Documenting 6 iterations of WRITER and REVIEWER prompts in an AI daily news pipeline. From template outputs and date hallucinations to data-driven cross-validation, learn how to make AI generate high-quality, verifiable news content.
Documenting the complete process of deploying the Qwen3.8-27B large model on consumer-grade hardware. From llama.cpp quantization to llama-swap gateway, including real performance data, sampling comparison, and fallback mechanism design.
Documenting the complete proxy path troubleshooting process in an AI infrastructure. Tailscale disconnections, SSH timeouts, SOCKS5 proxy vs direct connection differentiation, and how to use layered methods to locate root causes.
Documenting the emergency response process when an API proxy token expires. From diagnosis, fallback strategies to direct connection switching, learn how to maintain search capability continuity in production environments.
Updates that affect tools, compatibility, security and cost. No filler when the evidence is insufficient.
Latest published AI brief · 2026-11-14
Read the latest brief before the guides
Read the most recently published brief, its source links, and practical implications. Check the publication date: the latest edition may not be from today.
Anthropic’s November 13 architecture article details five primitives for always-on agents, covering durable state, event handling and deferred approvals.