#shared capacity
445 related articles
·4 min
DeepSeek Open-Sources DeepSpec: A Full-Stack Breakdown of Speculative Decoding
DeepSeek open-sources DeepSpec, a full speculative decoding training and evaluation toolkit featuring three draft model algorithms (Ego3, DeepFlash, DeepSpark), 12 checkpoints, MIT license, and 60–85% real-world speedup.
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·3 min
Qwen's Six-Generation Evolution: A Complete Breakdown from Architecture Innovations to the Reasoning Race
From Qwen1 to Qwen3-2507: a complete breakdown of six generations of evolution over two years — GQA, MoE, GRPO, dynamic thinking, and the core shift from architecture to reasoning.
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·4 min
Complete Guide to Running Claude Code on Amazon Bedrock
Complete guide to deploying Claude Code on Amazon Bedrock: environment setup, cross-region inference, prompt caching, cost attribution, Guardrails, and the Mantle endpoint for enterprise compliance.
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·3 min
The AI Video Agent Era: A Full Walkthrough of Creating a Professional Brand Film in Two Hours
LiblibTV's AI Agent feature tested end-to-end: from a one-sentence brief through storyboarding, Seed Audio music, and CapCut editing to a polished brand film in under two hours.
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·2 min
Husband-Wife Cereal Brand Uses OpenAI Codex to Build Enterprise-Grade Operations System
A founder couple used OpenAI Codex and GPT-5.6 to build an enterprise-grade ops dashboard for cereal brand Three Wishes — no technical co-founder needed.
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Can LLMs Really Understand Computer Ar…
·3 min
Can LLMs Really Understand Computer Architecture Papers? A Deep Dive into Comprehension Capabilities
Can LLMs truly understand computer architecture papers? This article analyzes core challenges—from surface pattern matching to deep reasoning—and defines their capability limits for researchers.
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·2 min
Gemini 3.5 Pro Spotted in Google AI Studio — Is a New Flagship Model Coming?
A Reddit user spotted "Gemini 3.5 Pro" listed as unrecognized in Google AI Studio. We break down the technical signals, naming logic, and strategic implications.
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Mira Murati's New Company Releases 975…
·2 min
Mira Murati's New Company Releases 975B Open-Weight Model, Targeting the Top Tier of AI Competition
Former OpenAI CTO Mira Murati's Thinking Machines Lab releases a 975B-parameter open-weight LLM, entering the global AI frontier. Analysis of its technical significance, open-weight strategy, and industry impact.
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Handwritten C/CUDA Inference Engine: P…
·2 min
Handwritten C/CUDA Inference Engine: Pushing Qwen 35B to the Limits on RTX 5090
A deep dive into a handwritten C/CUDA inference engine for Qwen 35B on RTX 5090 (Blackwell), covering quantization, FlashAttention kernels, and memory optimization.
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·1 min
Azure OpenAI Global Standard Deployment Latency Risks: A Production Environment Survival Guide
Deep dive into Azure OpenAI Global Standard shared-capacity latency risks: green health monitors but request timeouts, quota headroom but throughput collapse. Covers root causes, PTU hybrid deployment, and latency monitoring strategies.
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·3 min
AI Is Conquering World-Class Math Conjectures — Will Mathematicians Become "Curators"?
AI is cracking world-class math conjectures at scale — from IMO gold medals to the Langlands Program. Terence Tao says math has entered a "proof abundance" era, but AI can't judge research significance. The mathematician's edge is shifting from proving to curating.
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·7 min
OpenAI Loses Over $100 Billion a Year: How the AI Cost Paradox Is Devouring Tech Giants
Leaked financials show OpenAI's -122% operating margin — losing money on every sale. MIT research reveals 95% of enterprise AI investments yield zero returns. A deep dive into the AI cost paradox.
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·5 min
AI Coding Getting Worse With Every Edit? Skills v1.1 Reveals the Real Cause and Solution
AI code getting messier with edits? The root cause isn't weak model capability but a lack of context and process. A deep dive into Matt Pocock's Skills v1.1: grilling, vertical-slice tickets, TDD, and WebFinder.
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·4 min
Microsoft Teams Collaborative AI Agents: The Three-Pillar Framework of Manners, Privacy, and Polish
Microsoft Build deep dive: how to deploy AI agents in Teams multi-user collaboration. A three-pillar framework—Manners, Privacy, Polish—covering emoji reactions, targeted messages, Adaptive Cards, and more for enterprise agent developers.
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High-Bandwidth Flash (HBF): A New Path…
·2 min
High-Bandwidth Flash (HBF): A New Path to Breaking the AI Storage Bottleneck
High-Bandwidth Flash (HBF) bridges the gap between HBM and NAND, offering high-bandwidth weight storage at lower cost to tackle the memory wall bottleneck in large AI model inference.
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Block Low-Rank Compression: A Guide to…
·2 min
Block Low-Rank Compression: A Guide to Accelerating Large Model Inference on Memory-Constrained GPUs
Learn how Block Low-Rank (BLR) decomposition compresses large model memory usage and accelerates GPU inference, including CUDA kernel optimization and combination with quantization and pruning.
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·2 min
Grok 4.5 vs Composer 2.5: Real-World Code Benchmark — Who Wins?
A developer benchmarked Grok 4.5 High vs Composer 2.5 on real Terraform/AWS bug fixes. Composer 2.5 won decisively — even beating the pricier GPT-5.6 Sol.
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·2 min
Variable-Length Matrix Classification: Choosing the Right Neural Network Architecture for Unordered Set Data
Why do CNNs and RNNs fail on unordered matrix data? Learn about permutation invariance, Deep Sets, and Set Transformer to pick the right architecture for set-based classification.
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·3 min
GPT + Codex in Action: Building a Real-Time Typhoon Detection System in 20 Minutes
A developer used GPT and Codex to build a real-time typhoon detection system with 3D maps, timeline playback, and risk analysis — all in just 20 minutes.
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·2 min
WhatsApp AI Agent in Action: A Complete Service Pipeline for Online Courses
Learn how to build a full WhatsApp AI Agent pipeline for online courses — from ad-driven lead capture and smart screening to automated service delivery and silent lead re-engagement.
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