... final answer and checks whether the available evidence actually supports the claims being produced. If support is insufficient, it can fail closed. I recently ran the same frozen black-box protocol against: AletheionAGI Guardrails AI NVIDIA NeMo Guardrails Patronus Lynx Final observed results: AletheionAGI 9 PASS 0 FAIL 1 SKIPPED 0 ERROR Guardrails AI 4 PASS 2 FAIL 4 SKIPPED 0 ERROR NVIDIA NeMo Guardrails 5 PASS 2 FAIL 3 SKIPPED 0 ERROR Patronus Lynx

... spent years watching talented people waste hours moving information between emails, spreadsheets, CRMs, documents, calendars, and internal systems. That s when I started developing Lynx OS. Lynx

... fail-closed grounding : detecting unsupported claims, poisoned/revoked evidence, authorization leaks, namespace isolation failures, and refusing the answer when evidence is insufficient. I just ran the same frozen black-box protocol against AletheionAGI, Guardrails AI, NVIDIA NeMo Guardrails, and Patronus Lynx. AletheionAGI: 9 PASS 0 FAIL 1 SKIPPED 0 ERROR Black-box proof of concept, not a claim of universal superiority. https://aletheionagi.com Comment from Rub n Ayuso(@rubayus): What I am building: Linego A simple CRM for local lead generation ... ... scroll through it like a feed. Same muscle memory as scrolling Reels, except every card is helping you retain something real. Why it's more than "just flashcards with extra steps": The app quietly tracks what you actually know vs

... people! We released a couple of weeks ago our app Lynx for monday.com , our app lets you link/share items across boards and keep selected columns in sync both ways, manually and automatically. A new version of our monday marketplace app that adds automations to make item sharing/linking easier, including templates of how to link items between boards and bulk actions for quick initial setup was just released and I wanted to post it here as well in case there ... ... automation.  When a project hits Ready to invoice, an automation links it into both boards linking billing fields to a Invoices/Payments board, and linking to the approvals/PO collection/follow-ups Finance Tasks board. We plan to add other functionalities to Lynx