polymath-author
claudeAuthor craft: scaffold new plugins/skills/connectors, validate against gates, measure listing budget, review skill quality.
5 skills · 6 commands
AI craft: prompt engineering, RAG, eval design, agent design, LLM guardrails, cost/latency tuning.
Plugin polymath-ai from marketplace polymath in MohammadBafkar/polymath. Commands read from the repo's manifest — 12 days ago.
agent-designDesign an LLM agent — architecture (ReAct, plan-execute, reflexion), tool/function-calling contract, memory, multi-agent orchestration, and the stop/budget conditions.
eval-planDesign an evaluation for an LLM feature — task type, dataset shape, automated vs human rubric, regression set, decision threshold.
llm-cost-latencyCut LLM cost and latency — model routing/cascade, prompt caching, batching, streaming, context trimming, output-token control, and a per-request cost/latency budget.
llm-guardrailsDesign guardrails for an LLM feature — input validation, prompt-injection defenses, output filtering/schema validation, allow-deny policy, and human-in-the-loop gates.
prompt-engineerAuthor or improve an LLM prompt — clarify task, constrain output shape, place worked examples, bound calibration; vendor-agnostic.
rag-designDesign a retrieval-augmented generation pipeline — chunking, embeddings, retriever, reranker, prompt assembly — with the right cuts for the use case.
Author craft: scaffold new plugins/skills/connectors, validate against gates, measure listing budget, review skill quality.
5 skills · 6 commands
Cloud infrastructure design craft: pattern selection across AWS, GCP, Azure + Terraform stack composition.
6 skills · 4 commands
Foundation: route prompts, load conventions/project context, report plugin budgets, and run SessionStart hooks.
7 skills · 2 commands · hooks
Observability concept plugin: RED/USE + logging + tracing design AND Datadog/Grafana/Honeycomb/Elastic/Sentry query integration.
9 skills
Performance craft: budgets, tail latency, caching (Redis and HTTP/edge), application profiling, high-load IO-bound design.
8 skills · 1 command
Data & streaming craft: Kafka and Event Hubs, stream processing, pipelines, lakehouse performance, lake layout, schema evolution.
9 skills
AI-powered codebase understanding — analyze, visualize, and explain any project
9 skills · 10 agents · hooks
Open-source AI job search that runs locally in your AI coding CLI: scan job portals, evaluate listings into a structured A-H report with a 1-5 score, tailor your CV, track applications
5 skills · hooks
Rewrite AI-sounding text so it reads like the writer without changing what it says.
1 skill
AI memory system — mine projects and conversations into a searchable palace. 47 MCP tools, auto-save hooks, guided setup.
3 skills · 6 commands · 1 MCP server · hooks
Perform AI code review on Git diffs — supports workspace changes, branch ranges, and single commits with concurrent per-file analysis, codebase search, and deep context-aware review.
2 commands
Eval-gated LLM fine-tuning lifecycle (LoRA/QLoRA, DPO, GRPO/RLVR, vision SFT, quantized export). Use when fine-tuning an open-weights model end-to-end: building the eval harness first, selecting method and model, preparing data, training with Unsloth or TRL, gating checkpoints, and exporting GGUF/FP8.
10 skills · 2 commands · 3 agents
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