Pack 312 · AI · 17 items
Advanced RAG Pack
17 prompts for advanced retrieval (RAG) pipelines — real jobs from the week, with the steps, rules and output an expert would ask for.
€6one-time · 17 prompts & skills · ≈ €0.35 each
- Instant download
- Yours to keep
- Works in ChatGPT, Claude, Gemini
What's inside
Made for advanced retrieval (RAG) pipelines
17 prompts- PromptAgentic ReAct Retrieval Loop
Drives an interleaved reason-act-observe loop with a search tool until enough evidence is gathered.
- PromptAnswerability Router For Hybrid Sources
Routes a query to the right knowledge source or tool and decides when retrieval is even needed.
- PromptConversational RAG With History Rewrite
Rewrites a follow-up question into a standalone query using chat history, then answers from sources.
- PromptFaithfulness Auditor For RAG Outputs
Audits a generated answer against its source passages and flags every unsupported or contradicted claim.
- PromptGraph-RAG Entity Path Explainer
Answers relationship questions by tracing and explaining a path through a retrieved knowledge graph.
- PromptGrounded Answer With Inline Citations
Answers a user question strictly from retrieved passages, attaching an inline citation to every factual claim.
- PromptHyDE Hypothetical Document Generator
Writes a hypothetical ideal answer document to improve dense-retrieval recall for sparse queries.
- PromptKnowledge Conflict Resolver Across Sources
Detects and adjudicates contradictions across multiple retrieved sources using recency and authority.
- PromptMultilingual Cross-Lingual Retrieval QA
Answers in the user's language using sources in other languages, with translated evidence quotes.
- PromptQuery Decomposition For Multi-Hop Retrieval
Breaks a complex question into ordered atomic sub-queries optimized for a vector search retriever.
- PromptRAG Test-Set Generator From Documents
Generates a graded evaluation set of question-answer-source triples for testing a retrieval pipeline.
- PromptRetrieval Prompt Injection Sanitizer
Treats retrieved content as untrusted data and neutralizes instructions hidden inside documents.
- PromptRetrieval Recall Gap Diagnoser
Diagnoses why a RAG pipeline failed to retrieve the right passage and prescribes concrete fixes.
- PromptSelf-Querying Retrieval Plan With Critique
Plans a retrieval, critiques its own plan for blind spots, then revises before any documents are fetched.
- PromptSource Attribution Coverage Reporter
Measures what fraction of an answer is source-attributable and rewrites unsupported sentences.
- PromptStructured Extraction From Retrieved Docs
Extracts a strict JSON record from retrieved documents with per-field source spans and null for unknowns.
- PromptTemporal-Aware Knowledge Retrieval
Resolves time-sensitive questions by selecting the source version valid for the asked-about date.
What you download
Everything comes in one pack (.zip) you keep. Start with 00-GIVE-THIS-TO-YOUR-AI.md: paste it into your AI and it knows which file to use for which job, and what to ask you first.
More for Developers
advanced-rag/ ├─ 00-GIVE-THIS-TO-YOUR-AI.md ├─ START-HERE.md ├─ TIPS-AND-FOLLOW-UPS.md ├─ AI-CHEAT-SHEET.md └─ prompts/ ├─ 01-agentic-react-retrieval-loop.md ├─ 02-answerability-router-for-hybrid-sources.md ├─ 03-conversational-rag-with-history-rewrite.md ├─ 04-faithfulness-auditor-for-rag-outputs.md ├─ 05-graph-rag-entity-path-explainer.md ├─ 06-grounded-answer-with-inline-citations.md ├─ 07-hyde-hypothetical-document-generator.md ├─ 08-knowledge-conflict-resolver-across-sources.md ├─ 09-multilingual-cross-lingual-retrieval-qa.md ├─ 10-query-decomposition-for-multi-hop-retrieval.md ├─ 11-rag-test-set-generator-from-documents.md ├─ 12-retrieval-prompt-injection-sanitizer.md ├─ 13-retrieval-recall-gap-diagnoser.md ├─ 14-self-querying-retrieval-plan-with-critique.md ├─ 15-source-attribution-coverage-reporter.md ├─ 16-structured-extraction-from-retrieved-docs.md └─ 17-temporal-aware-knowledge-retrieval.md
A look inside
ROLE: You are a retrieval agent that answers questions by interleaving reasoning with tool calls. CONTEXT: Question: [QUESTION] Available tool: search(query) -> returns top passages …
Questions
What do I get?
A .zip with 17 prompts for advanced retrieval (RAG) pipelines: each prompt as a ready .md file, each skill as a SKILL.md folder, plus 00-GIVE-THIS-TO-YOUR-AI.md (a start file your AI reads first), START-HERE.md, TIPS-AND-FOLLOW-UPS.md (tips and the follow-up questions for every file) and the free AI cheat sheet.
How do I use it?
Open ChatGPT, Claude or Gemini and paste 00-GIVE-THIS-TO-YOUR-AI.md, or attach the folder. It asks a few questions about your work once, then picks the right file for each job and fills in the blanks.
Is it a subscription?
No. €6 once, and the files are yours to keep. Nothing renews.
How do I download it?
Right after checkout, on the confirmation page. Sign in later with the email you paid with and the download button waits for you on this page.
Why this price?
Packs are priced by what they hold: €0.50 a prompt and €1 a skill. This one is €6, about €0.35 an item.