Unverified50% confidenceDecision RuleExact time
For complex systems used weekly and sustained over years (the 10,000-piece jigsaw puzzle level), one should start from an already-built solution (buying a mature tool or platform) rather than building from scratch.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedRe-embedding ten million chunks takes days to weeks, involving re-encoding the full corpus, building new indexes, disk overhead, recall validation, and a rollback plan, and should be treated as a project rather than a configuration change.71% similarUnverifiedResearch shows that development teams use an average of 15–20 different tools, and engineers need to switch between 8–10 systems per day.67% similarUnverified改造前智能体探索一份表格需要10到15次工具调用且经常超时，改造后可在单次调用中组合多个操作并同时获得所有结果67% similarUnverifiedThe entire process takes about ten-plus minutes to complete, the Skills require targeted development and involve an in-depth understanding of the Codex mechanism, and there is a certain learning and engineering cost to implementation62% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1041549API
curl https://kongchang.com/api/v1/knowledge/claims/1041549MCP
get_claim(id=1041549)