... think that's the more interesting way to frame it. The control shouldn't just be refunds over $X are blocked. It should be able to evaluate the action in context including the order, amount, agentidentity, and the policy governing that action. And I agree with the propose commit distinction. The

... real security review, which arrives with 40 questions you have not thought about Token infrastructure, issuance, rotation, revocation, the part that pages someone at 2am Permissions, because plain roles stop working the moment your product grows And now identity for AI agents

... dropping a pile of agents into that same structure mostly just adds noise that now happens to carry a cryptographic identity

... audience, I think it s going to make it feel more trustworthy. Married, Not Broke is live on Product Hunt today. I d love feedback or thoughts from other builders thinking about where AI should be visible vs. where it should quietly support the product. Comment from Mustafa Arian(@thenameisarian): this is the right call most teams will not make. ai as the engine and ai as the experience are two different products. your customers told you what they actually ... ... wanted (human judgment from a former wedding coordinator) and you listened. the play is keeping ai in the operational layer (search, drafting, sorting) and putting the human judgment in the user-facing layer. on tam network we shipped an agent

... makes that shift easier for more travelers, upvoted and following. Comment from Nolan Vu(@nolan_vu): @waqas_baloch4  "Bring your own agent, keep your standards" is such a clean way to put it, the real pain with multi-agent

... think that phones will be replaced by any other devices? Comment from Mustafa Arian(@thenameisarian): @busmark_w_nika   ha. and someone still has to vouch for what the AI shipped. the receipt format has an agentidentity row that names the AI contributor and the percentage of the work. transparency on which row was AI is the actual must-have credential of the next decade. v2 ships with it from day one. Comment from Mustafa Arian(@thenameisarian): dying ... ... Comment from Fabrizio Pfannl(@fabriziowexare): @hosseinyazdi  NFTs may survive, but only after they enter witness protection and stop calling themselves NFTs. Comment from Nika(@busmark_w_nika): @iam_sama  in online, it is already happening with AI

... conclusion. Comment from Fatima Khan(@fatima_shehzad): @avz thank you Comment from Mustafa Arian(@thenameisarian): my favorite ai use right now is building the credential layer for my own work. every receipt of mine on tam network has an agentidentity row that names which ai contributed and what percentage. on some receipts claude code did 5 percent, on others 70 percent. that transparency has actually earned me more trust from people who want builders fluent in ai workflows than ... ... blank page. briefs, outreach emails, blog posts, strategy docs... the first draft used to be the hardest part and now it's the fastest. the editing is where the human value actually is. also using it to research

... what values vokal can provide. Comment from Zhen Han(@zhen_han): @riya_pariyar  Yes, we re treating identity and permissioning as a native workspace layer, not something fully delegated to existing auth. In Vokal, an agent

... from Jazzen Chen(@jazzenchen): @theuniverseson Thanks Andrii, totally agree. The "which agent am I talking to?" state has to be impossible to miss, not something users infer from history. I'm treating agent/session identity

... back to the human creator. You get autonomy; the world gets accountability. MCP-Native: Works out of the box with LangChain, CrewAI, Claude, and Cursor. Why it matters: If you want an agent to actually own a process not just talk about it it needs its own identity

... raise is telling - we're moving from 'AI agents that assist' to 'AI agents

... Comment from Gaurav Singh(@gaurav_singh91): adextract - MCP server for ad libraries. Connects AI agents to Meta, TikTok, LinkedIn, and more via a single endpoint. Structured JSON output. For Claude users and agent

... middle ground for indie devs and SMEs: drop in a dataset, or paste a URL into our AI Semantic Web Scraper, and get a full, interactive dashboard with Claude-generated insights in minutes. Finally, a way to map out competitor pricing or user metrics without writing custom Python scripts! We are officially launching on March 30th, but we are currently running an Open Beta and a Data Storytelling Challenge to stress-test the servers. If anyone wants to break ... ... show up this early rarely get anything for it beyond a discount. fwiw i'm building groundwork around that, letting early supporters become real backers of a product instead of just first customers. what made you post here vs