... 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

... 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

... Last week we did something stupid. We paused all human coding. Gave Claude (Anthropic) access to our GitHub repo. Told it to build new features, fix bugs, and ship. No human review. No guardrails. Just Claude and our codebase. For 7 days, it ran the engineering team. Here's what happened. Day 1: Confidence was high. Claude (Sonnet 4.6 then Opus 4.5) fixed a small CSS bug in 30 seconds. Then refactored a messy function into something readable. We felt ... ... will need to put in for a desired customer satisfaction, just that in this case we are our own customers, in other words, how many human hours are needed for a 92% confidence that nothing is gona break vs

... handling this in practice. Are you fully relying on your cloud provider s secrets layer? How are you handling rotation across multiple environments? Have you found a setup that actually eliminates drift, or is it mostly managed with guardrails? Would be especially interesting to hear if the move toward JWT signing keys is changing how people think about this layer. Comment from Eric Della Casa(@eric_nodeops): @tareqaziz0065  That s a clean setup, especially having rotation + CI checks ... ... empty. For production, secrets live in the hosting provider's env config, never in checked-in files. Key rotation is manual but infrequent the validation step catches misses before they hit prod. It's not drift-proof, but the guardrails

... tools out there? They let you do it. Pine Script doesn't stop you from overfitting. Python backtesting libraries don't warn you about data snooping. QuantConnect gives you 16 hours of compute per experiment and zero guardrails on methodology. So we built Varrd. It's not a backtesting tool. It's a system that an LLM gets placed into where it is physically impossible to test wrong. The AI runs inside a framework with hard guardrails

... their brand. The benefit compared to making a responsive (i.e., fits on a mobile screen) web app is that: You give the user a native experience that makes UX seamless and intuitive, especially if you stick within the intended guardrails of Apple and their design system. If the app is good and has users from TestFlight, the App Store shows it to your intended demographic with positive ratings and reviews, making it easier to get eyes on it and grow ... ... LinkedIn posts in your voice. It's web-based, and I used Next.js, I used Better-Auth for authentication, and I added 3 strategies: email/password, Google OAuth and LinkedIn OAuth. I used PostgreSQL as the database and Polar (Stripe alternative

... access on day one. Comment from Navanita Devi(@navanita_devi): Dedy's point is interesting, the opacity problem is real. Most people conflate "AI having access" with "AI having unchecked control." They're very different things. Read-only access vs write access, logged actions vs

... edge. Comment from Daniel Foster(@dpfoster): We recently introduced generative voice and video into our Camtasia bundled subscription plans while retaining a traditional SaaS pricing model. Why? Sticking with the SaaS model helps us differentiate from competitors by offering unlimited AI under a very clear, predictable, easy-to-explain model. Some competitors

... sparked an interesting thought experiment: how likely is it that we ll see AGI (AI that thinks and learns like a human) within the next five years? The report highlights a fascinating divergence: the view from money vs. the view from science. Money : the probability inferred from trillions poured into data centers, Nvidia chips, and servers. Investors seem to be betting that AGI is inevitable. Science : the probability inferred from research papers and AI development models. Experts are far more ... ... might be ahead of reality. Expect volatility, overpromised outcomes, and valuable lessons along the way. Meanwhile, AI continues reshaping work, attention, and human behavior. I d love to hear the community s perspective: Are you seeing this money vs

... Project X Incident Runbook while composing. * Scoped & read-only: Chips are TTL (time-to-live) bound, no auto write-back; your current project s memory stays clean. * Inline provenance: Replies show which chip informed which part. * Admin guardrails: Allow/deny lists, approvals, label-based redaction (PII/secrets), and audit logs. Why it helps * Cut repeat explanations across repos/teams. * Reuse proven auth/logging/CI/CD patterns instead of reinventing. * Faster onboarding by bridging Architecture + Conventions. * Safer incident response: pull the right runbook just for this ... ... into a new hire s first week. Open questions (feedback welcome!) * Security model: Is read-only + TTL + provenance enough? What else is mandatory? * UX: Where should chips live in the composer to avoid friction? * Policy defaults: Org opt-in vs

... started testing Watchflow s rule engine across some of the most active GitHub repositories: vscode langchain react pytorch kubernetes Only vscode