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DEV Community
dev. to > natarajan_murugesan_b00c4 > build-a-practical-ai-agent-with-gemma-4-real-tools-and-a-local-llm-31k4

Build a Practical AI Agent with Gemma 4, Real Tools, and a Local LLM

1+ hour, 13+ min ago  (667+ words) How to combine Tavily, Open Weather Map, and Lang Graph into a clean local-first workflow Most local LLM demos are either too simple to be useful or too complex to reuse. I wanted something in the middle: a practical AI…...

DEV Community
dev. to > rohan_patil_29115 > building-a-fully-offline-voice-ai-coding-assistant-ai-ide-with-whisper-llama-3-2ipk

I Built a Fully Offline Voice AI Coding Assistant (AI IDE) with Whisper & Llama 3

1+ hour, 12+ min ago  (480+ words) This system runs 100% locally " no cloud APIs, no data leakage, full privacy. AI IDE is a voice-enabled coding assistant that allows developers to interact with their development environment using natural voice commands. Vox AI IDE is a voice-enabled AI coding…...

DEV Community
dev. to > 0x41/41/4141 > in-the-ai-age-java-is-more-relevant-than-ever-4d97

In the AI age, Java is more relevant than ever

1+ hour, 25+ min ago  (488+ words) Powerful, scalable, reliable, cost-efficient, and ready to be your next AI language, Java can help modernize critical enterprise applications. Java is the language used throughout enterprise platforms: ERPs, your ecommerce backends, analytics, logistics, and business workflows. You have decades of…...

DEV Community
dev. to > zeromathai > spatial-behavior-of-convolution-in-cnns-stride-padding-and-feature-maps-explained-7i2

CNN Spatial Behavior Explained: Convolution, Stride, Padding, and Output Size (With Intuition)

1+ hour, 52+ min ago  (151+ words) Most CNN issues are NOT about: If you've ever hit something like: This post is for you. Repeat " feature map This is why CNNs scale. Each filter learns ONE pattern. Multiple filters " multiple feature maps CNNs don't learn "images" " they…...

DEV Community
dev. to > somesh5368 > my-sales-agent-stopped-forgetting-heres-what-changed-when-i-added-hindsight-11ea

My Sales Agent Stopped Forgetting. Here's What Changed When I Added Hindsight.

2+ hour, 2+ min ago  (282+ words) The stack is deliberately minimal: " Hindsight by Vectorize " for persistent agent memory (retain, recall, reflect) " Groq (llama-3. 3-70b-versatile) " for fast LLM inference " Streamlit " for the conversational frontend " Python " for the orchestration layer The Flow in Code Here is the core…...

DEV Community
dev. to > zeromathai > image-classification-explained-why-k-nn-breaks-and-linear-classifiers-matter-106h

Image Classification Explained " Why k-NN Breaks and Linear Classifiers Matter

2+ hour, 35+ min ago  (473+ words) Image classification sounds easy until you remember that a computer never sees "objects." It only sees pixel arrays. This post explains why that makes k-NN a useful but limited baseline, and why linear classifiers are the point where real learning…...

v LLM Docs
docs. vllm. ai > en > latest > api > vllm > model_executor > kernels > linear > mxfp8 > emulation

emulation

23+ hour, 9+ min ago  (10+ words) v LLM Docs Software emulation fallback for MXFP8 (dequant to BF16)....

DEV Community
dev. to > zeromathai > regularization-in-machine-learning-how-to-actually-prevent-overfitting-l1-l2-dropout-1dph

Regularization in Machine Learning " How to Actually Prevent Overfitting (L1, L2, Dropout)

3+ hour, 32+ min ago  (108+ words) What is regularization in machine learning, and how do you actually prevent overfitting in practice? This guide explains L1 vs L2, dropout, and early stopping with real-world intuition and code. You train a model: Powerful models memorize by default. E_aug(w) = E_train(w) + "(w) Fit the data,…...

DEV Community
dev. to > bsd > querying-your-test-results-with-opensearch-mcp-51no

Querying Your Test Results with Open Search MCP

4+ hour, 25+ min ago  (983+ words) Ask your Open Search data questions in plain English using any MCP-compatible AI assistant. In the previous part of this series, every Robot Framework test result was streamed into Open Search the moment it completed " failures visible in a live…...

v LLM Docs
docs. vllm. ai > en > latest > api > vllm > model_executor > kernels > linear > mxfp8

mxfp8 - v LLM

23+ hour, 9+ min ago  (28+ words) mxfp8v LLM Docs Configuration for an MXFP8 linear layer. All MXFP8 layers share the same structure: FP8-E4 M3 weights with uint8 (E8 M0) per-block scales at block size 32....