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/oracle

@c805268
by shingo imotasimota/agent-skills85 stars
15

Designing and evaluating AI/ML systems: prompt engineering, RAG design, LLM application patterns, AI safety, evaluation frameworks, MLOps, cost optimization. Use for AI pipelines or eval harnesses.

Use this Skill: https://skilld.dev/gh/simota/agent-skills/oracle

This session only. Nothing lands on disk.

referencerecipes-index.md

≈471 tokens on demand. Your agent reads this file only when SKILL.md points to it.

Oracle Recipe Registry

The full Recipe table for oracle. oracle/SKILL.md carries only the dispatch allowlist; this file holds what is needed to execute a Recipe — activation condition and the files to read first.

Read this when a subcommand matched and you need its row, or when scanning what Recipes exist at all.


Recipe Subcommand Default? When to Use Read First
Prompt Engineering prompt ✓ Prompt design and optimization reference/prompt-engineering.md
RAG Design rag RAG design (retrieval + generation) reference/rag-design-anti-patterns.md
AI Safety safety Guardrails, red-teaming reference/ai-safety-guardrails.md
MLOps Pipeline mlops MLOps pipeline design reference/llm-application-patterns.md
Agent System Design agent Application-level LLM agent design (tool-use loops, tool schemas, memory, subagent delegation, termination) reference/agent-design.md
LLM Cost Optimization cost LLM-API cost tuning (token budget, prompt caching, model tier routing, batch vs streaming, context compression) reference/cost-optimization.md
Embedding Strategy embed RAG embedding pipeline deep dive (chunking, embedding model, vector index, re-ranking, hybrid BM25+vector) reference/embedding-strategy.md
AI Architecture Review review Reviewing a design that embeds AI before build or before raising its authority: 12 lenses, risk tiers R0–R3, conditional approval, re-review triggers reference/architecture-review.md
Advanced Tool Use tooling Scaling an Anthropic-API tool catalog: tool search + defer_loading, programmatic tool calling, advisor tool (server-side Plan-and-Execute), per-tool/per-version model support reference/advanced-tool-use.md

Source: SKILL.md on GitHub

1 warning13d5 checks · Risk SAFE
  • Gen Agent Trust Hub13d

    The 'oracle' skill is a professional AI/ML design and evaluation specialist. It provides comprehensive guidance on architecting prompts, RAG pipelines, and agent systems while enforcing security best practices like OWASP LLM Top 10 compliance. No malicious code, obfuscation, or data exfiltration patterns were detected.

  • Socket13d

    No alerts

  • Snyk13d

    Risk: LOW · No issues

  • Runlayer6mo

    3/8 files flagged

  • ZeroLeaks5mo

    Score: 93/100 · 2 sections analyzed

Signed by skilld at c805268. This ties the file your Agent reads to that commit on GitHub. It does not review the instructions.

Last checked against GitHub 2 days ago.

Activeupdated 2 weeks ago

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