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dev.to > ramya_perumal_e93721ef2fa > rag-meta-filtering-and-reranking-22i1

RAG - Meta Filtering and Reranking

46+ min ago  (509+ words) Generally, when a user asks a query, the system searches for the relevant chunks stored in the vector database using cosine similarity. The better we can filter the data, the smaller the search space becomes, resulting in faster and more…...

Symbols: rag
MarkTechPost
marktechpost.com > 07/12/2026 > guide-to-loop-engineering

Guide to Loop Engineering: How 'autoresearch' and 'Bilevel Autoresearch' Turn AI Agents Into Autonomous Machine Learning ML Research Loops

2+ hour, 24+ min ago  (565+ words) Most people still use AI like a 2015 search box. You type, you read, you type again. A newer pattern replaces that manual back-and-forth with a loop. This guide explains loop engineering using two verified artifacts. The sources are Andrej Karpathy’s…...

Symbols: mcp
TechnoSports Media Group
technosports.co.in > purple-fabric-intellects-ai-spin-off > web-story

Purple Fabric: Intellect’s AI Spin-Off

3+ hour, 37+ min ago  (71+ words) TechnoSports Media Group Intellect Design Arena is supercharging its future by spinning off Purple Fabric into an independent AI powerhouse. With 550 domain-aware agents and 95% accuracy, this Enterprise Intelligence OS is ready to dominate. New CEO Deepak Dastrala is ditching corporate…...

Symbols: nvda,eqix,intc,mcp,plug,btc-usd
DEV Community
dev.to > valerykot > documents-arent-bags-of-chunks-3cha

Documents Aren't Bags of Chunks

1+ hour, 51+ min ago  (574+ words) Imagine taking a technical specification and cutting it with scissors every five hundred words. No attention to headings. No respect for sections. No care for where a thought begins and ends. Yet this is remarkably close to what many retrieval…...

Symbols: rag
TechnoSports Media Group
technosports.co.in > master-ai-logic-the-prompt-chaining-revolution > web-story

Master AI Logic: The Prompt Chaining Revolution

5+ hour, 8+ min ago  (75+ words) TechnoSports Media Group Ditch monolithic prompts! The future of enterprise AI is Prompt Chaining. By breaking complex tasks into sequential, modular steps, developers are eliminating hallucinations and boosting output accuracy. Think of each prompt as a code function—verify, validate,…...

Symbols: llms,rag,llm,cot
DEV Community
dev.to > officialbidisha > i-built-a-simple-rag-app-with-langchain-openai-and-pinecone-j73

I Built a Simple RAG App with LangChain, OpenAI, and Pinecone

2+ hour, 55+ min ago  (1693+ words) Large language models know a lot, but they do not automatically know the contents of our private files, company documents, notes, or recently written articles. In this project, I built a small RAG application that: Python for the application LangChain…...

Symbols: rag
DEV Community
dev.to > bursani > an-llm-agent-just-ran-a-full-ransomware-attack-no-human-operator-42ma

An LLM agent just ran a full ransomware attack. No human operator.

3+ hour, 9+ min ago  (462+ words) Sysdig published the JadePuffer report this month and it changes the conversation about AI security. This wasn't a jailbreak. Nobody tricked a chatbot. Someone built an offensive AI agent, pointed it at a network, and let it run. The agent…...

Symbols: llm
DEV Community
dev.to > mtoren > prompt-injection-as-a-controldata-boundary-problem-422a

Prompt Injection as a Control/Data Boundary Problem

2+ hour, 57+ min ago  (586+ words) Prompt injection is often described as an LLM behavior problem. The model is too obedient. The prompt is not strict enough. The system message needs better wording. The model needs to distinguish instructions from data more reliably. All of that…...

Symbols: ipi,llms
Kaidera
kaidera.ai > technology

Technology — Kaidera

8+ hour, 53+ min ago  (897+ words) Business-facing deep dives into how Kaidera coordinates work, memory, models, controls, and review. Local app, Cortex memory, worker teams, model providers, licensing, and operations. If you allow measurement, Kaidera will collect first-party website analytics such as page views, CTA clicks,…...

Symbols: iot
DEV Community
dev.to > mudassirworks > stop-using-langchain-for-simple-llm-tasks-the-raw-anthropic-sdk-is-cheaper-and-clearer-4lo1

Stop Using LangChain for Simple LLM Tasks: The Raw Anthropic SDK Is Cheaper and Clearer

3+ hour, 18+ min ago  (671+ words) If you reach for LangChain every time you wire up a new LLM call, you are not alone. Most teams do it. The problem is that for simple tasks, that reach costs you in tokens, in debugging time, and in…...

Symbols: llms
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