#CPU frequency scaling
46 related articles
·5 min
28 Enterprise-Grade AI Agent Projects: A Complete Guide That Even Beginners Can Deploy
A collection of 28 fully reproducible enterprise-grade AI Agent projects covering code debugging, financial analysis, customer service, and multi-agent collaboration—deployable even for beginners.
Read more →
·2 min
Toto-2.0: Multivariate Time Series Forecasting Enters the Foundation Model Scaling Era
Toto-2.0 is a major breakthrough in time series forecasting, applying LLM scaling philosophy to achieve zero-shot multivariate prediction across domains via unified representations.
Read more →
·5 min
TensorRT Multi-Device Inference: Engineering Practices for Breaking Through Single-GPU Memory Bottlenecks
NVIDIA TensorRT now supports multi-device inference via pipeline and tensor parallelism, distributing large models across multiple GPUs to break through single-card memory limits.
Read more →
·6 min
Rising RAM Prices Push Up Gaming Laptop Costs? A Value-Focused Buying Guide
Rising RAM and storage prices have eroded gaming laptop value. This guide breaks down the causes, cost pass-through, and offers practical buying advice plus MSI value picks.
Read more →
·7 min
Getting Started with Dify: A Complete Guide from Local Deployment to Building Enterprise-Grade AI Applications
A detailed guide to Dify, the open-source LLM app development platform, covering its core features and full local deployment via VMware + Ubuntu + aaPanel + Docker. Supports 100+ models like DeepSeek and ChatGPT to build enterprise AI apps fast.
Read more →
·7 min
Real-Time Collaborative Painting on a 3D Globe: A Deep Dive into the Paint the Earth Open Source Experiment
Paint the Earth is an open-source project letting users worldwide paint together in real time on an interactive 3D globe. This article breaks down its WebGL rendering, WebSocket real-time sync, and the social value behind collaborative art.
Read more →
·7 min
The Complete Guide to AI-Powered Customer Service: How AI Is Reshaping Enterprise Service Systems
AI customer service is a core tool for digital transformation. This guide covers its value, use cases, and implementation logic, including efficiency gains, cost reduction, and data-driven optimization.
Read more →
·5 min
Tracking a Year-Long Crash Mystery: A Complete Investigation of Hardware Defects and an 18-Year-Old Open Source Bug
An engineering team spent a year tracing crashes to two root causes: a silent hardware defect and an 18-year-old open source bug. A deep dive into debugging methodology for distributed systems.
Read more →
·6 min
14x Speedup: How Manticore Rebuilt the ONNX Embedding Inference Path
Manticore Search restructured its ONNX inference path to achieve 14x faster text embeddings. Deep dive into batching, session reuse, zero-copy memory, and thread tuning for vector search systems.
Read more →
How OpenAI Used Core Dumps to Track Do…
·2 min
How OpenAI Used Core Dumps to Track Down an 18-Year-Old Bug
How OpenAI's engineering team used large-scale core dump analysis and an epidemiological approach to identify a hidden hardware fault and fix an 18-year-old software bug.
Read more →
·7 min
Hermes Agent Deep Dive: An AI Agent Framework That Uses Fewer Tokens Than Open Cloud
Full comparison of Hermes Agent vs Open Cloud: lower token usage, 200+ model support, auto Skill encapsulation, WeChat/DingTalk integration. A cost-effective AI Agent alternative for long-term deployment.
Read more →
·7 min
AI Agent Memory Layer Comparison: Mem0, Zep, Letta, and Cloudflare — Four Major Solutions Evaluated
In-depth comparison of four AI agent memory layer solutions: Mem0's extract-retrieve approach, Zep's temporal knowledge graphs, Letta's self-editing memory, and Cloudflare Durable Objects as infrastructure primitives.
Read more →
Box3D Open-Source 3D Physics Engine Re…
·4 min
Box3D Open-Source 3D Physics Engine Released: A New Work from Box2D Creator Erin Catto
Erin Catto, creator of Box2D, releases open-source 3D physics engine Box3D, combining Box2D's architecture with Valve Rubikon's commercial-grade tech, featuring cross-platform determinism and SIMD-accelerated contact solving.
Read more →
·4 min
Is ChatGPT Pro Account Sharing Worth It? 3 Major Risks and 4 Safer Alternatives
An in-depth analysis of the ban, privacy, and service risks of ChatGPT Pro account sharing, plus four safer money-saving alternatives including Plus, API pay-as-you-go, and competing AI tools.
Read more →
·4 min
Is ChatGPT Pro Account Sharing Worth It? 3 Major Risks and 4 Safer Alternatives
An in-depth analysis of ChatGPT Pro account sharing risks — bans, privacy leaks, and service disruptions — plus four safer, budget-friendly alternatives to help you decide.
Read more →
·4 min
Kimi K2.7 Code Deep Dive: The Cost-Performance Battle of a Trillion-Parameter Coding Model
Deep dive into Moonshot AI's Kimi K2.7 Code: MoE architecture details, benchmark analysis, API pricing vs Claude/GPT, 6x speed version, and practical guidance for developers evaluating adoption.
Read more →
·3 min
RX 9070 GRE Review: The Real $155 Price Gap Makes It a Better Value Than the 9070
Deep analysis of the AMD RX 9070 GRE's real market value. Testing reveals a $155 actual price gap vs the 9070, delivering excellent 1440p gaming on a budget platform.
Read more →
Tutorials·2 min
Ollama Getting Started Guide: The Best Tool for Locally Deploying Open-Source LLMs
A detailed guide to Ollama's core features: free open-source local LLM management with cross-platform support, intelligent GPU/CPU scheduling, and API integration for running DeepSeek and other open-source models locally at zero cost.
Read more →
Deep Dives·3 min
Deep Dive into Pi's Swarm System: A Biology-Inspired Multi-Agent AI Programming Architecture
Deep dive into Pi's swarm system architecture (26K GitHub stars): scout, worker, and soldier ant roles, pheromone communication, adaptive concurrency control, and how multi-agent collaboration revolutionizes AI programming.
Read more →
Tutorials·3 min
Batch AI Image Generation on Mac: Lessons Learned from Generating 10,000+ Illustrations
Practical guide to batch AI image generation on Mac using Draw Things, covering prompt iteration strategies, negative prompt pitfalls, performance tips, and the decision to switch to Replicate cloud platform.
Read more →