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Posted inAI & LLMs Local News RAG - Prompts PHP Tutorials Prompt Engineering RAG Tutorial Series Retrieval-Augmented Generation

Bonus 2 — Local News RAG: Recency-Aware Answers & Multi-Source Citations

Posted by By Tejas P Mehta July 25, 2026
The last piece Bonus 1 left us able to fetch, dedup, and retrieve today's news.…
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Posted inEmbeddings & Vector Search Hybrid Search & Guardrails PHP Tutorials Prompt Engineering RAG Tutorial Series Retrieval-Augmented Generation

Episode 7 — Improving Quality: Hybrid Search, Reranking & Guardrails

Posted by By Tejas P Mehta July 23, 2026
"Works on my questions" isn't "works" Episode 6 gave us a real, grounded, cited bot.…
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Posted inAI & LLMs Grounded Generation PHP Tutorials Prompt Engineering RAG Tutorial Series Retrieval-Augmented Generation

Episode 6 — Generation: Grounded Answers with Citations

Posted by By Tejas P Mehta July 23, 2026
The last mile Five episodes of groundwork come together here. We can load documents, chunk…
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