... wrong output is a funny story instead of an incident. Second, after Teri, I added a harder rule upstream: when an agent is missing information, it has to stop and ask instead of inventing. Slower on the rare gap, correct every time. The uncomfortable version of this thread's question is: if your agent CAN reach production, customers, or money before a human notices, you've already decided the blast radius, you just haven't detonated yet. Comment from mohsen ... ... people getting comfortable, which you already said yourself. Does Pushary let the customer define that ladder, or is the destination something you configure for them? Comment from Aria(@ariajinling): I agree: degradation has to be an explicit, author-authored alternative

... almost entirely with AI-assisted tools, and the thing I've found matters most isn't how fast the AI generates code, it's having a real, repeatable way to verify what it actually did before trusting it's correct. A recent example: I had a security researcher report what looked like a real vulnerability. Turned out the AI-assisted fix from weeks earlier had shipped correctly

... differently when percentage widths are placed inside absolute-positioned flexbox containers. To fix this, I rewrote the card styling, wrapping the inline SVGs inside a wrapper div with a defined aspect ratio and adding modern CSS properties to force correct scaling. Here is the CSS and updated HTML class structure I added to the custom stylesheet: /* CSS Fix for SVG border rendering on mobile Safari */ .nft-svg-container { position: absolute; top: 0; left: 0; width: 100%; height: 100%; aspect-ratio ... ... overflow: hidden; pointer-events: none; } .nft-svg-container svg { display: block; width: 100%; height: 100%; object-fit: fill; /* Force SVG vectors to scale correctly

... Overlapping Mobile Layout Bug and the CSS Fix On Day 3, I ran into my first major technical issue. I opened the website on my iPhone and an older Android test phone to make sure everything looked correct on mobile screens. On desktop, the hero banner looked fantastic. It had a bold headline on the left and a large, floating 3D card image on the right. However, on smaller mobile screens (especially those around 375 pixels wide), the text ... ... megabytes to under 200 kilobytes without losing any visible image quality. Since the client wanted to host the site on their static server, I wrote a custom configuration file for their web server to handle browser caching and compression correctly

... budgets, contractors, milestones, and completion dates. Operations teams are focused on keeping the business running, serving customers, protecting revenue, maintaining safety, supporting staff, and preventing the building from descending into controlled chaos. Both teams can be doing their jobs correctly and still make each other s lives significantly more interesting. A contractor may see a corridor closure as a straightforward construction activity. Operations may see: Guests wandering in the wrong direction Deliveries arriving at a door that no longer works ... ... Reputation damage Emergency workarounds Leadership asking, When did we know about this? The solution is not simply another meeting. The two sides need a shared coordination layer that connects: Project activities Operational events Affected spaces and assets Expected disruptions Alternative

... Your underwriting memo is only as good as the data behind it. We just shipped a major accuracy update to Wagoo's underwriting engine. The platform now handles multi-year financials with significantly greater precision, correctly identifying and pulling the most recent fiscal-year data from income statements and balance sheets, even when internally prepared and audited financials are combined in the same document. A peek under the hood: Wagoo doesn't just extract numbers and drop them into ... ... template. Our pipeline uses agentic extraction with built-in self-correction

... scope, visible variables on the dashboard or chart you re viewing, and hidden, cross-dashboard, and cross-organization queries stay locked down. Fixes and improvements Restored file-based Fivetran connectors (like S3 and SFTP) so they create and sync correctly again. Fixed chart images in insight emails and Slack so they render with the correct

... named it correctly: supervising agents is becoming an output-evaluation skill. The team that makes is this correct

... likely to end up with duplicate saves of the same content. Easier mobile editing. On phones, it's now easier to add a new line when your cursor sits just above the floating formatting toolbar. Fixed Search now closes correctly. Pressing Escape and clicking the close button now reliably dismiss the search window, which previously could stay open. Tag actions on mobile. The tag actions menu no longer gets stuck after navigating back on mobile. Editor crash on broken tables ... ... Notes containing malformed tables no longer crash the editor when you open them. Math and LaTeX display. Mathematical formulas now render correctly

... place to share workflows, ask questions, and tell us what to build next. Thank you to everyone who joined the AMA. Compare Recall to other tools. We launched a comparison hub, starting with our first head-to-head, Recall vs NotebookLM. See how the two stack up , or browse the full comparison . We'd love your feedback. Improvements & Fixes Cleaner Markdown exports. Notes created in Recall's older format now convert properly when you export to Markdown, so your ... ... doesn't, so your devices stay properly up to date. The browser extension keeps up on dynamic sites. On sites that switch pages without a full reload, like Gmail, Notion, and YouTube, the Recall widget now reloads correctly

... first tool. This caused the SEO to even hamper I guess. So even after getting a huge reach, it did not bring in much fruitful results. Currently I have focused a lot on making corrections so that the SEO picks it up correctly

... branch. Added MiniMax ( minimaxi.com ) to the list of preset model providers. Interaction & Workflow When rejecting a tool call from the assistant, you can now provide a "reason for rejection". This helps the assistant understand your intention and correct its subsequent behavior (#304). Added "Always on Top" and "On Top When Typing" options to chat window (#295). Added global shortcuts for "Pick Visual Element" and "Take Screenshot" (#269). Added a "Maximum Context Rounds" option to control context length ... ... Fixed an issue where the chat window could not be brought up by shortcuts in specific scenarios. Fixed an occasional crash issue that could occur when deleting chat history. Fixed an issue where assistant configurations did not take effect correctly

... Secrets or your secrets manager. Step 4 Get the public URL and set BASE_URL Once the deployment is running, retrieve its public URL and redeploy with BASE_URL set. This is required for OAuth redirect URIs to work correctly across all platforms. Copy nexusai_deploy_status( deploymentId: "7a2c91f0- " ) // Once you have the URL, redeploy with baseUrl: nexusai_deploy_flixty( provider: "gcp_cloud_run", baseUrl: " https://flixty-abc123.run.app ", sessionSecret: "your-saved-session-secret" ) Use https://flixty.yourdomain.com/au... as the redirect ... ... flixty.yourdomain.com/auth/<platform>/callback as the redirect URI template. Troubleshooting OAuth redirects fail after deploy This means BASE_URL is not set or points to the wrong URL. Check the current value with nexusai_deploy_status and redeploy with the correct

... Draven from the Philippines a self-taught indie maker who just launched my first product here on Product Hunt today. I built SmartSalaryTool.com a free Philippine salary calculator that helps Filipino employees verify if their payslip deductions are correct. A bit of backstory: I kept noticing that people around me friends, family, coworkers had no idea if their employer was computing their SSS, PhilHealth, and tax deductions correctly

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative

... wrong, you fix the page and wait for recrawl. When an AI gets your brand wrong, there's no "recrawl." There's no "fix." There's just millions of users reading incorrect information about you and no way to correct it. Real examples from our data: Example A: SaaS pricing A B2B company updated their pricing in January. In March, ChatGPT was still citing their 2024 prices. Users thought they were hiding costs. Three enterprise deals fell through before they ... ... Damage What we've measured: Impact Average effect Branded search decline after negative AI answer -18% over 90 days Sales cycle extension (due to incorrect info) +23% longer Support tickets related to AI misinformation +37% Trust recovery time after correction

... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative. We made a deliberate choice not to cut corners on the AI layer because the AI layer is the product. Long-form content repurposing requires a model that can hold narrative across 800 words, match a brand voice consistently across ... ... different formats, and write something you'd actually publish not something you spend 20 minutes editing into shape. We tested the alternatives

... Rankfender , we've identified clear patterns. Certain content types get cited 3x more often than others. Here are the 7 content types that win AI citations with real examples you can steal. First, the data: Content Type Citation Rate (vs. average) Best For Comparison pages 3.2x higher "X vs

... with visual indicator in the status bar Saved state indicator [ ] to complement [+] Setup wizard now includes a clearer Git remote example Status bar reference documentation Fixes Autosave no longer causes layout shifts in the status bar Git status updates correctly after autosave UTF-8 encoding enforced for all file operations (fixes Windows compatibility) Keybinding conflict resolved (select line F8, select all F9) Focus and reader modes are now mutually exclusive Pane defaults now apply correctly

... quiz was multiple choice only. Now, Recall supports seven question types to test different aspects of your understanding. You choose which types to include when generating questions, and you can also create any type manually. Multiple Choice: Pick the correct answer from several options. True/False: Decide whether a statement is true or false. Fill in the Blank: Complete a sentence by selecting the missing word or phrase. Short Answer: Type the answer from memory with no hints ... ... analyzing this answer right now; it's a match-based system. This will evolve in the future. Matching: Connect related items by drawing pairs. Ordering: Arrange items in the correct

... ranked #4 on PH! 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

... Research and Development (R&D) tax relief in the UK is a powerful incentive that rewards companies investing in innovation. When prepared correctly, a successful R&D claim can reduce a company s corporation tax or even provide a cash credit but preparing that claim requires meticulous documentation, technical justification, and compliance with HMRC s rules. In this article, we walk through everything you need to know about R&D tax relief claim preparation: from eligibility ... ... Involved the resolution of uncertainty that a competent professional could not easily solve; Used systematic or investigative approaches to resolve that uncertainty. This can include work such as: Developing new software or improving existing systems; Creating prototypes or testing alternative

... everyone, We re excited to share that Aiarty Video Enhancer V2.5 is officially live! Here s what s new: Customizable Color Correction V2.5 introduces a full set of color correction

... sharing some of my favorite prompting tips, plus a handy cheatsheet I put together. Prompting Tips That Actually Work Be spatially specific. Use keywords like "left", "right", "centered", "aligned to bottom", "spaced evenly" to help the model place elements correctly. Mention device behavior. If it should behave differently on mobile vs