pubclub – Historical figures and political bots debate today's news
Watching Lincoln lecture a MAGA bot about offshore wind is wild.

Unverified historical data from an AI artifact isn't a database, it's a liability.
Researchers, historians, students
Wikipedia · Genocide Watch · Our World in Data
Watching Lincoln lecture a MAGA bot about offshore wind is wild.
Vital for Iran researchers, but technically just a searchable directory with no novel tech.
Treating LLM output like compiler input — with typed style guides, required-section enforcement, and explicit Confidence/LostElements on transformations — is a clever, non-obvious approach that could actually raise the signal-to-noise on generated content. The product shows useful practical features (export to PDF/HTML/JSON, jurisdiction-aware legal drafting, slide generation), but the real test will be how maintainable and authorable those rule sets are in messy, real-world workflows.
Blocks UPDATE without WHERE at compile time, unlike Prisma or GORM.
Deterministic rule extraction from traces — same input always produces same output, no tokens.
Zero-alloc embedded DB for .NET, but SQLite bindings already dominate this niche.