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Permit2 explained (Web3): why approvals changed and how to use it safely (checklist)
web3securityevm
·3 min read

Permit2 explained (Web3): why approvals changed and how to use it safely (checklist)

Permit2 changed how token approvals are handled in many EVM dApps. Learn what it is, where the risk concentrates, what to check on signing screens, and a practical routine to revoke unused permissions.

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RAG retrieval evaluation: Recall@k, MRR, and nDCG checklist (2026)
airagllm
·8 min read

RAG retrieval evaluation: Recall@k, MRR, and nDCG checklist (2026)

A practical RAG retrieval evaluation checklist. Build a labeled test set, measure Recall@k, MRR, and nDCG, separate retrieval failures from generation failures, and gate regressions.

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Robots.txt, noindex, and canonical in Next.js: a practical indexing control checklist
seonextjsindexing
·4 min read

Robots.txt, noindex, and canonical in Next.js: a practical indexing control checklist

A practical checklist for controlling what Google indexes on a Next.js site. Use robots.txt for crawl blocking, noindex for page-level exclusion, and canonical for duplicate consolidation.

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How to fix Google-selected canonical mismatches
seogoogle-search-consoleindexing
·4 min read

How to fix Google-selected canonical mismatches

A practical checklist for when URL Inspection shows a mismatch between the user-declared canonical and the Google-selected canonical. Normalize URLs, use self-referencing canonicals, keep sitemaps aligned, and avoid changing canonicals in JavaScript.

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Hybrid search and reranking for RAG: a practical checklist (2026)
airagllm
·3 min read

Hybrid search and reranking for RAG: a practical checklist (2026)

A practical checklist to improve RAG retrieval with hybrid search (BM25 + vectors), rerankers, and query rewriting. Reduce “wrong chunk wins” by tuning filters, top-k, and evaluation.

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RAG chunking and indexing: a practical checklist for better retrieval (2026)
airagllm
·4 min read

RAG chunking and indexing: a practical checklist for better retrieval (2026)

A practical checklist for RAG chunking and indexing. Improve retrieval quality by choosing chunk sizes, overlaps, metadata, filters, and re-index policies that reduce noise and prevent “wrong chunk wins.”

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RAG citations and grounding: a practical checklist for trustworthy answers (2026)
airagllm
·3 min read

RAG citations and grounding: a practical checklist for trustworthy answers (2026)

A practical checklist to make RAG answers trustworthy. Enforce citations, track doc_ids, handle conflicts, and prevent the model from inventing sources. Includes logging and UX patterns that scale.

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