Unverified50% confidenceFactExact time
The tool takes 30 seconds to 2 minutes to generate an article, depending on the chosen model, and the output uses SSE streaming.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/15/2026
First Seen
Valid until: 1/13/2027
Sources
Related Entities
Related Claims
UnverifiedThrough pre-generated files and scripted execution, the end-to-end time to generate a complete set of deliverables was compressed from an initial 15 to 30 minutes down to three to five minutes in the live demo71% similarUnverifiedPreviously, completing a full process of data collection, sorting, normalization, and intelligence supplementation typically took 1 to 2 hours, whereas the ultra-fast mode can compress this to 10 to 15 minutes.71% similarUnverifiedThe entire modeling process consumed approximately 17 million input tokens and 275,000 output tokens, with a total duration of approximately 1 hour and 8 minutes.69% similarUnverifiedA single Codex task may take 1 to 30 minutes, during which it searches files, runs tests, and continues making modifications based on error messages.66% similarUnverifiedThe first fit took 3,351 seconds (56 minutes) on the author's laptop, with the cache after fitting being approximately 6.3 GB and reload taking about 2 minutes.66% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1035234API
curl https://kongchang.com/api/v1/knowledge/claims/1035234MCP
get_claim(id=1035234)