Aionda

RAG

Retrieval, vector databases, and practical knowledge grounding.

40 articles · Page 2 / 2

This topic is less about “better search” and more about reducing confident wrong answers.
Retrieval quality, privacy/security, freshness, and operating cost are the core levers.

Practical checks

Many “model” failures are actually retrieval failures—debug retrieval first.
Without clear data access and PII policy, RAG projects often stall in operations.
If freshness matters, design re-index cadence and evidence display together.

All Articles

Cloudflare Converts HTML Pages Into Markdown For Agents

llm

TrustedFeb 12, 20262026-02-12

Cloudflare Converts HTML Pages Into Markdown For Agents

Cloudflare’s “Markdown for Agents” converts requested HTML pages to Markdown, easing RAG inputs while raising citation, control, and injection risks.

Trick Questions Expose Hallucination Risks Across Popular AI Models

agi

NewsFeb 12, 20262026-02-12

Trick Questions Expose Hallucination Risks Across Popular AI Models

ZDNET tests six popular AIs with trick questions, highlighting hallucination risk and why teams need RAG, CoT, self-checks, and evaluation rules.

Addressing Security Vulnerabilities in AI Generated Code and Development

hardware

CommunityFeb 4, 20262026-02-04

Addressing Security Vulnerabilities in AI Generated Code and Development

With 40% of AI-generated code having vulnerabilities, developers must shift from writing to reviewing and validating code.

Understanding Hallucination Causes and Improving Reliability in LLMs

hardware

CommunityFeb 4, 20262026-02-04

Understanding Hallucination Causes and Improving Reliability in LLMs

Analyzes causes of LLM hallucinations and suggests reliability strategies using RAG architecture and fact-checking metrics.

Securing Autonomous Agents Beyond Prompt Guardrails With Boundary Controls

llm

NewsFeb 4, 20262026-02-04

Securing Autonomous Agents Beyond Prompt Guardrails With Boundary Controls

Establish boundary-based AI governance to control autonomous agent actions beyond prompt guardrails and secure assets.

Solving LLM Detail Overfocus With Advanced Context Engineering Techniques

llm

CommunityFeb 2, 20262026-02-02

Solving LLM Detail Overfocus With Advanced Context Engineering Techniques

Analyze LLM detail overfocus and explore technical solutions like AdvancedIF benchmarks, reranking, and prompt compression.

$Designing Independent RAG Architectures for Mathematical AI Learning$ llm

CommunityFeb 1, 20262026-02-01

Designing Independent RAG Architectures for Mathematical AI Learning

Design RAG-based math AI using data isolation and structured prompting to improve accuracy and ensure model independence.

The Evolution of AI Tutors Powered by RAG Technology

llm

CommunityJan 29, 20262026-01-29

The Evolution of AI Tutors Powered by RAG Technology

Explore the evolution of AI tutors using RAG technology and practical strategies to ensure accurate learning results.

Puma Browser Empowers Mobile Users With Local AI Models

llm

NewsJan 24, 20262026-01-24

Puma Browser Empowers Mobile Users With Local AI Models

Puma Browser runs local AI models offline on mobile devices using WebGPU to ensure user data privacy.

google

NewsJan 23, 20262026-01-23

Google Fast Pair Vulnerability WhisperPair Allows Audio Hijacking Attacks

Discover the WhisperPair vulnerability in Google Fast Pair and essential security steps to prevent Bluetooth audio hijacking.

AI Integration in Browsers and the Fight for User Sovereignty

llm

NewsJan 22, 20262026-01-22

AI Integration in Browsers and the Fight for User Sovereignty

Analyze privacy issues from browser AI integration and explore user resistance and global policy frameworks.

openai

TrustedJan 18, 20262026-01-18

OpenAI Launches ChatGPT Go Featuring New GPT-5.2 Instant Model

OpenAI launches ChatGPT Go for $8, featuring the GPT-5.2 Instant model with a 256k context window and enhanced reasoning.

Accelerating RAG Performance with Intel CPUs and fastRAG Framework

rag

TrustedJan 18, 20262026-01-18

Accelerating RAG Performance with Intel CPUs and fastRAG Framework

Discover how Intel CPUs and fastRAG optimize RAG performance. Leverage AMX and OpenVINO to boost embedding efficiency and reduce costs.

openai

TrustedJan 18, 20262026-01-18

OpenAI Launches Dedicated Healthcare Enterprise Platform for Clinical Support

OpenAI unveils a healthcare platform with enhanced security and EHR integration to optimize clinical and administrative tasks.

AI Hallucination: Inherent Limits and Practical Strategies

ai 환각

CommunityJan 12, 20262026-01-12

AI Hallucination: Inherent Limits and Practical Strategies

Explore the technical causes and impacts of AI hallucination. Learn practical mitigation strategies like Retrieval-Augmented Generation (RAG) and critical verification for reliable AI use.

llm hallucination

CommunityJan 12, 20262026-01-12

Deconstructing LLM Hallucination: A Structural Output Approach

Analyzes how a 3-step structural output design mitigates LLM hallucination by enforcing verifiable facts and logical reasoning, with practical application guides.