... that's next." Six weeks on, here's what actually happened. Done : @maschiojv asked about Paddle, it now has 21 curated failure patterns instead of a bare spec import. @galdayan and @henry_s_jung both asked who keeps the sandbox honest over time. There's now a fidelity probe that fires the same request at the real provider and at our sandbox

... isolation through "profiles," but they're fragile, browser-specific, and often break when you least expect it. So I built a better way. What is Browser Isolation Manager? A Chrome extension that launches every account login inside its own sandboxed browser window each with completely independent cookies, sessions, and data. Zero conflicts. Zero cross-contamination. Who is this for? Sellers juggling multiple store accounts QA testers verifying different user roles Social media managers handling 5+ brand accounts Freelancers with separate ...

... v1.6.26 raises the bar for governed repository execution: - explicit authority for governed execution - stronger AI-agent and sandbox boundaries - trusted replay verification - bounded runtime and lifecycle proof - clearer container ownership and image evidence The goal is simple: less assumed execution truth, more enforceable boundaries and evidence. I m now speaking with engineering teams that have complex repositories, growing coding-agent usage, or recurring local-versus

... table, or calculator, not a paragraph describing one. So when an agent decides a visual beats prose, it writes real render-able code and it renders live in the chat inline, not a separate canvas. It runs in a sandboxed iframe with a null origin, so the generated code can't touch your cookies or session, even though it's fully interactive. It also picks up your theme automatically, light or dark, so it never looks bolted ... ... Comment from Raffay Sajjad(@raffay_sajjad): Mine is expense category breakdowns, every finance AI I've tried gives me "Category A is 40%, Category B is 25%..." in prose when it's obviously a pie chart. Question on the sandboxing

... being straight): Pinned/frozen scenarios our fixtures are still mutable on our end, so an update from us can shift your result. No lockfile yet. Drift detection we don't yet warn you when the real API changes shape vs our model. Learning from your own past runs memory is curated per-API patterns, not your team's history. Deep coverage everywhere we import 60+ specs, but the deep failure library is real for Stripe/Paddle + a handful, thin beyond that. Auto ... ... applying the fix, or offline/self-hosted not this tool (yet). Languages: it's language-agnostic. The sandbox

... rather than hold the line forever. A stalled job that took the cautious path is recoverable. A stalled job that just sat there is a support ticket. Comment from Dale Mooney(@dalemooney): @alex_amancio_candoa_   @aadilghani  Constant versus invariant is the useful thing here and I am taking it. One addition: you cannot separate them by observation, but you can by deliberately violating the constant once. A property that survives a test faking an unattended caller ... ... which is bounded, and cannot fire when nobody started anything. Your last seen sweeper is already the mechanism. It is sweeping into the wrong bucket rather than lacking the signal. Comment from Dale Mooney(@dalemooney): @aadilghani   The gate versus

... provided isn't even registered. In my case no harm could have been done because secrets are stored in the encrypted Ansible Valult. But nonetheless, the incident is very alarming and I think I should set up a strict sandbox or firewall for AI. Sadly, projects I could find so far weren't mature and trustworthy. Has anyone found reliable solutions for this? Here's the full attack response the sub-agent created: Comment from Craig Bennett(@craig_bennett1 ...

... works: Deterministic Policy Gate: Instead of an LLM guessing if an action is safe, Relay does an O(1) hash lookup on the tool name. (e.g., github_delete_repo = blocked, github_read = allowed). Zero latency, zero hallucinations. Networkless Sandboxing: For coding agents, you can't regex-check every bash command. Relay routes shell tool calls into an ephemeral Docker container with --network none . If an agent gets hijacked and tries to curl an attacker's webhook to exfiltrate data ... ... their AppSec/CISO review. It's free to test right now. Would love for you to tear it apart and give me feedback on the architecture. Live app & docs: https://relay-security-lemon.ver... What do you guys think about the "deterministic vs

... Harbor intent CLI: create, fund, attach evidence, confirm settlement from terminal Audit export helpers for compliance workflows 10 refreshed starter templates on GitHub Try it without signing up: npx -p @paybond /kit paybond dev loop --offline Or start in sandbox: https://paybond.ai Happy to answer questions about the stack, adapters, or sandbox

... lately we have found out that startups - specially YC startups, ask people to come to office in the "office days" where they ask the candidates to solve JIRA tickets and also give them a sandbox environment I feel they are just trying to guage how people will perform and work when they come and join them I feel this is a very expensive way of hiring and most of the candidates do not have full day to go attend ...

... already has (support tickets, finance close, lead routing, intake), build a production AI agent into their real stack on OpenAI, Claude, or Gemini, prove the savings, and hand over code they own. Not another demo that stalls in a sandbox. The thing I've learned the hard way: The hardest part isn't the model, it's picking the right first workflow and getting it past the pilot stage into something a team can actually run. I'm here ... ... space, trade notes on the pilot-to-production problem, and support launches where I can. If you're building something, drop it below, I'd genuinely like to see it. Happy to answer anything about agents, build-vs

... looking for polite "nice job!" comments. I am looking for a market signal and meeting good people. The Quick Test (No Sign-Up): If you just want a 60-second glance, jump straight into the scaled-down, gateless sandbox at Docuplete Sandbox

... same old playbook: they force you to create an account, upload your private assets to their cloud servers, and then slap a massive watermark on your download unless you upgrade to a paid plan. I wanted to build an alternative that respects both developer workflows and user privacy. That s why I created FDM AI Photo Suite a professional-grade image toolkit designed to be completely browser-native . By leveraging local sandbox

... moment, would appreciate your eye on AI Hive too. Comment from Nolan Vu(@nolan_vu): @samuelcrotti  Real pain point, props for tackling it head on. Ran a small Shopify store for a bit and the ad spend vs actual profit math was always a mess of half-updated spreadsheets, never trusted the number by the time I looked at it. If Margn can pull that into one reliable figure without me reconciling three platforms by hand, that's worth ... ... workflow automation side if you're ever curious. Would love a quick look and your feedback on AI Hive: https://www.producthunt.com/prod... Comment from Nolan Vu(@nolan_vu): @harmeet_singh13  The audit tool showing what an AI fetches vs

... Heym update The last 30 days have been some of our busiest yet. @mbakgun We shipped a broad set of improvements across security, observability, workflow migration, dashboards, agent capabilities, and integrations. A few highlights: Security hardening OS-level sandboxing for agent code, OAuth hardening, SSRF-protected downloads, parameterized queries, stricter resource access, and private vulnerability reporting. Better observability OpenTelemetry tracing, execution timelines, token usage, and model cost visibility. Easier workflow migration AI Convert can bring existing automations, including n8n workflows ...

... browser with zero server uploads: https://www.freedocumentmaker.co... If you are tired of paying for mobile scanning apps or worrying about where your sensitive financial data/IDs go when using traditional cloud converters, we engineered this as a client-side sandboxalternative. Core Features: Magic Mastering Engine: Intelligent local image filters to auto-crop, fix shadows, straighten angles, and enhance text legibility on the fly. Multi-Page PDF Builder: Drag and drop to reorder, add, or delete sheets dynamically before compiling ...

... actual insight, and it's bigger than it looks: making the notification say why it's waiting is what turns a ping into a triage. "Done" makes you tab back to find out what "done" means. "Needs approval vs finished vs

... buttons, switch windows, read on-screen text. The bot reads the same semantic UI structure as VoiceOver so it can act on labels you'd say out loud ('the Sign In button in Safari') instead of guessing pixel coordinates. Sandboxed by default; every action visible in the Activity tab. New Live tool-turn panel: Every assistant message ships a collapsible panel that streams tool calls (file edits, shell, search, computer-use) in real time, with per-tool renderers. The Activity ... ... statement-model, DCF, Excel authoring), GitHub workflow (PR review, repo management, code review), design and docs (concept diagrams, Excalidraw, PowerPoint authoring, nano-pdf), and SaaS integrations (Notion, Linear, Airtable, Google Workspace). Browse the full catalogue in Dashboard Skills. Improvements Sandbox

... coding agents easier to launch, resume, and reach from web/IM surfaces. What changed: - Added per-agent launch settings, so each agent can have custom terminal arguments and agent-protocol arguments inserted into the generated launch command - This covers Codex sandbox / permission-mode / YOLO-style workflows without making the feature Codex-only - Improved IM session behavior: IM can resume the latest session without replaying old message playback, with a setting to control auto-continuing the last IM session - Tested preview ... ... this should make the launch path a lot more transparent and customizable. Comment from Jazzen Chen(@jazzenchen): @alpertayfurr  Thanks Alper, totally agree. A single generic launch command starts to break down once agents have different flags, auth modes, sandbox

... less. We do that by pairing every task with the right context and model for the job - open or closed. That means you get the same output quality as Opus 4.7, but 5x the tokens for the same spend versus Anthropic or OpenAI API rates across: Chat - grounded in your company's real context and a persistent knowledge graph Build - docs, decks, pdfs, real-time dashboards, apps or any artifact and share across your org Code - any arbitrary task ... ... virtual sandbox

... this architecture thoroughly stress-tested by fellow developers. Instead of taking my word for it, I d love for you to run your own automated benchmarks (llm-benchmark, multi-threading, etc.) and tear it apart. You can test the sandbox here: [Link: model.usddd.org ] To help the PH community test the concurrency limits without worrying about costs, I've loaded the platform with free trial credits by default for new sign-ups today. I would love to hear your raw feedback ...

... Declined" means something different to every processor Numeric codes. String codes. Both, contradicting each other. 200 OK with failure buried in the body. Normalising this took us nearly a year. Still the most thankless work we do. 2. Sandboxes lie Test environments accept edge cases production silently rejects: wrong currency combos, certain BIN ranges, specific 3DS flows. We harden every connector against real production traffic before calling it stable. 3. API inconsistency is intentional We used to assume different schemas ... ... nothing persists beyond a single request. Painful. Worth it. 5. Regional processors are a different game Stripe and Adyen have decent docs. The long tail doesn't. One processor sent API specs as a Word document. Another had no sandbox

... they actually need done. "Check if John is on a paid plan" should trigger a database lookup, not a paragraph explaining what a paid plan is. Isolation matters more than you think. Each action needs to be stateless and sandboxed. When the AI is calling functions autonomously, you need guaranteed blast radius one bad call shouldn't affect anything else. Logging is non-negotiable. Non-deterministic systems are hard to debug. Every action call needs full params + response logged ... ... understand exactly what the AI did and why. Curious how others are thinking about this: How are you deciding which actions to expose to your AI vs

... because of distribution, but because of what the product actually needs to do. Room Service looks at developer machines in depth: files, processes, local environments, system-level data. And that s exactly where the App Store starts pushing back. Sandbox restrictions limit access to many of the things you actually need. Some features become awkward. Some become unreliable. Some just become impossible. At that point, I had to make a choice: ship a limited version on the App Store ... ... payments, licensing, updates all become your problem you have to build trust yourself you still need to deal with Apple notarization and signing even outside the App Store There s no perfect answer here. If your app fits the sandbox

... they actually need done. "Check if John is on a paid plan" should trigger a database lookup, not a paragraph explaining what a paid plan is. Isolation matters more than you think. Each action needs to be stateless and sandboxed. When the AI is calling functions autonomously, you need guaranteed blast radius one bad call shouldn't affect anything else. Logging is non-negotiable. Non-deterministic systems are hard to debug. Every action call needs full params + response logged ... ... understand exactly what the AI did and why. Curious how others are thinking about this: How are you deciding which actions to expose to your AI vs