Verification: Does a shared layer for evidence really work? Numbers from the first two weeks of Cairn Commons, and the response from AI crawlers and external communi…

When I released Cairn Commons on October 3rd, the first note I wrote focused on the philosophy of 'why I am building this'.

Reading Contract Clauses with a Local LLM: Can We Reduce Hallucinations About 'Missing Clauses' by Changing How We Ask?

Why Local?I want to extract terms such as duration, compensation, and termination conditions from contracts and list them. However, contracts are the quintessential documents you do not want to leak.
TES

OCR A-Level H446 Paper 2 Programming | Python & Pseudocode | 150 Exam-Style Questions + Answers

Stop searching for programming practice. This is the complete H446 Paper 2 programming workbook, with 150 original questions, full answers and mark schemes in one resource. Strong Paper 2 results come ...
vercel

Build AI agents

Build TypeScript agents and AI applications with one API for models, tools, structured output, and streaming across Next.js, Vue, Svelte, Node.js, and other frameworks. At the center of the AI SDK is ...
learn

Configure governance on model serving endpoints (legacy)

A new Unity Gateway experience is generally available. It is the enterprise control plane for governing LLM endpoints and coding agents with enhanced features. See AI governance with Unity Gateway. A ...