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DEV Community
dev.to > bytechef > your-documents-chunked-and-searchable-the-knowledge-base-in-bytechef-h9d

Your Documents, Chunked and Searchable: The Knowledge Base in ByteChef

1+ hour, 17+ min ago   (535+ words) Every team building with agents arrives at the same sentence: "It should know our stuff." The product docs. The runbooks. The policy PDFs. And the standard answer - RAG, retrieval-augmented generation - is conceptually simple: chunk the documents, embed the chunks, search…...

DEV Community
dev.to > gateofai > rag-knowledge-bases-precision-vs-breadth-1k2h

RAG Knowledge Bases: Precision vs Breadth

2+ hour ago   (1062+ words) 🚀 Technical Briefing: This tutorial is part of our deep-dive series on Agentic Workflows at Gate of AI. For the full technical breakdown, interactive code sandbox, and the native Arabic translation, visit the original article here. A retrieval-augmented generation system should…...

DEV Community
dev.to > raju_dandigam > i-built-agent-inspect-to-debug-typescript-ai-agent-trajectories-2jg6

I built agent-inspect to debug TypeScript AI agent trajectories

3+ hour, 42+ min ago   (627+ words) Turn one local TypeScript agent trace into an execution tree, deterministic CI checks, and reviewable Evidence v2—without an account or collector. Tagged with typescript, ai, agents, testing....

Towards Data Science
towardsdatascience.com > one-document-type-a-million-files-structured-extraction-into-the-sql-table-rag-queries

One Document Type, a Million Files: Structured Extraction into the SQL Table RAG Queries

9+ hour, 4+ min ago   (1842+ words) Enterprise Document Intelligence [Vol.1 #14C] - One hour with two people, six to ten fields, and the two signals that separate a real column from one that will break a filter later A lot of RAG work right now goes into letting…...

DEV Community
dev.to > strelok25dev > how-i-built-a-reliable-llm-pipeline-for-ad-creative-evaluation-with-strict-pydantic-contracts-376j

How I Built a Reliable LLM Pipeline for Ad Creative Evaluation (with Strict Pydantic Contracts)

6+ hour, 52+ min ago   (179+ words) Building a production LLM pipeline that evaluates ad creatives with strict Pydantic contracts, local inference, and binary compliance scoring. Tagged with python, llm, pydantic, ai....

Tech Insider
tech-insider.org

Multi-Cloud Observability: AWS vs Azure vs GCP [2026]

11+ hour, 48+ min ago   (1183+ words) This guide targets an Australian engineering audience running production or near-production workloads, so every step includes region notes for ap-southeast-2 (Sydney), australiaeast, and australia-southeast1 where it matters, plus AUD-adjusted cost framing where pricing is published in USD. Before starting, confirm…...

DEV Community
dev.to > merlonix > a-dead-mans-switch-that-pages-once-and-goes-quiet-is-worse-than-none-ours-went-silent-for-43-days-1f0n

A Dead-Man's Switch That Pages Once and Goes Quiet Is Worse Than None. Ours Went Silent for 43 Days.

8+ hour, 42+ min ago   (649+ words) So heartbeat monitoring looks trivial: store a timestamp on every ping, and if now - last_seen > expected_interval, fire an alert. It is about ten lines. And it is exactly those ten lines that will let 43 days of downtime pass without a second word…...

DEV Community
dev.to > amoydavid > ive-built-rag-infrastructure-several-times-last-week-was-the-first-time-i-actually-benchmarked-it-1fi2

I've Built RAG Infrastructure Several Times. Last Week Was the First Time I Actually Benchmarked It.

9+ hour, 54+ min ago   (749+ words) I have a confession, and I suspect I'm not alone in it: I've built RAG infrastructure multiple times, and until last week I had never benchmarked any of it. Unit tests, sure. Integration tests, sure. Everything green, every pipeline connected....

@hackernoon
hackernoon.com > better-embeddings-wont-fix-missing-provenance-in-rag

Better Embeddings Won???t Fix Missing Provenance in RAG

19+ hour, 15+ min ago   (1176+ words) Part 1 of 6: Building a production retrieval layer, one failure at a time. Someone asked our internal assistant how much parental leave they were entitled to. It answered immediately. Clear number, confident tone, and a citation pointing at a real document…...

DEV Community
dev.to > webx_2736 > stop-blaming-the-model-when-your-agent-repeats-the-same-mistake-44o3

Stop Blaming the Model When Your Agent Repeats the Same Mistake

12+ hour, 8+ min ago   (562+ words) Consider a typical coding-agent run. The model fixes an import error, the test suite passes, and the loop moves on to the next task. Twenty minutes later, a refactor reintroduces the exact same failure, and the agent approaches it as…...