
Optimizes LLM inference kernels using FlashAttention, KV cache paging, Triton/CUDA kernel development, operator fusion, quantized GEMM, speculative decoding, and TensorRT-LLM. Use when reducing latenc...
Deploy LLM inference with vLLM, TGI, or Ollama — batching, quantization, and GPU memory management. Use when deploying a model server with vLLM or TGI, configuring continuous batching, managing GPU me...
Detects logical contradictions, incompatible expectations, and conflicting statements across specs, tickets, and docs. Trigger — "find contradictions", "check for conflicts", "are these specs consiste...
Chooses when work should use in-place edits versus worktrees, temp copies, or isolated lanes — preferring the lightest mechanism that prevents cross-ticket contamination. Trigger on "branch isolation"...
Build Go CLI tools with Cobra commands, Viper config, and structured output. Use when creating a new Go CLI binary, adding subcommands with Cobra, loading config with Viper, or implementing --json/--q...
Implements NPC AI using behavior trees, FSMs, utility AI, GOAP, steering behaviors, and perception systems. Use when building enemy AI, companion logic, NPC patrol/combat routines, pathfinding, or age...
Instrument backend services with structured logs, metrics, traces, and correlation IDs that answer production questions without leaking secrets. Use this when defining event schemas, trace boundaries,...
Scans plans, tickets, or status updates to identify true blockers and separate them from risks and unknowns. Trigger — "what's blocking us", "extract blockers", "what do we need before we can proceed"...
Create PDF documents from data using ReportLab, WeasyPrint, wkhtmltopdf, or Puppeteer — design layouts, apply templates, insert tables and charts, handle pagination, and produce print-ready output. Us...
Find external skills from public registries, GitHub repos, and official skill collections, then evaluate them for quality, licensing, and fitness for adoption. Use when looking for existing skills bef...
Monitors autonomous agent tasks for stalls, infinite loops, resource exhaustion, and progress stagnation, then applies bounded recovery actions. Trigger — "agent is stuck", "task seems hung", "detect...
Determine when a broad skill should be split into focused variants and execute the split — creating specialized skills by stack, platform, scope, or domain axis. Use this when a skill has multiple dis...
Write React components with TypeScript using discriminated unions, generic props, and forwardRef. Use when typing component props, creating generic reusable components, forwarding refs with proper typ...
Configure SSH connections, multiplexing, jump hosts, and tmux sessions for remote work. Use when setting up SSH config with ProxyJump, creating persistent tmux sessions, syncing files with rsync, or d...
Trigger — "define artifact contract", "schema for agent handoff", "what should stage X produce", "input/output contract", "validate agent output shape", "contract between agents". Skip — single-agent...
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