... agent also should not estimate its own blast radius. The system around it should provide authoritative context: recipient count, transaction value, affected records, production scope, sensitive data exposure, etc. The second problem is what happens when the approver never responds. Wait forever is not a policy. Every approval request should have: a decision owner a deadline an escalation path a predefined timeout outcome A timeout might mean denying, escalating, or returning control to the operator, depending on the action ... ... shift from reversible to blast radius is a really important distinction. The real challenge with agents isn t just knowing when to ask for approval, but knowing who to ask, how fast, and what happens when no one responds

... Product Hunt. I am Andreea, founder of 2 Minutes Responder. We launched today. I built this after watching people make offers on UK properties without knowing the flood zone would make it uninsurable, or that the net yield was negative from month one after real costs. The data has always been public. Nobody had put it together before the offer. 2MR does it in 90 seconds. Flood zone, net yield, crime trend, school rating, 5-year growth. Any UK postcode ...

... Free Instagram DM automation that understands what people MEAN, not just what they type. Official Meta Partner. Setup in 30 seconds. Link: https://www.ayeota.com/instagram... ------------------------------------------------------------------- What It Does Automatically responds to repetitive Instagram DMs based on what the person is asking about (pricing, availability, shipping, etc.), not specific keywords. Example: Someone asks "What's your rate?" Bot detects PRICING intent Sends your pricing info Someone asks "How expensive is this?" Same intent detected Same response Someone asks "Do you have ... ... Instagram only (Messenger/WhatsApp coming) Basic Messages (Buttons and carousels coming soon) But it handles 80% of repetitive DMs automatically. ----------------------------------------------------------------- Why It's Free This is a showcase tool for ButterScotch AI (our main product). You get a premium auto-responder

... goal is not just speed, but trust at scale. Comment from Albert Chou(@albert_chou): Intercom Fin is in fact what we use, trained on years and years of our blog posts and weekly newsletters. It is primary responder on over 80% (and rising each week) of issues and is the only respondent

... approach to inference. We now have the ability to maintain long-lived connections to APIs like your Conversation AI API. This is really exciting! I'd love to be able to rely on the model to decide whether to respond based on something other than "turn detection." For example, if I'm talking to my personal assistant agent, it might let me talk for a while about my todo list items, silently collecting data, before deciding to respond