... worthy product? Can someone give me some suggestions please. "Here's what changed this month." +2 services ADDED : analytics-01 & app-02 came online. WASTE: app-01 is stopped, still billing $374/mo . RIGHT-SIZE: db-01 idles at 16% CPU p95 downsize. Comment from Rajkumar PB(@rajkumar_pb): @ludovica_eleazer   That is the idea here. If you look at my post, I tried to give as much as info possible to take action on the items mentioned ...

... locked in. Export any agent as an SDK and run it inside your own product. Build once, deploy where you want. Metered infra means you start free and scale with real usage no infrastructure to stand up, no idle spend. Would love your feedback on would it actually be useful to you, would it really solve your problems or would it be just another tool ...

... just published a new SELF OS podcast episode exploring a question I think will become increasingly important: Should people benefit when their devices help power AI? Billions of phones, laptops, gaming PCs, and other devices sit idle for hours every day while demand for AI compute continues to grow. SELF OS is designed around a hybrid model where workloads can be routed between: Local SLMs Trusted personal devices Resonatia s distributed node network Larger cloud models The goal ... ... create infrastructure where users can voluntarily contribute unused compute, understand how their resources are being used, and participate in the value they help create. In the episode, I cover: How SELF OS routes AI workloads Why idle

... Metal GPU. No cloud, no API keys, no per-character fees. Voice cloning from a 3s sample, 10+ languages, ~5-9s latency on M-series chips. The thesis: your MacBook has a neural accelerator sitting idle most of the time. If you're a podcaster, voiceover artist, or someone who records sensitive material, you shouldn't have to pay per character and trust a third party with your voice model. Free download with 25 generations ...

... massive, and the technical reason behind it is super simple: 1 No Chromium & Node bloat: Instead of bundling an entire browser per app, Tauri relies on the OS's native WebView (Windows/macOS/Linux). The final binary is tiny, and idle RAM consumption is ridiculously low. 2 Rust Backend: While the frontend remains web-based, all the heavy lifting, file system access, and core logic run on Rust. You get Rust's memory safety with C/C++ level speeds, without a bloated ...

... Metal GPU. Why I m building this: I was paying a cloud voice service to synthesize narration for short videos. Paying per character. And one day it hit me: my MacBook has a neural accelerator sitting idle 90% of the time. Why am I sending my scripts to a server, paying for each character, and trusting a third party with my voice data? The architecture is simple: download the app, it installs a menu bar daemon, the model weights live ...

... been developing my SaaS platform built fully on Cloudflare Workers edge infrastructure. Edge computing offers huge benefits for solo founders: zero idle server costs and global low-latency performance. However, I ran into many undocumented hurdles during development: Auth.js adaption issues for edge runtime Tricky differences between wrangler dev and production environment Stripe webhook validation & Resend email domain DNS configuration Most tutorials only cover isolated code snippets. It s challenging to find guides for a complete production stack including ...

... server right before running it, in case mail snuck in between your click and the queue draining. Paranoid? Yes. Correct? Also yes. Fixed "Couldn't load this message" then Retry works the classic. The body-fetch connection sits idle between two opened emails, the server quietly hangs up, and you find out by clicking. Skim now reconnects itself and retries silently, so you never see the error you were about to fix by pressing a button. Reading pane no longer ...

... scale, we've been compiling some practical approaches to this nothing magic, just real-world patterns for managing agent behavior at the intersection of reach and responsibility. 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 ... ... Genuine question, since Writeara lives exactly on this line: do you treat every destination as one publish-gate, or does the gate's weight scale with the destination's reach, a push to a personal blog with 12 readers versus

... everything your agents learned about your codebase, rendered as a 3D brain you can explore region by region. - Personal to-do board: your own private kanban next to the agent boards. Write a task, then hand it to an idle agent with one click and watch it move to Doing. - Session recap: close the app, come back later, and every agent picks up with a summary of where it left off. This works for non-Claude CLIs too. - Live plan ...

... agent session is accessible from Web, TUI, and messaging channels, every surface needs to agree on what active, queued, stopped, and finished mean. What changed: Web, TUI, and IM now share one turn lifecycle. A conversation is not considered idle until its complete queue has drained. Stop and cancel wait for the underlying agent to settle, with a bounded forced-shutdown path when it does not. History, activity, pending messages, permissions, and session state stay isolated within the correct conversation ...

... question then becomes: when one of those does fire, how fast can the human re-enter? Standing authorization reduces the volume; a good re-entry path handles what's left. Curious what categories your operator ended up pre-authorizing vs. what still needs the pane-pull. Comment from Kidder(@hellokidder01): @milan_cheeks   The batch-checking + clearer prompts approach definitely cuts down the frequency of interruptions, no argument there. For me the remaining gap is that when one does stop ... ... where you even were Try treating agent prompts like async messages rather than blocking calls kick off longer tasks before I switch focus, not during Hope this help:) Comment from Kidder(@hellokidder01): @omri_ben_shoham1  Yeah, the "thinking vs

... Same queue, totally different urgency. Telling those two apart automatically is the piece I don't have clean yet. In your setup, how are you deciding which of the 20 percent is allowed to wait for a window versus which should break into your focus? Comment from Aadil Ghani(@aadilghani): @virko_kask   This made my day, partly because you actually went and rebuilt the thing, and partly because "a file cannot tap my shoulder" is the cleanest one-line ... ... Same queue, totally different urgency. Telling those two apart automatically is the piece I don't have clean yet. In your setup, how are you deciding which of the 20 percent is allowed to wait for a window versus

... decisions early, understand our own product, and ship with confidence. What do you think? Should agents work completely independently while we relax, or should developers stay involved throughout the process? Curious to hear how everyone else uses that idle time. Comment from Rohit Kumar(@rohvan): For me, I m usually working in iTerm, and while the agent is coding, I try to stay in the loop by checking recent commits, reviewing diffs, and understanding why every change was made ...

... genuinely tough session (maxed-out context, a long stretch of real work, a big pile of code changed) it gives you a quiet, warm nod: "that was a rough one you pushed right through ". It reads effort, not idle time, never nags, and reads only signals already on your Mac. Real usage that just works in your language, and finally reliable Tamamon shows your actual Claude usage (current + weekly) from your own Claude Code login only the numbers, never your ...

... right place at the perfect time, watching the foundations of the modern web being laid brick by brick. I m wired in a way that makes me absolutely despise doing nothing. My brain simply refuses to idle. When I m not programming, I m trying to raise my three kids. And when even they get completely tired of me, I escape to take care of my house and garden. I dive into everything and anything that doesn't have ...

... while syncing AI status and the live count of emails being processed now stay visible even mid-sync, so you always know what's happening. Lighter on your Mac the on-device AI now releases memory when it's idle, keeping Quartz leaner in the background. Email text is a touch more compact, making longer messages easier to scan. Fixed Your signature no longer disappears when collapsing a quoted Apple Mail reply. Comment from Mustafa Arian(@thenameisarian): local-first ...

... seen it: IdleDev fills the dead time in your AI coding sessions. While Claude, Codex, Gemini (etc.) are thinking or running tools, a clean sponsor sidebar runs right beside your agent in the terminal. Developers get paid for that idle screen time, advertisers get a direct line to devs. No tracking pixels, no popups. What changed in v2: Live sidebar ads. Headlines, and link, sitting next to your agent instead of a cramped status bar Way more agents supported. Claude ...

... found that the real limit isn't the number of projects. It's the number of projects that require active decision-making at the same time. A project with clear context, documented decisions, and obvious next steps can sit idle for weeks and be resumed quickly. A project that lives only in your head consumes energy even when you're not working on it. The hidden cost isn't execution. It's reconstructing context every time you come back. Comment ... ... urgent so I was context-switching into three different "modes" a day. What ended up helping wasn't cutting project count, it was a filter that told me which 1-2 things actually needed a decision from me today vs

... Comment from Qifeng Zheng(@qifengzheng): usage-based pricing is the moment the 'just expense it' era ends for solo devs every prompt has a meter now. it's pushing me to watch which tasks actually need a frontier model vs a local one. curious if teams are just eating the bill. Comment from Qifeng Zheng(@qifengzheng): @fmerian   honestly the routing logic is the part nobody has instrumented you need per-request cost attribution before you can even decide when ... ... subscription fee. AUREM commits directly to GitHub no PR, no terminal. Might be worth a look if your team is re-evaluating right now. Happy to share more if anyone's curious. Comment from fmerian(@fmerian): no longer using @VS

... 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

... rejoin the same workspace-level thread while Codex, Claude, and other host agents keep their own resumable sessions underneath. Highlights: - WorkspaceThread runtime with JSONL-backed thread state - IM and Web Chat continuity with clearer host resume info - safer idle host shutdown and Stop/close behavior - new Settings popup for General, IM, and Tunnel - updated shadcn UI components and UI polish Coming next: multi-agent collaboration mode. I am working on several collaboration patterns: - Team Mode: sub-agents work together ... ... compare approaches, results, and tradeoffs I would love feedback from people who use coding agents across desktop, web, and IM. The big design question I am exploring is how much continuity should belong to the workspace versus

... questions to ask, what patterns matter, and what context it needs about your business. Every pack has four parts: Part What It Does Categories Sub-types within the domain. E-Commerce has "Multi-Category Store". Gaming has "Match-3", "Idle", and "Casual". Each activates different analysis strategies. Analysis Areas The patterns to look for like "Conversion Funnel", "Revenue & Pricing", or "Customer Retention". Prompts Markdown instructions that guide the AI through exploration, analysis, and recommendations. Profile Schema A form where ... ... Store for large retailers selling across electronics, appliances, fashion, and more. You could add others like "Subscription Box" or "Marketplace", each with its own tailored prompts and analysis areas. For comparison, the Gaming pack has three categories Match-3, Idle

... Launching my AWS Cost Audit & Remediation Accelerator on PH this Friday. Built for startups without a dedicated cloud team finds idle EC2, unattached EBS, data transfer waste and gives automated fixes to resolve them. Looking for a Hunter to help with the launch. Anyone willing? Happy to share a demo link ...

... built an AWS Cost Audit & Remediation Accelerator for startups that are overpaying on cloud without realising it. It doesn't just find waste it tells you exactly how to fix it, with automated remediation options for idle EC2, unattached EBS volumes, orphaned load balancers, data transfer waste, and more. Launching on Product Hunt next week Thursday. Looking for a Hunter to help with the launch anyone here active on PH and willing to hunt it? Happy to share ...