#Instinct GPU
50 related articles
·3 min
NVIDIA's Dual-Tower Diffusion Language Model Explained: How Freezing Half the Network Achieves 2.4× Speedup
NVIDIA's dual-tower diffusion LM freezes the context tower while fully retraining the denoiser, achieving 2.4× speedup with 98.7% quality retention. A deep dive into the architecture, performance, and fragility.
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·2 min
6-Day Open Source AI Agent: Natural Language-Driven Android Automation Testing
Veta is an open source AI testing agent: just describe your test goal in natural language and it autonomously plans, executes, verifies, and reports Android test results — no scripts needed.
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·2 min
AI Agents Are Taking Over Scientific Research — Where Should Graduate Students Focus Their Competitive Edge?
AI Agents are taking over experiment design, execution, and paper writing. Learn how graduate students can redirect their competitive edge in the age of automated research.
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·6 min
The Frontier of AI Interpretability Research: Opening the Neural Network Black Box
An in-depth look at AI interpretability research: from chain of thought and probes to sparse autoencoders, exploring how scientists understand neural network internals and assess AI alignment and safety.
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Structured Information Extraction with…
·3 min
Structured Information Extraction with Local 7B Quantized Models: Root Cause Analysis and Engineering Optimization
Using Qwen 2.5 7B quantized locally to extract 60+ fields from insurance/financial contracts? Learn why it struggles and how task splitting, RAG, GBNF, and smarter chunking can fix it.
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·2 min
Anthropic's Repeated Fable Delays: Compute Bottleneck or Marketing Tactics?
Anthropic's Fable model keeps getting last-minute access extensions, sparking Reddit backlash. We break down the compute constraints, competitive pressure, and scarcity marketing at play.
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·3 min
Understanding RAG from Scratch: A Complete Guide to Retrieval-Augmented Generation
RAG (Retrieval-Augmented Generation) is a key technology for solving LLM hallucinations. This guide breaks down how RAG works, its advantages, and real-world use cases — no math required.
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·2 min
Reproducing GitHub Projects from Scratch: A Complete Guide to Environment Setup and Practical Pitfall Avoidance
Reproducing GitHub projects isn't just git clone. This guide covers project evaluation, conda setup, dependency installation, running .sh scripts on Windows, and debugging tips.
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·7 min
Building a Published App with Zero Code in Four Days: A Complete HarmonyOS Development Journey
A tech blogger with zero programming knowledge built a retro DV app in four days using AI tools like Cursor and Codex, and got it published on Huawei App Gallery. A full vibe coding walkthrough.
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·3 min
DeepSeek-V4 Flash RL Training Successfully Ported to AMD MI355X GPU: A Complete Breakdown
The Miles team and AMD announce the full port of DeepSeek-V4 Flash RL training to AMD Instinct MI355X GPUs on ROCm, boosting AIME pass@1 from 0.39 to 0.49—a milestone for compute ecosystem diversity.
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·4 min
Demystifying Unified Memory Architecture: How Mini PCs Run 70B Large Models
Why can a mini PC with unified memory run a 70B model while an RTX 4090 can't? A deep dive into the VRAM wall and unified memory architecture for smarter local AI hardware choices.
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·3 min
From IT Support to AI Engineer: A Real NCA-GENL Certification Journey and Lessons Learned
A real NCA-GENL study journal from an IT-support-turned-AI-engineer: 50+ scenario questions, 7-week prep, and a brutal 40% on Trustworthy AI. Covers Transformer concepts, NVIDIA tools, and what actually works.
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·4 min
Microsoft 365 Price Hike of 42%: AI Feature Bundling and What Users Should Do
Microsoft 365 prices rise up to 42%, driven by Copilot AI integration. We analyze the compute cost logic, enterprise impact, and whether Google Workspace alternatives are worth switching to.
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·6 min
Getting Started with Vibe Coding: Building Software with Natural Language from Scratch
Vibe Coding lets you build software with no coding background—just talk to AI in natural language. Learn its core ideas, learning path, and practical tools.
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·6 min
AMD MI355X Running GLM5.2: Inference Costs at Half of NVIDIA Blackwell
AMD MI355X achieves 2,626 tokens/sec throughput running GLM5.2 at half the TCO of NVIDIA Blackwell. Deep analysis of the technical logic, ROCm ecosystem progress, and market implications.
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·3 min
Liang Wenfeng and DeepSeek: How an Idealist Is Disrupting Global AI with Algorithmic Efficiency
Why did DeepSeek go open-source? How does a 300-person team beat tech giants? A deep dive into Liang Wenfeng's logic: flat org, algorithmic efficiency, and open-source disruption.
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·5 min
Reproducing GitHub Projects from Scratch: A Practical Step-by-Step Guide
A complete guide to reproducing GitHub projects from scratch: due diligence, virtual environments, dependency installation, script interpretation, and breakpoint debugging — helping grad students and junior developers run others' code efficiently.
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Open-Source PDF Parsing Engine: 20ms S…
·2 min
Open-Source PDF Parsing Engine: 20ms Smart Classification, Pure Rust Implementation 3x Faster Than the Competition
An open-source PDF parsing engine that classifies documents in 20ms and runs 3x faster than top alternatives. Built in pure Rust with smart OCR routing for RAG systems.
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·2 min
Getting Started with LLM Fine-Tuning: Teaching AI New Tricks with Your Own Data
A detailed guide to LLM fine-tuning: core concepts, three key characteristics, and when to use it. Learn how to train a specialized AI model with small, high-quality datasets, plus comparisons with RAG and prompt engineering.
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·2 min
AMD Stock Breaks $500: A Deep Dive into the AI Chip Competitive Landscape
AMD stock breaks $500, hitting a new all-time high. Deep analysis of AMD's AI chip strategy, competition with NVIDIA, MI300X advantages, and potential risks.
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