#RAG

Mastodon discussion Jul 5

Agents need structured knowledge, not raw RAG.Karpathy's LLM-wiki is a good start. But markdown has no enforcement.What ...

Agents need structured knowledge, not raw RAG.Karpathy's LLM-wiki is a good start. But markdown has no enforcement.What happens when the structure is ambiguous?#ai #selfhosting #eu...

LLM RAG

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Dev.to tutorial Jul 5

I Designed a RAG Variant for Multi-Agent Simulations. Here's the Design and the Honest Tradeoffs.

Standard RAG is great for static knowledge bases. Embed documents, embed a query, return top-k by...

RAG

12

Mastodon discussion Jul 4

QKV projects inputs; RAG retrieves chunks to ground LLM answers.#ai #rag #attention

QKV projects inputs; RAG retrieves chunks to ground LLM answers.#ai #rag #attention

LLM RAG

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Dev.to tutorial Jul 4

Security — Guardrails and Prompt Injection Defense for Production RAG

Introduction In Chapter 3 (Observability), we made system behavior visible. Now we tackle...

RAG

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GitHub Trending repo Jul 4

MADEVAL/FerryAI: Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embeddings, RAG and vector search. No Python, no HTTP microservices, no Docker sidecars.

Native AI inference for PHP 8.3+ - run ONNX, GGUF (llama.cpp) and RubixML models directly in your PHP process via FFI. Chat, streaming, embeddings, RAG and vector search. No Python...

RAG

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Dev.to tutorial Jul 4

I Ditched Vector Search for My Coding Agent's Memory. FTS5 Won.

Every "give your agent memory" tutorial I've read reaches for the same stack: chunk your docs, embed...

RAG

12

Dev.to tutorial Jul 4

The Best Vector Database in 2026: Qdrant vs Pinecone vs Weaviate vs Milvus vs pgvector

I've run production RAG systems on four of these. Here's the comparison I wish someone had written...

RAG

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Dev.to tutorial Jul 4

What killed my vector database on a free-tier container

I built a real-time insights dashboard that ingests live public weather data, runs every reading...

RAG

12

Mastodon discussion Jul 4

I used MariaDB as my vector database and got queries that took 0.001 or 0.002 seconds—crazy ! ⚡EN Use MariaDB como BD Ve...

I used MariaDB as my vector database and got queries that took 0.001 or 0.002 seconds—crazy ! ⚡EN Use MariaDB como BD Vectorial y obtuve consultas rápidas de 0.001 o 0.002 segundos...

RAG

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Mastodon discussion Jul 4

Struggling to keep up with AI terminology? This glossary explains the key terms you need to know, from LLMs and RAG to R...

Struggling to keep up with AI terminology? This glossary explains the key terms you need to know, from LLMs and RAG to RLHF and AI agents. A living document for anyone navigating t...

RAG

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Mastodon discussion Jul 3

Ahead of Print in BFP: ALIMA, a RAG-based LLM system for subject indexing, is a prototype that assigns GND subject headi...

Ahead of Print in BFP: ALIMA, a RAG-based LLM system for subject indexing, is a prototype that assigns GND subject headings and DK/RVK classes via LLMs, reducing cataloguing worklo...

LLM RAG

9

Dev.to tutorial Jul 3

What a Production RAG System Actually Looks Like After 18 Months

I want to write the post I wish existed when I started building enterprise RAG systems. Not a...

RAG

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Dev.to tutorial Jul 3

Building RAG-Powered AI Agents with AgentCore: What the Hands-On Tutorials Don't Tell You

Your vector database is returning results. Your retrieval pipeline is clean. But when you connect...

RAG

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Mastodon discussion Jul 3

OpenAI-compatible API smoke testBefore moving an SDK, agent, or RAG workflow to an OpenAI-compatible API, run one tiny n...

OpenAI-compatible API smoke testBefore moving an SDK, agent, or RAG workflow to an OpenAI-compatible API, run one tiny non-streaming cURL first.Prove base URL, key, model ID, balan...

OpenAI RAG API

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Dev.to tutorial Jul 3

A RAG evaluator that admits what it can't judge

Fail-closed groundedness, deterministic corroborators, and a self-test — because an evaluator should...

RAG

12

Dev.to tutorial Jul 2

Why “Please Don’t Make Recommendations” Is Not a Guardrail for RAG

You built a system to surface information so a person could decide. Somewhere it started deciding for...

RAG Safety/Alignment

12

Mastodon discussion Jul 2

【ハンズオン】AgentCore最新機能でRAG & AIエージェント構築に入門！https://qiita.com/minorun365/items/7d06434cf830df9c54ff?utm_campaign=popular_it...

【ハンズオン】AgentCore最新機能でRAG & AIエージェント構築に入門！https://qiita.com/minorun365/items/7d06434cf830df9c54ff?utm_campaign=popular_items&utm_medium=feed&utm_source=popular_items#qiita #AWS #AI ...

RAG

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Dev.to tutorial Jul 2

GraphRAG vs. RAG: When Knowledge Graphs Earn Their Complexity

Vector search tells you which chunks are similar to your query. GraphRAG tells you how entities in...

RAG

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Mastodon discussion Jul 1

RAG, or Retrieval-Augmented Generation, is a technique in AI that allows models to read and incorporate information from...

RAG, or Retrieval-Augmented Generation, is a technique in AI that allows models to read and incorporate information from documents when generating responses. This enhances accuracy...

OpenAI RAG

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Dev.to tutorial Jul 1

Semantic Observability: Engineering Reliability for Production RAG

It is a noticeable thing when a microservice fails. It is either a null pointer exception in a Java...

RAG

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Dev.to tutorial Jul 1

Why vector-only RAG is weak for coding agents

Building Droste: a local structural + semantic code-memory engine for MCP agents AI coding agents...

RAG

12

Mastodon discussion Jul 1

Делюсь опытом: ИИ-агент на Claude без LangChain и RAG — разбор архитектуры и развилокДелюсь опытом: собрал прод-агента н...

Делюсь опытом: ИИ-агент на Claude без LangChain и RAG — разбор архитектуры и развилокДелюсь опытом: собрал прод-агента на Claude для небольшой студии дизайна интерьера. Чат отвечае...

OpenAI Anthropic RAG

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Mastodon discussion Jul 1

65 бесплатных уроков июля: от LLM и RAG до Kubernetes, Go и QAПрофессиональный рост часто упирается в конкретные слепые ...

65 бесплатных уроков июля: от LLM и RAG до Kubernetes, Go и QAПрофессиональный рост часто упирается в конкретные слепые зоны: где демо AI-агента расходится с продакшеном, как выбир...

LLM RAG

9

Dev.to tutorial Jul 1

1024-token RAG chunks cut my storage cost in half — and nearly doubled my Claude bill

Cloudflare Vectorize에서 청크 크기를 256·512·1024 토큰으로 바꿔가며 지연·품질·비용을 직접 측정한 1인 SaaS 운영자의 실험 기록. 정답은 없고 트레이드오프만 있었다.

Anthropic RAG

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