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Note · GEO Schema.org SEO
A Practical GEO Framework for Technical Websites

Structured content, explicit entities, and citation-ready pages for generative search systems.

Note · Playwright AI Agents Automation
Building Closed-Loop Browser Automation with Playwright and AI Agents

How to combine deterministic browser control with model-guided planning and reliable verification.

Note · vLLM RTX 4090 Inference
VRAM Squeezing & Concurrency Optimization on a Single RTX 4090

A practical playbook for improving local LLM throughput without sacrificing stability or context length.

Project · AI News Content System SEO
AI News Briefing & Detail Route System

A source-aware editorial workflow that turns AI infrastructure updates into original site content and internal news detail pages.

Project · Astro Technical Publishing SEO
liqunnan.com Technical Publishing Site

A multi-route English technical publication rebuilt from standalone HTML templates into a maintainable Astro content system.

Project · Search Accessibility Static Site
Static Search & Content Discovery System

A browser-side discovery layer that searches multiple content types without a database, backend, or external search service.

News · AMD ROCm AI Software
ROCm 10 turns AI optimization into a developer workflow

AMD is pairing its updated compute stack with agent-assisted profiling, kernel optimization, diagnostics, and model-serving tools.

News · AWS Trainium vLLM Speculative Decoding
AWS combines Trainium2 and vLLM for decode-heavy inference

An AWS engineering guide shows how speculative decoding can shift LLM serving economics when token generation dominates latency and cost.

News · AMD Instinct GPU HBM4
AMD's MI400 family targets both AI factories and scientific computing

The Instinct MI455X and MI430X split the next generation of AMD accelerators across frontier AI, sovereign infrastructure, and HPC workloads.

News · OpenAI Models API
OpenAI releases the GPT-5.6 model family

GPT-5.6 Sol, Terra, and Luna entered general availability, with later updates reducing API pricing for the family.

News · AI Compute Inference Custom Silicon
OpenAI publishes early results for its Jalapeño inference chip

OpenAI's first custom inference accelerator points to a future where model serving is optimized across silicon, software, and product workloads together.

News · vLLM Inference Open Source
vLLM 0.26 expands model and quantization support

The v0.26.0 release adds an Inkling model support stack, Hopper attention work, speculative decoding support, LoRA, and NVFP4 quantization.

News · Ollama Local LLM GGUF
Ollama 0.30 improves GGUF compatibility and GPU performance

Ollama 0.30 integrates newer llama.cpp work, enables Vulkan by default, and reports higher throughput on supported NVIDIA hardware.

News · Google Cloud TPU AI Compute
Google splits its eighth-generation TPU strategy between training and inference

TPU 8t and TPU 8i use workload-specific designs for large-scale model training and latency-sensitive agent inference.

News · Anthropic AMD Instinct AI Infrastructure
Anthropic plans a multi-year expansion on AMD Instinct compute

A strategic agreement targeting up to two gigawatts of MI450-series deployments illustrates how frontier labs are diversifying accelerator supply.

Prompt · Automation Planning
Reliable Automation Plan

Design a bounded browser or data automation workflow before implementation.

Prompt · Research Analysis
Evidence-First Technical Research

Turn a broad technical question into a source-driven research brief with explicit uncertainty.

Tool · LLM & Inference
vLLM

High-throughput, OpenAI-compatible inference for production workloads.

Tool · LLM & Inference
Ollama

The simplest way to run and package local language models.

Tool · Automation
Playwright

Reliable browser automation across Chromium, Firefox, and WebKit.

Tool · SEO & GEO
Schema.org

Shared structured-data vocabulary for search and generative engines.

Tool · Development
Cloudflare Pages

Fast global deployment for static and edge-rendered websites.

Tool · Research
Serper

A pragmatic Google Search API for research and agent workflows.