... about a tenth of what fresh input tokens do, so the drop tripled our effective token spend on the same traffic. Thankfully, a monitor in Latitude was watching that rate and the drop opened an incident which, in turn, dispatched Claude Code in the cloud, and a few minutes later a pull request appeared that restored the cache structure the refactor had broken. A developer reviewed the change, merged it, and the hit rate recovered within the hour. Without that ... ... with the human verdicts most. The finished judge carries its agreement record, which makes its reliability a measured number, and as new annotations arrive the agreement is remeasured and the script re-optimized if it drops. 6. Turn on dispatch

... same problems when trying to use AI tools to build my projects: 1. **Cloud Lock-in & Costs**: Constantly paying subscription fees for cloud-based AI tools where I don t own the execution flow. 2. **Context Fragmentation**: Dispatched AI agents frequently "forget" the broader roadmap context or what they did in the previous step. 3. **Data Privacy**: Reluctance to upload proprietary codebase directories or idea drafts to external databases. That s why I built SoloMap: a **local-first ... ... roadmap and agent task coordinator** that lives entirely inside VS

... everyone Another project I ve been working on is Dispatchtool, a platform designed to help companies manage dispatch

... problems across different industries. Instead of focusing on just one niche, I ve been experimenting with products in areas where I ve seen clear inefficiencies and opportunities to simplify how businesses operate. So far I m working on: Repairius dispatch & shop management software for repair businesses https://repairius.com (App available now on the App Store) Dispatchtool

... everyone One of the tools I ve been building recently is Repairius, a dispatch and shop management platform designed for repair businesses. The idea came from seeing how many repair shops and mobile mechanics still rely on a mix of phone calls, spreadsheets, and whiteboards to manage their operations. Repairius helps simplify that by giving shops one place to manage everything. With Repairius, businesses can: manage repair jobs and work orders dispatch

... tell the browser 'click here first, copy that second'; you just specify the desired outcome . The browser handles: 2. Multi-tool collaboration, not single functions True complex tasks necessarily involve multiple capabilities: Task orchestration browsers are essentially tool dispatch hubs . 3. Persistent context, not one-off conversations Tasks aren't 'question-answer' but ongoing processes: This is the true nature of 'work'. 3. Why This Matters Greatly for Creators 1. The bottleneck in creation is never 'writing' but 'prep work ... ... actually becoming: Unified operating systems for personal knowledge, tools, and intelligence. When task orchestration truly matures: For creators, this means: Conclusion: You're Not Using the Browser You're Directing It When browsers can understand goals, plan tasks, dispatch

... Super excited to share that Xfrate TMS is going live on Product Hunt! If you ve ever been close to logistics, you know how messy the mid-mile can be: Endless calls & WhatsApp messages with transporters ,Spreadsheets everywhere ,Dispatch inefficiencies that drain both time & money, Zero visibility once the shipment leaves the hub. We felt this pain first-hand, which is why we built Xfrate TMS. What it does: Create & manage FTL/LTL orders in minutes Optimize dispatch