Retrieval‑Augmented Memory Reduces Sliding‑Window Limitations in Video Models
VideoMLA’s low‑rank latent KV cache cuts KV‑cache demand by roughly 90 % and LongLive‑RAG’s retrieval‑augmented memory helps mitigate the temporal dri…
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How much VRAM do you actually need to run Llama 3 or Gemma locally?
Every few days someone in a local LLM thread asks the same question: "will this run on my 3060?" And the answers are almost always vibes. "Should be f…
How I Cut Speech-to-Text Costs by 60% Without Killing Quality
How I Cut Speech-to-Text Costs by 60% Without Killing Quality I've been running transcription pipelines in production for the better part of a decade,…
How I Built Production-Grade AI Systems While Still a Student
🚀 Hello, DEV Community! I'm Nader Al Shawki , a final-year AI Engineering student at Al-Razi University, Yemen. This is my first post here, and I'm ex…
The Architecture of Dreams: A Deep Dive into Text-to-Video AI in 2026
The landscape of generative artificial intelligence has shifted dramatically over the past few years. What began as a series of experimental, often su…
Is FAANG Becoming MANGO in the AI Era?
Is FAANG Becoming MANGO in the AI Era? For years, FAANG was the gold standard for innovation and engineering excellence. If you were a developer, work…
Karpathy's "Autoresearch" Just Went Viral — Here's How Software Engineers Can Actually Use the Pattern at Work
Forget neural networks for a second. The real idea inside this repo is a blueprint for letting AI agents run unattended overnight — and it maps onto p…
RLAIF Is Eating RLHF — Here Are the Four Places Human Feedback Still Wins
RLAIF is having a moment. Walk through any alignment paper or vendor pitch from the last six months and you'll see the same claim: replace your human …
Stop Shipping ML Models With Bare Floats: A Deep Dive Into Statistically Rigorous Model Evaluation
Stop Shipping ML Models With Bare Floats Every week, somewhere, a team makes a deployment decision that looks like this: Model A: AUROC = 0.847 Model …
Building Production Multi-Agent Systems with Claude
Building Production Multi-Agent Systems with Claude Meta: Learn how to architect production-grade multi-agent systems using Claude API. Covers orchest…
Xiaomi's MiMo Code gets better as tasks get harder. Here's how.
Xiaomi's MiMo team just open-sourced MiMo Code — a terminal coding agent built on top of OpenCode, MIT licensed. The pitch isn't raw benchmark numbers…
I Spent Two Weeks Pitting Qwen 3 Max Against DeepSeek V4
I Spent Two Weeks Pitting Qwen 3 Max Against DeepSeek V4 I want to tell you about a rabbit hole I fell into recently. It started the way most of my pr…
Loop Engineering: The Next Step After Prompt Engineering for AI Agents
Loop Engineering: The Next Step After Prompt Engineering for AI Agents The AI development landscape has undergone a fundamental shift. For years, prom…
Your UMAP Looks Great. But Can You Prove the Annotation Is Correct?
How I built a production scanpy pipeline that does not just annotate single-cell data -- it measures how accurately it did so, where it fails, and why…
How to Fine-Tune LLMs on Your Own Data: Open-Source Models, RL Environments, and Evals
If you use LLMs long enough, you hit the same wall. The frontier model is impressive, but it is not always the best model for your job. It may be too …
Your AI agent has amnesia. Here's the file architecture I use to fix it.
Most agents I build start life the same way: capable, fast, and completely amnesiac. They have no opinions, no voice, and they forget everything the m…
Predictive Alpha: Pipeline Engineering for Real-Time Machine Learning Inference
Most retail algorithmic trading bots rely heavily on legacy technical analysis indicators—think RSI, MACD, or Bollinger Bands. While these indicators …
Gemini Prototyping, AI Code Migration Agents, and LLM Transparency Insights
Gemini Prototyping, AI Code Migration Agents, and LLM Transparency Insights Today's Highlights Today's highlights include Google Gemini's rapid app pr…
Build a Private AI App Platform with Dify and Ollama
Build custom AI apps - chatbots, RAG pipelines, and agents - entirely on your own hardware with Dify and Ollama. No monthly fees, no data leaving your…
Hillock: A brain-inspired, CPU-bound memory gate for local LLMs
Hi everyone, I've been hacking on a local personal memory system called Hillock . Honestly, it's very much a work in progress and it isn't some flawle…
AI Agents Explained: The Impact of Autonomous Systems on Software Engineering
Introduction Artificial intelligence is now much more advanced than chatbots. With little assistance from humans, modern AI systems are capable of rea…
I Got Fired After Giving Feedback About a System That Was Already in Production
The system was in production. It worked. And it was built without version control, using Perl scripts, ad-hoc PHP files, PostgreSQL stored procedures,…
The Developer's Guide to AI Code Review Tools That Don't Lock You In
Here's the thing: the Developer's Guide to AI Code Review Tools That Don't Lock You In I used to dread code review. Not because reviewing code is bad …
Running Chinese LLMs at Scale: A Cloud Architect's Notes
Running Chinese LLMs at Scale: A Cloud Architect's Notes I want to talk about something I've been wrestling with on real production workloads: the fou…
Python for Machine Learning: The Complete Roadmap Nobody Told You About
When I first started exploring Machine Learning, I made the same mistake most beginners do — I jumped straight into neural networks and model training…
Why Prompts Fail in Production (and the 4 Failure Vectors)
Originally published on AI School — free AI & ML courses, no signup. This is lesson 1 of the free course Prompt Patterns That Survive Production .…
I Cut Our Image Captioning Costs 60% — Here's the Backend Story
Check this out: i Cut Our Image Captioning Costs 60% — Here's the Backend Story Look, I'll be honest. Six months ago I didn't think twice about image …
Your AI agent remembers what sounds related, not what worked
I spent a couple of weeks asking people a pretty basic question. If you are actually running agents, past the demo, in something resembling production…
IA generator neural network models for microcontrollers
Hello, please let me know what you think of this AI web application for improvement. It allows you to generate trained neural network models for use w…
The $47K Mistake: What Your Fractional CTO Should Audit Before Lock-In
Originally published on AIdeazz — cross-posted here with canonical link. $47,000. That's what it will cost me to migrate away from a single vendor dec…