eliziff ships grounded legal research, then scrambles to steady it

This fork moves a research-heavy legal AI stack into the product, with same-day repairs showing where the transition got rough.

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eliziff has pushed a compact legal research and drafting surface into the live product, alongside specialised research assistants intended to keep answers grounded in legal sources.

The release brings together:

  • Source-backed legal research, with citations and quoted passages carried through to the reader.
  • A drafting surface designed to turn research into usable legal work.
  • Specialised research assistants and clearer source highlighting.

But the rollout was not smooth. Nine follow-up repairs landed the same day, addressing reader completion, research and assistant workflows, citation handling, batching, quotations, and source display. That does not make the underlying approach uninteresting - it makes this the point to inspect closely before adopting it.

So what Legal-product teams considering grounded research should look here for both a promising integrated workflow and a candid signal that production reliability needed immediate attention.

View this fork on GitHub →

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Commits in this thread

14 commits from eliziff/Beaver, oldest first. Source extracted verbatim from the harvested git log.

SHA Subject Author Date
696ee78d Promote legal closure into production tools Eli Ziff 2026-08-09 ↗ GitHub
a03c7171 Promote coding-native production harness Eli Ziff 2026-08-09 ↗ GitHub
0d9f3d41 Ship compact legal source and drafting surface Eli Ziff 2026-08-09 ↗ GitHub
e6ab1dec Add grounded legal research subagents Eli Ziff 2026-08-09 ↗ GitHub
b1b29b6f Fix grounded reader completion and text fragments Eli Ziff 2026-08-09 ↗ GitHub
c3ddae9d Fix grounded legal research and assistant workflows Eli Ziff 2026-08-09 ↗ GitHub
256ab27c Restore direct legal research tools Eli Ziff 2026-08-09 ↗ GitHub
945c1e6f Restore production legal research transport Eli Ziff 2026-08-09 ↗ GitHub
9f4ddd79 Fix citation transport and reader batching Eli Ziff 2026-08-09 ↗ GitHub
837b332c Prefer tailored multi-span legal quotations Eli Ziff 2026-08-09 ↗ GitHub
fd43b845 Restore agent modes and legal source highlighting Eli Ziff 2026-08-09 ↗ GitHub
50292150 fix assistant research dock regressions Eli Ziff 2026-08-09 ↗ GitHub
2a87b85b fix citation source routing and viewer stability Eli Ziff 2026-08-09 ↗ GitHub
663ad223 fix assistant grounding and document output regressions Eli Ziff 2026-08-09 ↗ GitHub

Capture this thread into my fork

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