June sample ranking notes
How the phase-1 sample snapshot is shaped and what still needs real benchmarking.
Body placeholder: add real data charts, conclusions, sources and methodology links before launch.
Sample data: Phase-1 sample snapshot. Official crawling and weekly benchmark jobs are not connected yet. All price, latency and score values validate the product structure only and must be replaced by traceable production data before launch.
Reports and guides
Phase 1 creates the content structure; production articles require review and data sources.
Selecting Chinese LLMs for product teams
A practical comparison frame for Qwen, DeepSeek, GLM, Doubao and Kimi.
Body placeholder: add real data charts, conclusions, sources and methodology links before launch.
A starter playbook for reducing LLM API bills
Route simple, latency-sensitive and hard reasoning tasks to different model tiers.
Body placeholder: add real data charts, conclusions, sources and methodology links before launch.