... real users are almost unrelated quantities. Here's why, concretely. A benchmark asks one question: given this input, did the model produce the right final answer? Your product almost never lives or dies on that. It lives on the path. An agent that lands on the correct answer by calling the wrong tool, backtracking twice, leaking its reasoning into the user's face, and taking nine seconds to do a one-second job scores as a pass and ships ... ... real cases. Pull them from your own traffic the actual messages, the actual weird inputs, the three that made you wince and save them. When you change a prompt or swap a model, rerun those twenty and read the paths

... turned up while I was in there. The shape. /ocr/fields, /ocr/markdown and /ocr/text now return the same four keys. values is your data, exactly the schema you asked for and nothing else. cells is a flat map keyed by path, one entry per value, carrying box and quad (both always present, normalized 0 1000), verified, review, and the raw evidence behind that verdict. review is the summary: declared, returned, boxed, verified, flagged[], by_reason. image is the source size ... ... there is nothing left to keep in sync. Mapping, if you were reading the old one: values move under values, field_bboxes[f] becomes cells[f].box (with quad beside it), review_summary becomes review, image_size becomes image. Paths

... changed, so the second pass is blind in exactly the places the first pass was. Ours has no fast path at all. A deny goes back to the agent and nothing about it is durable at the gate. The next call is decided from the tool and the target as though the refusal never happened. There is a slow path

... Integration Copy and paste files, folders, and images between Sigma File Manager and other apps through the system clipboard. - Cross-app file transfer : copy or cut items in SFM and paste them into apps like File Explorer, or paste paths and files copied from other apps into the navigator with `Ctrl+V`; - Image paste : paste images copied from browsers and other apps directly into a folder; - Conflict dialogs : when pasted items already exist, choose `Rename` or `Merge`, and resolve individual ... ... file conflicts with Replace, Skip, Keep both, or Apply to all; - Clipboard toolbar : optional toolbar preview for images and file paths

... very high demand for it. A successful raise requires that you crack the code on building access to be able to line up meetings in a short period You can do so via the following: 2A: Investor Level Relationship Paths Metal shows who you know within your network that can introduce you to a given investor: https://screen.studio/share/BT55... 2B: Pipeline Level Relationship Paths

... built Ota after years of watching the same thing happen: you clone a repo, follow the README, and hit a wall because the project s actual setup changed, while docs and run paths drifted out of sync. I wanted a reliable way to make the ready-to-run and safe state explicit, not tribal, using an execution contract in `ota.yaml` that humans, CI, and AI agents can use. So if you want to ask about how Ota works under ... ... workflows, I m here. Comment from Bobai Kato(@bobaikato): @yunusa_abdullahi  Exactly. People usually notice the code problem first, but a lot of lost time actually comes from the repo not making its setup, verification, and runtime path

... exactly this. Do you go where nobody else is and risk building something the market doesn't understand yet? Or do you enter a proven market and compete against players who already have distribution, brand, and loyal users? Both paths have real merit. The case for a new niche: no direct competition on day one you define the category and own the narrative early movers can build strong brand recognition before the market fills up easier to stand out when ... ... differentiate and out-execute. The worst outcome is going into an established niche without a clear reason to exist or going into a new niche without the patience to build the market from scratch. So I'm curious: Which path

... Codex code changes and repo tasks 4. Claude long-context planning and review 5. ChatGPT product planning, launch work, debugging, and second opinions Honorable mentions: VS Code, PowerShell, GitHub, and Devin AI. I ve also been working on a local-first Windows clipboard vault because I reuse a lot of snippets, paths

... Most repos already contain the command you need. The hard part is knowing which one is actually intended. There may be scripts, Make targets, Docker commands, CI-only paths, and old setup notes. Some still work. Some are stale. Some only work after other services are already running. Ota helps the repo make that path

... biased because I built first? Probably. But I think "build the brand" advice sometimes becomes an excuse to not build the hard thing. Comment from Piyush Gajrani(@piyush_teq): @busmark_w_nika Most founders don t fail at brand vs product they fail at timing clarity. Knowing when to show up vs

... potential issues, trying to figure out which ones represent real risk and which ones are just noise. And as modern applications become more complex APIs, microservices, dynamic user journeys  validating real exploit paths becomes even harder. Meanwhile, the rest of software development has moved forward quickly with AI and automation.  Security testing, in many cases, is still largely detection-first. That s what led to a new direction ... ... been working on. Very soon,  ZeroThreat  will be introducing  Agentic AI Pentesting , a new feature designed to validate real exploit paths

... product grows, pricing becomes a mess. More complexity. Harder to manage. And suddenly, you're stuck. Do you double down on the product or stop and figure out pricing? For most teams, it becomes one of two paths: Path

... Graph View 2.0 is here, along with dozens of improvements across Recall. This release transforms how you explore and navigate your knowledge: visualizing connections, discovering paths between ideas, and watching your knowledge base evolve over time. Watch the tutorial | Read the docs Graph View 2.0 Card drawer: Click any node to open a slide-out drawer showing the full card content. Read and edit without leaving the graph. Focus mode: Click a node to filter the graph to only that ... ... card and its connections. Navigate by clicking connected nodes. The graph builds a visual trail of your path

... Product Hunt! I'm Sacha, founder of Pathfindeers. After spending 3 years lost in a dead-end marketing role, I built the tool I wish existed: an AI that reverse-engineers 1M+ real career paths to show you the mathematically optimal route from where you are to where you want to be. The Problem Career decisions are worth $350K+ over a lifetime, yet: - 70% of people rely on gut feeling (Gallup 2024) - 68% regret their choices (McKinsey) - Generic advice like ... ... work hard" doesn't show you THE ACTUAL STEPS Result? Years wasted in roles that lead nowhere. What Pathfindeers does? Think Waze, but for careers. We analyze millions of real trajectories to give you: Your Optimal Path

... Just shipped a crazy update for Solhun. You know that moment when Claude Code spits out a file path and you have to manually find it? Not anymore. Cmd+Click any file path

... everyone, I wanted to share a little project I ve been working on. It s a simple AI tool that looks at your resume and suggests some career paths you might or might not have thought about, based on your skills and experience. It s still in the early stages (an MVP), so it s not perfect yet. Completely made with Lovable since I don't have a coding background. I d really love if you could ...

... Since our foray into the fullstack world earlier this April, our teacher team has been busying away working on a MASSIVE new course - The fullstack Developer Path . This will sit neatly alongside our 2 other flagship paths

... everyone, been working on some quick updates for Zeno today based on your feedback! Here s a look at the fresh improvements that just went live: Improved UI lag: Curating videos is now much faster and The Learning Paths page now loads almost instantly! I've optimized it to show you all the paths

... Product Hunt! I'm Pablo, a political science grad from Spain who's been learning to code by building real projects. Now, I'm launching MapMyLearn, a tool that uses AI to generate fully personalized learning paths on any topic. Each path