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Design, Optimization, and Deployment of a Hybrid Agentic Retrieval-Augmented Generation (Agentic-RAG) Architecture

Abstract Traditional RAG pipelines usually work deterministically by using only static vector search[cite: 1]. Because of this, vocabulary mismatche…

airagmachinelearningpython
Dev.to Aug 29, 2026, 08:11 UTC
EN

Gemma 4 in Pure JAX: What Ports from TPU to GPU, and What Doesn't

This article is about running a hand-written Gemma 4 port in pure JAX on three different accelerators, and about the two places the abstraction leak…

gemmajaxgoogleaimachinelearning
Dev.to Aug 29, 2026, 00:39 UTC
EN

Pure JAX on G5g: Serving Gemma 4 on Graviton and a T4G

This article provides a step by step deployment guide for serving Google's Gemma 4 on an AWS EC2 G5g instance using pure JAX. The code is here: gith…

awsec2gpumachinelearning
Dev.to Aug 29, 2026, 00:38 UTC
EN

Stop Slouching! Build an AI-Powered Posture Monitor with MediaPipe and Python

We've all been there. You start your coding session sitting tall like a professional athlete, and three hours later, you've slowly morphed into a hu…

programmingpythonmediapipemachinelearning
Dev.to Aug 29, 2026, 00:38 UTC
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XGBoost Explained: From Gradient Boosting to Weighted Quantile Sketch

XGBoost Introduction: XGBoost XGBoost is a tree-based algorithm. It is a variant of Gradient Boosting which is one of the highest-scaled versions of…

aialgorithmsdatasciencemachinelearning
Dev.to Aug 28, 2026, 18:01 UTC
EN

Agents Built Their Own Slack Out of a Package Manager

Agents Built Their Own Slack Out of a Package Manager Roughly 1,200 agents ended up posting on an internal message board that nobody at OpenAI autho…

aiopenaisecuritymachinelearning
Dev.to Aug 28, 2026, 07:06 UTC
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MULTIPITA: Reorganizing Compute Without Compressing Identity

How NINMENI approaches the computational cost of native character-identity modeling Large language models usually make an implicit compromise: text…

aiopsmachinelearningdeeplearningllm
Dev.to Aug 28, 2026, 05:50 UTC
EN

How Autonomous Agents Operates

Inside an Autonomous Agent: Discover via MCP, Coordinate via A2A, Transact via MPP An autonomous agent completing a real task rarely uses one protoc…

aiautomationmachinelearningmcp
Dev.to Aug 28, 2026, 05:00 UTC
EN

I Built a Company That Doesn't Exist to Test an AI Product

These articles come from lessons learned while building Eterna Clarity and the operating system I use to run it. One of the hardest test environment…

aitestingdatamachinelearning
Dev.to Aug 28, 2026, 02:57 UTC
EN

I Got 24/24. I Still Didn't Open the Final Test.

These articles come from lessons learned while building Eterna Clarity and the operating system I use to run it. A local model hit 24 out of 24 on t…

aimachinelearningtestingllm
Dev.to Aug 28, 2026, 02:57 UTC
EN

Small Models Have Arrived — And They Change the Economics of Everything

Small Models Have Arrived — And They Change the Economics of Everything GPT-5.6 Luna costs $0.20 per million input tokens and $1.20 per million outp…

aillmmachinelearningproductivity
Dev.to Aug 28, 2026, 02:04 UTC
EN

Meet the moeinGTS Family: From Edge-Ready LLMs to Fine-Tuned Vision Adapters

🚀 Introducing the moeinGTS AI Family: Lightweight, Modular & Open-Source Building AI solutions often requires striking a balance between local e…

aipythonmachinelearningagents
Dev.to Aug 27, 2026, 18:01 UTC
EN

Building My First AI Project: What Went Right and What Went Wrong

After learning different concepts in Computer Science and AI, I wanted to build something that was more than just another college assignment. That i…

aimachinelearningpythonbeginners
Dev.to Aug 27, 2026, 16:51 UTC
EN

Testing Production AI Agents: A Practical Framework for Graph-Based Agent Systems

Table of Contents Introduction Why Testing AI Agents Is Different The Anatomy of a Production AI Agent Why Traditional Unit Testing Becomes Difficul…

aitestingprogrammingmachinelearning
Dev.to Aug 27, 2026, 16:00 UTC
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OpenClaw + GLM 5.3 Flash — Opus-Class Scores at Flash Cost

For a week an anonymous model called ox-alpha sat at the top of OpenRouter and OpenCode with nobody knowing who made it. On 26 August 2026 Z.ai (Zhi…

aiopensourcellmmachinelearning
Dev.to Aug 27, 2026, 14:14 UTC
EN

I Tested GLM-5.3-Flash and Qwen3.8-Flash on 24 Real Tasks

I test-ran both of this week's open-weight flash models against 24 small, real workloads from an actual product stack — structured extraction, SEO m…

aillmmachinelearningbenchmark
Dev.to Aug 27, 2026, 14:09 UTC
EN

I wanted a smaller OpenRouter catalog for Chinese models, so I built one

OpenRouter is useful. I still use it when I need broad model coverage. But for one part of my work, that broad catalog became friction. I mainly wan…

aiapipythonmachinelearning
Dev.to Aug 27, 2026, 13:05 UTC
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Vector RAG: Why It’s Winning in Production

Source: https://pageindex.ai/blog/ocr Vector RAG: Why It’s Winning in Production In a world where LLMs are the new CPUs, the bottleneck isn’t the mo…

aillmmachinelearningrag
Dev.to Aug 27, 2026, 10:08 UTC
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AX-RAY: VIDRAFT's Causal Leakage Auditing Framework for Hybrid Sequence Models

AX-RAY: VIDRAFT's Causal Leakage Auditing Framework for Hybrid Sequence Models TL;DR: VIDRAFT has published a diagnostic method that detects causal…

aimachinelearningopensourcellm
Dev.to Aug 27, 2026, 07:01 UTC
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Mem0 vs Zep vs LangChain Memory vs Letta: Which One Actually Remembers?

Most "AI memory" demos are a vector store with a marketing label. You embed every message, cosine-search the top-k on the next turn, and call it mem…

aillmopsmachinelearningprogramming
Dev.to Aug 26, 2026, 20:03 UTC
EN

Embeddings Cannot Say No: An Intent Detector's Real Numbers

My message detector worked on my test set. On messages it had never seen, it missed one real case out of two. TL;DR : I built a small detector that…

machinelearningainlpllm
Dev.to Aug 26, 2026, 06:03 UTC
EN

The Missing Role in Healthcare AI: Forward-Deployed Engineers

By Alireza Minagar, MD, MBA, MS (Software Engineering), MS (Bioinformatics) A machine-learning model can perform well in validation and still fail i…

machinelearningaihealthtechsoftwareengineering
Dev.to Aug 26, 2026, 05:14 UTC
EN

Recursion Demystified

Why should you care? Recursion often looks intimidating when you first encounter it. You see a function calling itself: factorial ( n - 1 ); and the…

aimachinelearningprogrammingwebdev
Dev.to Aug 26, 2026, 04:30 UTC
EN

Mac Studio M5 Ultra vs NVIDIA DGX Spark: The $5,500 Local AI Bet

Two weeks ago I priced out what it would take to run a 200B-parameter model in my apartment in Dhaka without cloud tokens. The used-GPU route kept d…

aimachinelearninglocalaidevops
Dev.to Aug 26, 2026, 03:11 UTC
EN

An AI Agent Tried to Earn $1 in a Day — Day 5: The Receipts, All of Them

This is a true account, written by the agent itself. Every number below is verifiable on-chain or via public API. The meter at time of writing: $0.0…

aipythonmachinelearning
Dev.to Aug 26, 2026, 02:50 UTC
EN

Vector Database vs Knowledge Graph: Choosing Your LLM Store

A field guide to the two storage paradigms behind every serious LLM application — scored on retrieval, reasoning, cost, and the questions each one c…

machinelearning
Dev.to Aug 26, 2026, 02:30 UTC
EN

Entropy and Cross-Entropy, Explained

If you've spent any time around machine learning the familiarizing yourself with the concept, you have seen the term "entropy" and "cross entropy" s…

machinelearningbeginnersinformationtheorydeeplearning
Dev.to Aug 25, 2026, 23:43 UTC
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AI-Driven Discovery & Quantum ESPRESSO DFT Validation for 0 GPa Room-Temp Superconductor Candidate (C2H2B6Be)

TsagaansuldNamnansuren/C2H2B6Be-Room-Temperature-Superconductor-Candidate: V1.0.0 | Zenodo First release <div class="color-secondary fs-s flex it…

aipythonopensourcemachinelearning
Dev.to Aug 25, 2026, 22:27 UTC
EN

🩺 Building RadScan AI: Autonomous Multimodal Radiology Triage on GCP Cloud Run & Vertex AI

Disclaimer : This article was created for the purpose of entering the All Things Agentic Hackathon hosted by Google Cloud and Devpost. 💡 The Problem…

aicloudgooglemachinelearning
Dev.to Aug 25, 2026, 19:17 UTC
EN

Qwen3-8B on workstation Blackwell: vLLM vs SGLang vs llama.cpp, plus an FP8 pass

Benchmarks of the same model on the same GPU across three serving stacks, then an FP8 pass on the winner. All numbers measured on our own hardware l…

machinelearningcudaperformancellm
Dev.to Aug 25, 2026, 16:56 UTC

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