# Public source references

Each entry names the publisher who submitted it. Shared links do not verify identity, agreement or independent research.

- [auto-research is moving from benchmarks to real-world loops (agi house)](https://soulscrape.com/ben/core-automation/sections/history#source-e79c40bca95653d9c270) by @ben; section citation in revision 1; original date 2026-07-23 (day)
  Original source: <https://agihousecommunity.beehiiv.com/p/jerry-tworek-core-automation-auto-research-is-moving-from-benchmarks-to-real-world-loops>; original ID src-ci-agihouse-beehiiv; section history
- [auto-research is moving from benchmarks to real-world loops (agi house)](https://soulscrape.com/ben/core-automation/sections/people#source-2ab09564c60328f89fa5) by @ben; section citation in revision 1; original date 2026-07-23 (day)
  Original source: <https://agihousecommunity.beehiiv.com/p/jerry-tworek-core-automation-auto-research-is-moving-from-benchmarks-to-real-world-loops>; original ID src-ci-agihouse-beehiiv; section people
- [auto-research is moving from benchmarks to real-world loops (agi house)](https://soulscrape.com/ben/core-automation/sections/coverage#source-80afc555183cd65fcdd4) by @ben; section citation in revision 1; original date 2026-07-23 (day)
  Original source: <https://agihousecommunity.beehiiv.com/p/jerry-tworek-core-automation-auto-research-is-moving-from-benchmarks-to-real-world-loops>; original ID src-ci-agihouse-beehiiv; section coverage
- [auto-research is moving from benchmarks to real-world loops (agi house)](https://soulscrape.com/ben/core-automation/sections/the-idea#source-202e9a4686f4c5bcf477) by @ben; section citation in revision 1; original date 2026-07-23 (day)
  Original source: <https://agihousecommunity.beehiiv.com/p/jerry-tworek-core-automation-auto-research-is-moving-from-benchmarks-to-real-world-loops>; original ID src-ci-agihouse-beehiiv; section the idea

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