A practical playbook for improving local LLM throughput without sacrificing stability or context length.
How to combine deterministic browser control with model-guided planning and reliable verification.
AI accelerators · LLM inference · GPU software · Cloud compute · Agent infrastructure
Design a bounded browser or data automation workflow before implementation.
Design a reliable automation workflow for {{task}}. Define inputs, allowed actions, observable success criteria, failure states, retry limits, logging, and a safe recovery path. Highlight any step that requires human approval.A source-aware editorial workflow that turns AI infrastructure updates into original site content and internal news detail pages.
Astro Collections / Markdown / Internal Routing / JSON-LDStatic Search & Content Discovery SystemA browser-side discovery layer that searches multiple content types without a database, backend, or external search service.
Astro Collections / TypeScript / DOM APIs / ARIAliqunnan.com Technical Publishing SiteA multi-route English technical publication rebuilt from standalone HTML templates into a maintainable Astro content system.
Astro / TypeScript / Markdown / CSS / Cloudflare-ready