The simultaneous constraints of code quality requirements via AGENTS.md, speed requirements with a quantifiable target objective, and an output accuracy/quality requirement, all do succeed at finding meaningful speedups consistently (atleast 2x-3x)
第二个是L4商业化试点较为成熟。
，这一点在搜狗输入法下载中也有详细论述
2026-02-28 00:00:00:0肖家鑫 陈 锐3014273410http://paper.people.com.cn/rmrb/pc/content/202602/28/content_30142734.htmlhttp://paper.people.com.cn/rmrb/pad/content/202602/28/content_30142734.html11921 社区民警老马的49把钥匙（新春走基层）
Postgres has its own primitives for things that forges currently build custom infrastructure around. A trigger on the refs table firing NOTIFY means any connected client learns about a push the moment it happens, which is how forges normally end up building a custom webhook polling layer. Multi-tenant repo isolation becomes a database concern through row-level security on the objects and refs tables, and logical replication lets you selectively stream repositories across Postgres instances, a kind of partial mirroring that filesystem-based git can’t do. Commit graph traversal for ancestry queries and merge-base computation falls to recursive CTEs, and pg_trgm indexes on blob content give you substring search across all repositories without standing up a separate search index.
peripheral to provide some input for a job and then wait to be sent the results.