... lost once the prompt session ends. Today, we re restructuring ChatRecall around two major upgrades: Decisions and Autonomous Tasks . 1. Persistent Architectural Decisions Auto-Extracted: As you and your team chat with AI, ChatRecall automatically extracts architectural choices, rejected alternatives, and tech selections. Context Guardrails

... Aletheion sits between retrieval/evidence and the 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

... building a tool that centralizes retry limits, spend caps, and alerts across every cron job or agent you run, instead of wiring guardrails into each project separately. The idea came from noticing how often solo devs and small teams only find out an agent looped or retried for hours after the bill shows up. Most people patch this per project (a retry cap here, a budget alert there), but there s nowhere to see it all in one place ...

... becoming a massive blind spot. While building Aegisora (our open-source, zero-latency runtime proxy), I constantly hear terrifying stories from engineering teams about agents trying to execute unauthorized API calls, looping endlessly, or silently leaking PII because static guardrails and prompts failed. I want to hear your engineering war stories: What broke when you gave your AI agent too much autonomy? Did it try to drop a database, hallucinate a critical tool call, or rack up a massive ...

... summarizing the news without needing constant supervision. That said, I wouldn t give it tasks where mistakes are unacceptable or irreversible. I think of it more like an intern: helpful with recurring work, but still operating within clear guardrails. Comment from Akarsh Hegde(@akarsh_hegde): Claude Code is still my default for implementation and review because it preserves context across longer sessions. I use Codex when I want a more independent pass on a well-scoped task ... ... breadth of integrations or more about how it handles routine multi-step tasks without you having to babysit it? Comment from Omri Ben-Shoham(@omri_ben_shoham1): The intern framing matches what I've been running into. The guardrail

... evals plus live monitoring. The phrase I keep coming back to is their description of the real risk: confidently generating beautifully formatted but incorrect output. A wrong answer that looks completely plausible is the failure mode none of the guardrails fully catches, and it's the one that quietly kills trust. THE CONVERGENCE Look at how these startups describe themselves and you see the same lessons arrived at independently. ada.im (my own product) frames its defense against hallucination as architectural ... ... heard. On the retrieval-failure mode especially, the footer doesn't go blank, it cites whatever was found and now the wrong answer looks sourced. That's exactly the "confidently plausible but wrong" failure that none of the guardrails

... Been building NexQL for a while and wanted to open this up for actual discussion rather than just a launch post. What it is: a PostgreSQL extension for VS Code database explorer, SQL notebooks, real-time dashboard, and an AI assistant, all without leaving the editor. The part I care most about: AI never executes SQL on its own. Every suggestion lands in a notebook cell for you to review and run. Production connections default to read-only, queries ... ... would've stopped it? - For anyone on DBeaver/TablePlus/pgAdmin what's the one thing that would get you to switch, or the one thing keeping you from trying something new? - Anyone using MCP servers against production data yet? Curious what guardrails

... Working on ShareViral ( shareviral.cash ) and would love this community's honest take before our launch. The problem we're chasing: businesses buy "leads" that were sold to 4 competitors, filled in by bots, or never consented to be called (which, since the FCC's one-to-one consent rule, is a per-call legal penalty in the US). Meanwhile creators with 5k 50k followers earn $0 too small for sponsorships, and affiliate programs only pay on completed sales. Our approach ... ... verified results with a consent record naming the specific brand No follower minimums anywhere. 5-layer click-fraud filtering, shown openly. What I'd genuinely love feedback on: Would you trust an AI call outcome to gate payments? What guardrails

... When I over-index on safety, engagement drops. When I loosen up, I betray the entire reason I started. For those of you building consumer products especially anything involving kids, health, or money how do you decide which guardrails are non-negotiable versus

... think this means don t vibecode . I think it means vibecoded products need a runtime safety layer earlier than traditional SaaS apps did. Curious how people here are handling this today. Are you building your own guardrails, using prompt-level rules, adding gateway checks, or just accepting the risk until the product has traction? Comment from Hossein Yazdi(@hosseinyazdi): I agree. Vibe coding is great for getting an MVP out quickly, but once real user data is involved, you need ... ... validation and safeguards. At that point, reliability becomes much more important than development speed. Comment from Roopesh Donde(@roopesh_donde): @nocturnalknight This is a real issue; a countless number of times Claude code pushes to git inspite of strict guardrails

... mode (after enough approvals, people stop reading them). We just launched this today if you want to see how we approached it: https://www.producthunt.com/prod... So where's your line? Would you let an AI write to prod with guardrails, or is read-only the permanent ceiling for you? Comment from Michael Wilding(@michael_wilding): I was really uncomfortable with this as well, but I've moved closer to it. Keeping human in the loop, I think, is really important ... ... running a hand-written UPDATE query at 6pm on a Friday is probably riskier than an agent that shows you the SQL and waits for approval is the line that reframes this whole debate. the risk was never AI vs

... thinking deeply enough about the Moat and GTM. A great product does not automatically equal a great business. If you haven't thoroughly thought through your Go-To-Market strategy and why your business is defensible against competitors, the pitch falls flat. For the founders here: What are the top challenges or objections you are facing when pitching right now? Let's discuss it. Comment from Johnson Gill(@johnsongill): The hardest part right now is standing out. Investors have seen ... ... running a hand-written UPDATE query at 6pm on a Friday is probably riskier than an agent that shows you the SQL and waits for approval" is the line that reframes this whole debate. the risk was never AI vs

... relying on a human-in-the-loop to double-check everything? For example, are you using: Advanced RAG: Better chunking, hybrid search, or re-ranking? Self-Correction: Making the LLM verify its own sources against a strict schema? UI Guardrails: Forcing the system to visually highlight exactly where the answer came from? Drop your tech stack, your worst horror stories, or your current workarounds below. Comment from Alper Tayfur(@alpertayfurr): @saumild27  That second step is exactly the hard part ... ... small negative word like not or unless. Summaries can hide the mistake, but extraction/Q&A makes it much easier to spot when the model stretched the evidence too far. I ll take a look at Ethos the supported vs

... made them succeed or fail? For those who've sold into small/mid-sized businesses, what's usually the biggest blocker to adoption price, integration effort, or something else? Is there a feature here that seems like a "nice to have" versus something that would actually change behavior? Would appreciate any perspective, whether from experience building similar things or just as someone who's dealt with this as a customer or business owner. Comment from Alessandro Lusardi(@alelusardi): I am currently building ... ... night. The hardest part right now: Enforcement in the action path without adding latency. It's easy to govern agents if you're willing to slow them down the hard part is checking every action in milliseconds so the guardrail

... plans multi-step tasks, calls tools, checks its own output, and keeps going without hand-holding. Demos include autonomously playing Factorio and building a working CAD editor (with its own AI copilot inside). Coding: 80.3% on SWE-Bench Pro vs 69.2% for Opus 4.8. Knowledge work: top scores on GDPval-AA, ahead of Opus, GPT-5.5 and Gemini 3.1 Pro. Long context + vision: noticeably stronger on long documents and multi-turn work. The interesting twist: it ships with hard guardrails

... still go through edge cases and user scenarios manually, or are you also delegating please break my app to another agent now? Has testing become more systematic and automated in your workflow, or you just moving faster with fewer guardrails (and let users break things) ? Also, do you test any of your endpoints? Preparing for a launch soon and looking to connect with people that love breaking APIs and automate flows. https://www.producthunt.com/prod... you can follow to stay ... ... thought were mathematically impossible to break! The less "tech-savvy" your beta users are, the faster you will see exactly where they get stuck in your interface.  As a solo full-stack engineer, I try to balance automated guardrails

... galdayan): our setup ended up being a Slack webhook per agent session, posted to a channel only that agent writes to. sounds basic but the key part was making the notification say WHY it's waiting (needs approval vs finished vs

... kahana.io/docs/plain-english-browser-control  |  https://kahana.io/docs/split-vie...  |  https://kahana.io/docs/busy-stre... Questions we would love your take on: What deserves a modal Should close all tabs except pinned always confirm? What else belongs on the destructive list? Friction vs safety Is one modal enough, or do you want a second step for high-impact actions (type DELETE, show tab count)? Clarity of scope What should the modal show so you trust it: tab titles, counts, window name, undo window? Recovery ... ... long should that last? For the Oasis team Have you seen a confirmation when you did not expect one, or the opposite (something risky with no prompt)? Tell us where you want the line between fast agentic help and guardrails

... everyone overnight - they ll just move much faster with fewer bottlenecks. Comment from Alper Tayfur(@alpertayfurr): I think white-collar work gets affected faster because most of it already lives inside software. But the real split is not blue vs white collar it s repeatable tasks vs

... Plurai is a developer-first product, targeting a technical audience. We wanted the tagline to be both accurate and relatable. We brainstormed multiple options, looking for the right balance, and opted out for this option: Vibe-train evals and guardrails tailored to your use case Show, don't tell The image gallery is the first impression of the product. It sets expectations. High-quality assets == high-quality product. The first image is used as the social preview, so we kept ... ... Wrapping up That's it! Hope you found this thread insightful. Join the launch Comment from Tammy Wolfson(@tammy_wolfson2): If anyone s has any questions about the product, or how does it help you with your evaluation and guardrails

... spent 6 months paying for shortcuts you took in the first 6 weeks. The cost breakdown is not about the money. It is about the lost features you never got to build. The customers you never acquired. The competitors who passed you while you were debugging. The most expensive code is not the code that broke. It is the code that worked just well enough to keep around while it slowly drained your team's energy. Have you ever ... ... tool, not a crutch. The crash course is the real education. The people who just prompt and ship will hit the wall. The people who learn the fundamentals will build things that last. What is the one guardrail

... public . What still needs maturing includes: 1. Full operator-facing balance panel The admin side needs a cleaner, more complete control surface where operators can see: pressure inputs balance recommendations active bounds suggested changes recent balance receipts frozen vs live states restore-default controls 2. Stronger recommendation-to-action bridge The system should be able to move from: observation to recommendation to bounded execution to logged receipt without turning into silent mutation chaos. That bridge has to be careful, auditable ... ... first. Then the system bloats, leaks, overheats, and everyone acts shocked when the loop becomes unstable. Option B: hard manual interventions with no transparency This is when teams start changing things behind the scenes with no clear logic, no guardrails

... handle things like: Invoice processing and approvals Recruitment and candidate screening flows Lead enrichment, routing, and follow ups Travel desk and reimbursements Data cleanup, sync, and reporting agents Under the hood, it ships with 1000+ tools, native RAG, memory, guardrails, and observability baked in so you can actually trust agents in a live environment. We re live on Product Hunt today: https://www.producthunt.com/prod... Two asks from this group: If you have 2 3 minutes, I d really appreciate ... ... agent workflow in your world right now? I d love to hear ideas, edge cases, or this would only work for me if it did X/Y/Z. Happy to answer anything about how we re thinking about agent design, guardrails

... subscriptions no longer cover usage on third-party tools like @OpenClaw . If you were running your agent with @Claude by Anthropic , curious what option you'd pick: would you pay the extra bundle? pick another provider? or use an alternative like @KiloClaw or @Zo Computer ? Comment from Luca Ardito(@luca_ardito): I d probably separate prototyping and production more aggressively now: subscription-friendly tools for exploration, then API or provider redundancy for anything that touches real workflows. The bigger lesson ... ... that is helpful. Comment from Priyanshu Singh(@priyanshu_singh23): Feels like this will push people to rethink their stack more than just swap providers. A lot of setups were built assuming bundled access. Now it s more about control vs

... That can get complex fast and become a security nightmare. With Venn, we aim to fix that.  Venn is a universal connector: connect your apps to Venn once, use them with OpenClaw, Claude, ChatGPT, Cursor, and VS Code. Set guardrails