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Redis creator Antirez's DS4 inference engine tested: running DeepSeek V4 Flash locally on a 128GB Mac via asymmetric structure-aware quantization, with real-world coding benchmarks.
KeyType: A Free, Open-Source System-Le…
KeyType is a free, MIT-licensed macOS tool for system-level AI text completion. It runs local LLMs, supports custom models, and keeps all data on your device.

Apple's first smart glasses design details leaked: oval camera, multiple colors and frame styles. A clear three-phase roadmap from smart accessory to health monitor to AR terminal.

Apple's iOS 28 update will launch alongside iPhone's 20th anniversary with completely redesigned hardware and software. Learn why the 28 series far exceeds the 27 series.

Apple's MacBook Pro Touch Bar launched in 2016 and was eventually removed—a story of Apple's refusal to adopt touchscreen Macs. This article analyzes three reasons for its failure and lessons for tech product design.
TutorialsHow to build a fully automated invoice reimbursement system with local AI Agents, covering OCR, info extraction, and form generation with MinerU+Qwen3+Qianwen Po.
TutorialsLearn how to deploy LLMs locally with Ollama in three simple steps: install, choose a model, and run. No coding required, supports offline use, and completely free.
Industry InsightsWhy does Apple Intelligence keep getting delayed? From Siri's acquisition to AI team infighting, a deep dive into the organizational failures behind Apple's AI struggles.
Tech FrontiersDeep dive into WWDC 2025's major updates: Siri 2.0 with stronger language models, iOS 19's VisionOS-style 3D interface, iPhone Stage Manager desktop mode, and Apple's open AI ecosystem strategy.
Tech FrontiersApple's new Siri UI replaces the classic orb with flowing edge-glow effects and adds text interaction. A deep dive into the design changes, Apple Intelligence integration, and AI assistant competition.
TutorialsPractical 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.
Product ReviewsDeep dive into Tencent Marvis system-level AI assistant, analyzing its local knowledge base, semantic search, privacy mode, and how Agents evolve from tools to OS integration.
TutorialsComplete guide to deploying Stable Diffusion locally. Covers hardware requirements, one-click installation, and model setup. Run AI image generation free with 8GB RAM.
TutorialsUsing 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.
Tech FrontiersApple's WWDC26 opens in one week with the theme "All Systems Glow." We analyze what it signals about AI integration, full-platform updates, and developer tool upgrades.
DeepSeek V4 Flash MTP Speculative Deco…
Real-world testing of DeepSeek V4 Flash with MTP speculative decoding: ~20% speedup for code generation, minimal gains for text. Covers memory overhead, accuracy differences, Q4 vs Q3 quantization, and full deployment tutorial.
TutorialsDeep dive into npcpy's four-layer architecture, multi-agent collaboration, knowledge graph lifecycle management, and deployment strategies for building stable, controllable AI Agent systems.
Running Qwen3.6-27B Locally on Mac: 4 …
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.
TutorialsDeep dive into OpenAI Codex plugin system architecture (Skills, Apps, MCP Server), four installation methods, and a macOS app development case study showing how plugins boost AI coding efficiency.
Complete Guide to Local LLM Deployment…
Complete guide to deploying open-source LLMs locally with Ollama. Covers installation, model selection, VRAM requirements, and performance comparison of Llama 3 and Qwen models. Free, offline-capable AI.