#edge computing LLM
663 related articles
·4 min
Faithfulness of the Burau Representation at n=4 Proven: A Key Breakthrough on a Classical Problem
The faithfulness of the Burau representation of braid groups at n=4 has been unresolved for nearly 90 years. A recent proof finally settles this critical case, with implications for knot theory, topological quantum computing, and cryptography.
Read more →
·3 min
Kimi K3 Launches on Ollama Cloud: Free Tier, User Experience, and Developer Guide
Kimi K3 officially launches on Ollama Cloud as an "extra high usage" model. This guide covers free tier quotas, cloud inference experience, technical advantages, and how developers can seamlessly call this high-performance LLM.
Read more →
·3 min
Agent Skills Explained: Solving the MCP Context Bloat Problem
Deep dive into Anthropic's Agent Skills mechanism, explaining how Progressive Disclosure solves MCP context bloat and tool calling accuracy issues in AI agents.
Read more →
·4 min
Jensen Huang Rallies 20 American Companies Behind Open-Source AI, Mounting Pressure on Closed-Model Approach
Jensen Huang's AI manifesto rallies Microsoft, Meta, Dell & 17 more companies behind open-source AI, challenging closed-model monopolies on pricing, IP, and security.
Read more →
·2 min
Jensen Huang Praises DeepSeek and Kimi: Markets Have Twice Misjudged the Impact of Chinese Open-Source Models
NVIDIA CEO Jensen Huang says markets have twice misjudged the impact of DeepSeek and Kimi, arguing Chinese open-source models boost rather than reduce overall AI compute demand.
Read more →
·3 min
Getting Started with Codex: A Beginner's Guide to AI Agentic Coding Tools
A detailed guide to getting started with Codex and Claude Code AI agentic coding tools, from environment setup to hands-on practice, helping beginners master AI programming assistants.
Read more →
·2 min
RX 9060 XT vs RTX 5060 Ti: How to Choose a GPU for Local AI
RX 9060 XT vs RTX 5060 Ti both offer 16GB VRAM — which is better for local AI inference? A full comparison of CUDA ecosystem, ROCm compatibility, LLM performance, and real-world usability.
Read more →
·2 min
RX 9060 XT vs RTX 5060 Ti: Which GPU to Pick for Local AI?
RX 9060 XT vs RTX 5060 Ti — both 16GB VRAM, but which is better for local AI? We compare CUDA ecosystem, ROCm compatibility, LLM inference, and real-world usability.
Read more →
·3 min
Is Ollama Pro Worth It? A Deep Comparison of the $20 Subscription vs. API Costs
Deep analysis of Ollama Pro's $20/month subscription value, comparing usage quotas, equivalent API costs, and ZDR privacy policy to help developers decide if it's worth it.
Read more →
·2 min
Kimi-K3 Lands on HuggingFace: A Full Breakdown of Moonshot AI's Open-Source Strategy
Moonshot AI's Kimi-K3 model is set to launch on HuggingFace. A deep dive into its architecture, licensing, community reactions, and strategic implications for the global open-source AI landscape.
Read more →
·3 min
When Should You Use Machine Learning? A Pragmatic Decision Guide for Data Scientists
Not every data science problem needs ML. This guide offers a decision framework across four dimensions — rule complexity, data quality, prediction needs, and interpretability — to avoid over-engineering.
Read more →
·3 min
Wattage: An AI Agent Token Cost Profiling and Regression Protection Tool
Deep dive into Wattage, an AI Agent token consumption profiling and cost regression protection tool, exploring its core features, industry context, and value for developers.
Read more →
·7 min
DIY Companion Robot: Building Your AI Desktop Buddy with Jetson Orin
A maker builds a DIY companion robot with NVIDIA Jetson Orin and 4S LiPo battery. Explore the full development journey from first power-up to AI interaction, including edge computing, power design, and companion robot trends.
Read more →
·3 min
Getting Started with AI Agent Development: A Learning Path from Zero to Deployment
A systematic guide to the complete learning path for AI Agent development—covering prompt engineering, RAG knowledge bases, LangChain & LangGraph, fine-tuning, and multi-agent collaboration.
Read more →
·2 min
Agent Skills Explained: Giving AI Plug-and-Play Capability Packs
Agent Skills is a lightweight open-source format that lets AI agents extend professional capabilities on demand, like loading plugins. Learn what Agent Skills are, the problems they solve, and their modular advantages.
Read more →
·2 min
GitHub Weekly Trending: 5 AI Coding Tools from Beginner to Advanced
This week's GitHub trending focuses on AI coding: Skills sets rules for Agents, Omniroute is a never-down AI gateway, Code Review Graph is a code knowledge graph, PI is an open-source Agent toolbox, and AI Engineering from Scratch teaches from zero.
Read more →
·2 min
GitHub Weekly Trending: 5 AI Coding Tools from Beginner to Advanced
This week's GitHub trending focuses on AI coding: Skills sets rules for Agents, Omniroute is a never-down AI gateway, Code Review Graph builds a code knowledge graph, PI is an open-source Agent toolkit, and AI Engineering from Scratch teaches from the ground up.
Read more →
·3 min
AI-Powered Bank-Enterprise Reconciliation in Practice: A Local Deployment Solution Where Data Never Leaves the Premises
Why is automated bank-enterprise reconciliation so hard to implement? This article explains how enterprises use AI Agents to handle fuzzy matching beyond hard rules, combining OCR with local all-in-one deployment for secure reconciliation where data never leaves the premises.
Read more →
·3 min
DeepSeek Open-Sources DeepSpec: A Full-Stack Speculative Decoding Library with 60–85% Inference Speedup
DeepSeek open-sources DeepSpec, a full-stack speculative decoding library delivering 60–85% inference speedup and up to 661% throughput gains in production. MIT license, 9 checkpoints, 9 benchmarks.
Read more →
·5 min
Why Are China's Open-Source AI Models Getting Stronger? A Deep Dive into Three Comeback Paths
Facing US chip bans and closed-source monopolies, how do China's open-source AI models keep striking back? A deep dive into three core paths: open-source pricing-power games, optical interconnect positioning, and edge-side use cases.
Read more →