... Monitor: Sessions, Agent Graph, Agent Behavior, and Insights. Every run, every tool call, every hop, with latency and cost attached. Evaluate: Scorers and Eval Jobs that run against production traffic, so you catch quality drift, not just error spikes. Annotate: Review queues and datasets built from real traces, so humans can grade what the scorers flag. Same Rust engine. Same OpenTelemetry pipeline. Self-host it or use OpenObserve Cloud. And because it all lives in one place, you can trace ... ... most bad answers i have chased came from a lookup that was skipped rather than one that was slow, and a system built on emitted spans has no row for the call that was never made. the annotate

... purpose except nesting. Feed that raw to a model and you burn context while burying the elements that matter. So we don't. We cut the tree down before the agent ever sees it, and annotate what's left so a node knows where it sits relative to everything around it. That's what makes "the button next to the filter icon" resolvable at all. 2. "Checkout" is not an element The agent says tap Checkout. Nothing on screen ...

... Numbering - add unique page numbering Stamps - add various stamps to the pdf Fill and Sign - Fill and sign pdf Compare PDF - compare two pdfs Metadata - Get the metadata form the PDF Find in PDF - find particular text in PDF Annotate - annotate

... Answer in this format so the thread stays scannable: Tool name: Your answer here... Link: Your answer here... [ ] Free [ ] Paid [ ] Built-in OS: [ ] Mac [ ] Windows [ ] Linux Shortcut you actually press: Your answer here... What happens after the capture (annotate, drop in Slack, paste into an AI chat, ...): Your answer here... Why this one: Your answer here... Comment from Aaron Mitchell(@aaron_mitchell7): @bickov I mostly stick with the built in screenshot tool too. It's hard to beat when ... ... Bickov(@bickov): Tool name: SlimSnap Link: https://slimsnap.ai [ ] Free [ ] Paid [ ] Built-in OS: [ ] Mac [ ] Windows [ ] Linux Shortcut you actually press: Shift+Cmd+S for a region, Shift+Cmd+L for a full scrolling page What happens after the capture (annotate

... request for Annotate Windows support so here you go guys, it is available to download here https://xannotate.com Comment from Kim Benedict(@kim_ben_g): @aarav_pittman  I just got it released for windows actually just an hour, so far it's getting traction. user feedback helps me a lot on what to do next, I implement fast, so just keep the feedback coming. :D Comment from Aarav Pittman(@aarav_pittman): This is a good example of letting user ... ... feedback shape the product. How has the response been since the Windows version went live? Comment from Saqib Butt(@saqib_butt): I d love to see more customization for annotation

... unbothered, takes the task, does it, puts the result back where it belongs, and tells you what it did on the way out. Here are five days at the office. Example 1: A reading list that annotates itself (Notion) Everyone's Notion has a "books to read someday" table six months old, nothing but titles. Have Happycapy do the homework: "Research each Reading List book in Notion Personal Home and add a one-line summary." Flip the Notion toggle ...

... That is why we chose XLSX. A spreadsheet can show dozens of test cases on one screen, supports filtering and sorting, and gives product, QA, and engineering a shared view without forcing everyone into code. It also allows result annotations and side-by-side comparison between versions. The important rule is that the workbook is the source of truth. The harness reads it directly. Generated wrapper files tend to drift and become another thing to maintain. ### Why Headed Remote Browsers ... ... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs

... what the user was trying to do, and each topic carries a trend against the week before it. When password-reset loops start spiking, the change shows up as a status before anyone has gone looking for it. 3. Annotate what you find Whatever you find will evaporate when the tab closes unless it is recorded where the system can see it. Leave a thumbs-down with specific feedback ("quoted a version we never shipped") on the exact offending message ... ... that is the strongest signal you can give the system, and automatic flaggers do the same job for common failure categories without waiting for a human. A handful of annotations

... saved content. Creator Mode : Instantly turn any article, collection, or your whole library into quizzes, flashcards, mindmaps, or reports. Perfect for learning and content creation. YouTube with time-synced transcripts : Read along, jump to any moment, highlight, and annotate directly in the app. Newsletter Inbox : Get your own private email address, forward newsletters, and read them cleanly with zero algorithm noise. RSS + Discover feed : Follow your favorite creators and get smart recommendations. Instant AI insights, text-to-speech, beautiful reader ... ... mode, highlights, annotations

... fragile. Saving the image, naming it, copying the path, and then hoping the agent reads the right file breaks the flow right when the user is trying to explain visual context. The best version would feel like capture, annotate if needed, send to the active agent, with the path and metadata handled automatically. For AI coding workflows, visual context is becoming normal, so screenshot handling should feel like part of the conversation, not a file-management task. Comment from Alexander ... ... Bickov(@bickov): @rahulbhavsar  You just described what I ended up building. That save, name, copy-path, hope-it-reads-the-right-file dance is exactly what broke my flow too, so I made it: capture, annotate

... What a day. detectly officially launched on ProductHunt today. Quick recap for anyone just finding this. detectly automatically detects near-miss incidents from dashcam footage. Tailgating, cut-ins, hard braking, pedestrian hazards, lane drift. Every incident gets an annotated clip and every driver gets a risk score. No new hardware needed. I built the whole thing solo over the past few weeks, the ML pipeline, the dashboard, billing, everything. Today s been about getting it in front of as many ... ... definitely be coming back to this thread for input, really appreciate the perspective. Comment from Kunal Sharda(@kunalsharda): Congrats, Kieran. Solo across the ML pipeline, dashboard and billing in a few weeks is genuinely impressive. And the reactive-vs

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... Back with another Snapr update This week, I focused on making screen recordings easier to explain and annotate especially for tutorials, bug reports, walkthroughs, and product demos. Snapr now supports timeline-based annotations

... What it does: Summarizes any article in under 10 seconds Lets you chat with the content and ask anything about it Detects bias and loaded language in news articles Highlights text to explain, translate, save as a citation, or annotate Exports summaries to PDF and Word Compares how different sources cover the same topic Launch on May 13th. If you'd like to follow along or show your support, here is the link: https://www.producthunt.com/prod... Web: https://iqpage.app ...

... legends, I was a Roam user. Then Obsidian. Logseq. Notion. Beautiful graphs. Lots of [[backlinks]]. And I still forgot what I read last week. Why? Because linking isn't learning. Encoding is. Cognir enforces encoding: Read Annotate with your thought (no skipping) Graph appears Compile to prose or report It's not a database. It's a thinking instrument. If you've ever stared at your own PKM and thought "this feels like a filing cabinet for stuff ...

... everyone! I'm launching Lihenium: Scan PDF & Vault on Product Hunt this March 31st! It's an all-in-one document app I built completely solo: Smart Scanner with auto-crop Secure Vault for private PDFs PDF Editor annotate, merge, split Image & PDF compression Doc Library Already live on Play Store. Launching on PH in 2 days! producthunt.com/posts/lihenium-scan-pdf-vault Would love your feedback and support ...

... Product Managers Should Build" and "Shipping a Static Site With Astro" come from daily build journals, not hypotheticals. AI Assisted Work A searchable knowledge base covering LLM foundations, agentic AI, context engineering, and full-stack LLM development. 54 annotated scholarly sources, 102 total references. Built with MkDocs Material + GitHub Pages. I designed it for three audiences at once beginners, practitioners, and engineers because the best technical content shouldn't gatekeep. Content Distributor A CLI tool I just built that posts ... ... playbook is still being written. Would love to hear what you're working on. Always happy to trade notes or help where I can Comment from Rian Robertson(@rianbrob): Hey Victoria! Love your AI Assisted Work knowledge base...54 annotated

... Snip! Snip is a free, open-source macOS screenshot tool with on-device AI. Capture any region with Cmd+Shift+2, annotate with arrows, text, blur, and AI object segmentation, then press Esc your annotated

... pain. You screenshot something important, it lands in your folder as "Screenshot 2025-03-14 at 3.42.17 PM.png", and it's gone forever. We said enough. Here's the magic: +Shift+2 snap any region on any display Annotate with arrows, text, blur, and AI object selection (yes, it can cut out objects) Save it and AI auto-names, tags, and files it for you no more Screenshot_final_v2_REAL.png Create your own categories the AI learns YOUR system, not some generic ...

... designer, PM, or growth person, you probably know the drill: You spot a competitor flow you want to study, then you start screenshotting, naming files, pasting everything into Miro/Notion/Figma, trying to recreate the real navigation, and adding notes that end up scattered everywhere. It works, but it s slow, messy, and hard to share. That s the pain point that pushed me to start building BenchCanvas . What I m building: BenchCanvas turns any URL into a visual UX map : Paste ... ... auto-captures the key screens (landing, signup, onboarding, pricing, settings, etc.) Organizes them on an infinite canvas as a real flow diagram (based on navigation) Lets you annotate

... Ever tried explaining something on a website and wished you could just draw on it instantly? Same. That frustration is why Scribble Pad exists. Explaining a bug or idea usually looks like this: Screenshot Open editor Annotate Export Send Repeat. Too many steps for something that should be simple. So I asked myself: Why can t every website just be a canvas? Scribble Pad turns any website into your personal canvas. Draw instantly Write notes directly on the page Capture ... ... annotate

... Maaz, maker of TechRex Free PDF Editor a privacy-first, client-side PDF editor that runs entirely in your browser. No signup. No watermark. Instant download. Your files stay on your device by default. What it does Edit + annotate PDFs - Type on PDF, highlight text, draw/mark up, add notes - Add images/photos and place a logo on a PDF Organize pages - Merge PDF, split PDF, extract pages, delete pages Compression (built for real-world limits) - Compress PDF for email / WhatsApp / portal ... ... uploads - Target sizes like 100KB, 200KB, 500KB, 1MB, 2MB, 5MB, 10MB - Compress scanned PDFs as well OCR + searchability - Detect scanned vs

... Curious how other teams handle this: client sends a screenshot + this looks off , and then you spend ages collecting missing info. I m building to fix that: a website widget that captures annotated screenshots + URL/device/browser + console logs , then an AI agent rewrites the report into a proper ticket and syncs it to Trello/Slack . Would love to hear your workflow: Do you centralize feedback anywhere, or is it still email/Slack threads? What context do you always need before you can triage ...

... upvote, comment, message and visit and it was also amazing to see some other products shared with me and talk to some of you on the day, it s really inspiring. For context, Loomoz helps teams capture full webpages, annotate visually, and collaborate faster. Now that the adrenaline has settled, I d really love to understand one thing honestly and objectively: If you visited the website, what stopped you from signing up? I had hundreds of visitors but signups were ...

... Love the intention behind @Windsurf Codemaps, which are "AI-annotated structured maps of your code, powered by SWE-1.5 and Claude Sonnet 4.5." to enable "hyper-contextualized codebase understanding, grounded in precise code navigation". Or put another way: a map to help find your way in a thicket of vibed spaghetti code. I especially appreciate that you can reference a codemap directly in Cascade, Windsurf's coding assistant: What do you think? I'm pretty sure other tools like this ...