#GPU inference
15 related articles
Codex vs Claude Code In-Depth Comparis…
·2 min
Codex vs Claude Code In-Depth Comparison: How Frontend and Backend Developers Should Choose
In-depth comparison of Codex vs Claude Code across pricing, stability, and capability focus—analyzing differences in frontend UI and backend logic development with workflow recommendations.
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·2 min
Aleph 2.0 Deep Dive: Edit One Frame to Transform an Entire Video
Aleph 2.0 introduces single-frame edit propagation: modify one frame and automatically apply changes across the entire video. Deep dive into Edit Studio, temporal consistency breakthroughs, and industry impact.
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·4 min
OpenAI Codex Pixel Identicons: A Visual Identification Solution for Multi-Agent Collaboration
OpenAI introduces Pixel Identicons for Codex background agents, using stable visual identifiers to solve multi-agent recognition challenges and reduce cognitive load in AI programming workflows.
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Deep Dives·3 min
Complete Guide to LLM Training: Pre-training, SFT Fine-tuning, and Preference Alignment Explained
Complete guide to the three core LLM training stages: pre-training, supervised fine-tuning (SFT), and preference alignment (DPO/PPO), covering LoRA, distillation, quantization, and pruning.
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Tutorials·2 min
Tutorial: Building a Low-Cost AI Code Editor with DeepSeek-V3 + VSCode
Step-by-step tutorial: Build a low-cost AI programming assistant using DeepSeek-V3 API with VSCode's Continue plugin. Covers setup, API Key configuration, code completion demo, and Ollama local deployment.
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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.
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Product Reviews·3 min
Hertzman: A Free, No-Install Local LLM Deployment Tool Review
Detailed review of Hertzman local inference engine covering one-click deployment, smart hardware recommendations, OpenAI-compatible API, and performance comparison with LM Studio.
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Tutorials·3 min
oMLX + MTP + Qwen3.6: Local AI Coding Speed Breaks New Records
Using oMLX with MTP and Qwen3.6 35B on Apple Silicon Mac to achieve 86.7 tokens/s local coding speed, building a full-stack app in under 5 minutes.
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Industry Insights·2 min
AMD MI355X Beats B200: Full-Stack Optimization Breakdown for 5% Lower TCO on DeepSeek-R1 Inference
AMD Instinct MI355X achieves 5% lower TCO than NVIDIA B200 on DeepSeek-R1 disaggregated inference via SGLang+MoRI full-stack optimization with 1.25x per-GPU throughput.
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Industry Insights·2 min
NVIDIA Dynamo Snapshot: A Snapshot Recovery Solution for GPU Inference Cold Start Problems
Deep dive into how NVIDIA Dynamo Snapshot reduces LLM inference cold start time from minutes to seconds via GPU state snapshot and recovery, covering Kubernetes integration and elastic inference.
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Product Reviews·2 min
Kimi K2.6 Open-Source Hands-On: How Strong Is Its Orchestration of 300 Concurrent Agents?
Deep analysis of Moonshot AI's open-source Kimi K2.6 Agent orchestration: 300 sub-Agents executing 4000-step tasks, outperforming GPT-5.4 in coding benchmarks, LoRA fine-tuning on 2x RTX 4090s.
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Product Reviews
Running Qwen3.6-27B Locally on Mac: 4 …
·3 min
Running Qwen3.6-27B Locally on Mac: 4 Solutions Benchmarked
Benchmarking 4 solutions for running Qwen3.6-27B locally on Mac: GGUF, MLX Diflash, and MTP-LX. MTP-LX 4bit leads at 43.6 tok/s with solid coding, writing, and reasoning quality.
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Product Reviews
Local Deployment of Qwen 3.6 27B on 4×…
·3 min
Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode
Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.
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Product Reviews
AI Coding Tools Keep Crashing When Bui…
·2 min
AI Coding Tools Keep Crashing When Building Websites? Root Cause Analysis & Practical Solutions
AI coding tools crashing when building websites? This article analyzes root causes including multi-window concurrency, API rate limiting, and network instability, with practical solutions.
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Product Reviews·3 min
DLSS 4.5 Deep Integration with UE5 and Multilingual AI Characters: Major NVIDIA RTX Game Development Update
NVIDIA releases major RTX update with DLSS 4.5 deep UE5 integration for frame generation performance leaps and multilingual AI characters supporting dynamic dialogue with real-time speech synthesis.
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