... development shifts rapidly from simple stateless chat completions to fully autonomous agentic workflows ( @Claude Code , @Aider , @Langchain , @CrewAI AMP - Agent Management Platform ), we are encountering a fundamental challenge in software architecture: The Agent Readiness Gap . Unlike traditional deterministic software where API calls are predictable and bounded autonomous agents operate in multi-turn OODA loops (Observe, Orient, Decide, Act). This introduces three critical engineering & financial dynamics that most development teams are currently unprepared for: 1. Context Window Compounding: In long ... ... running agentic sessions, the entire conversation history and tool output (often 100,000+ tokens) are re-transmitted on every single iteration. As a result, token consumption scales exponentially, not linearly. 2. Delayed Cloud Governance vs

... perfecting the 6-string engine right now, but Bass is next in line! Advanced Technique Detection: We had great questions about expression detection. We are actively training our models to catch bends, slides, vibrato, and palm muting. Distortion & Amp Effects: Right now our engine is optimized for clean tones. Based on your feedback, we are prioritizing updates to handle distorted tones and heavy effects just as accurately. Android Support: We heard you! Right now we are fully native ...

... needs Verbatim provides several ways to share project information more precisely. The editor makes it easy to scope and share a specific section or function. File shortcuts simplify sending code to AI. AUX supports file and trace requests. AMP enables direct two-way communication so AI can view or request the specific files it needs. By narrowing the amount of project data sent through a probabilistic model, you can improve response quality while reducing unnecessary context, generation, and review ...

... both content and   product work.   2. Google Search Console I basically live in it. For anything SEO, it's the only honest source of truth   about what's actually happening vs. what I assume is happening.   3. Ahrefs keyword and competitor

... crystal clear right away, and those updates like chain length + one-tap rematch make the moves feel rewarding without overcomplicating things. The ending seems primed for "one more round," though yeah, a bit more tension (maybe timed chains?) could amp up the shareability with friends. If you're up for it, I'm launching The Sponge on PH soon...an AI-powered flashcard app that turns webpages into spaced repetition study cards...would appreciate a follow (link in my profile ...

... hitting 80%+ of my limit almost every day. Worth every penny. - Cursor: Using about 60% of fast requests. Solid value. - ChatGPT: Maybe 20% usage. I was using it mostly as a Claude backup when rate-limited. - Copilot: Under 10%. VS Code autocomplete was nice but I wasn't really dependent on it. Without usage data, all subscriptions feel equally necessary. With data, the picture is obvious. I cancelled Gemini ($20/mo saved) and I'm evaluating whether Copilot is worth keeping ... ... That's potentially $30/mo saved $360/year. TokenBar paid for itself in the first week. What it shows: - Usage vs

... sits in your macOS menu bar and shows your usage limits, credits, and reset windows across 20+ AI providers in one click. What it tracks: - Claude (Pro/Team/API) - Cursor (Pro/Business) - ChatGPT (Plus/Team) - GitHub Copilot - Gemini Advanced - OpenRouter - Vertex AI - Augment, Amp, JetBrains AI - Ollama, Warp, Kimi, and more What you see: - Current usage vs

... auth its just device id stored in keychain no accounts needed which keeps onboarding super minimal biggest challenge has been text extraction different sites block scrapers differently. revenucat for subscriptions has been great tbh, saves a ton of time vs rolling your own Comment from nim(@sup_nim): been building a few ios apps under studio.gold three live rn: speakeasy (turns any article url into audio), astrologica (ai personalized daily horoscope podcasts based on ur birth chart), and wordplay (daily ... ... login required which simplifies things a ton. billing through revenuecat which abstracts ios/android in-app purchases. would def be open to chatting about it Comment from Sudip Mondal(@maniacsudip): I just launched Amplitron, a free open-source guitar amp

... Senior Dev used AI to build a Local Transcription App & a Sci-Fi Game Hi Product Hunt Community! I m a senior developer in my 40s. Honestly, watching the explosive growth of AI has been both exciting and a bit overwhelming. But instead of letting it pass me by, I decided to embrace AI not as a replacement, but as the ultimate coding partner. Today, I m proud to share the results of this "Senior Dev + AI" collaboration ...

... models pop up every week. Some developer tools like @Cursor , @Zed , and @Kilo Code let you choose between different models, while more opinionated products like @Amp and @Tonkotsu default to 1 model. Curious what the community recommends for coding tasks? Any preferences? Comment from fmerian(@fmerian): @brightmirror  oh good to know! thanks for the suggestion Comment from fmerian(@fmerian): +1 @Claude by Anthropic Comment from fmerian(@fmerian): @flyaway  have you experimented with Composer 1? any feedback/thoughts? Comment ... ... widely seen as the best. And Sonnet is definitely a high-quality model. BUT if you re building a SaaS product powered by AI, pricing is important. It directly impacts margins, scalability, and how competitive you can be. If alternatives

... single container no need to create separate ones. OpenRouter Integration: Power Claude Code, Codex, Opencode, and others with any model via OpenRouter. Z.ai GLM Coding: Deep integration with Claude Code, Codex, and Opencode. 6 New Agents: Now supporting AMP CLI, Qoder CLI, Kilo CLI, Qwen CLI, Codebuff, and Blackbox CLI. Voice Input: Send instructions to CLI agents in the terminal using just your voice. Dynamic Configuration: Easily reconfigure agents even after a container has been created. Performance Boost: App execution ...

... agent runs step by step. Comment from Alex Newman(@az_ne): I nominate Claude-Mem but clearly I m biased :) Comment from Rohan Chaubey(@rohanrecommends): Hi @aaronoleary , it's a great initiative to collect nominations / recommendations from the community versus keeping it 100% editorial. I see a lot of biased comments and I love that makers and their teams are proud of creations. :) Here are my unbiased nominations truly based on my use cases (I have no affiliation with ... ... agent for automating work. Whether that's a task you complete just once, or everyday, Instruct is there to help! Personally I have a dozen workflows setup around my Notion and linear workflows, helping to fill in context, track competitors

... influenced and motivated me has been life changing Comment from Aaron O'Leary(@aaronoleary): @byalexai  All great ones! Banana Pro has been crazy Comment from Chris Messina(@chrismessina): I've gotta go with @Windsurf I never really understood @VS Code . Somehow Windsurf improved the design and UX coupled with AI coding agents like @Claude by Anthropic that I was able to ship several high quality @Raycast extensions, years after trying unsuccessfully. Comment from fmerian(@fmerian): Great topic ... ... really enjoyed using @v0 by Vercel . First launched in 2023, they're so back and they ship really fast (launched twice this year). Also genuinely surprised by @Amp

... growth before. Comment from Hans Luther(@hans_luther): I'd feel foolish to call a winner in anything AI ... It's still very, very early. That said, I think Claude is likely #1 right now, maybe tied with amp code. We regularly try the other tools from the big model companies and thus far, I keep coming back. Also, I think the model focus is misguided. Sure, Opus 4.5 is a fantastic model, but so is Gemini ...

... welcome back to The Breakpoint, a weekly thread on all things dev tools on Product Hunt. The latest Recent dev-first products launched on the site @Next.js 16 is now Generally Available, including the latest Turbopack and React improvements @Amp is an agentic coding tool built by @Sourcegraph , available for free, funded by ads @Plexe lets you build the next ML model with a prompt @Reflex wants you to build production-ready web apps using Python @Trigger.dev is the open ...

... daily playlist based on what your friends (or the artists you follow) like Trending Trackwall : similar to X s What s happening Recommendations of users to follow Spotify, which once upon a time made noise about buying SoundCloud, amped up its own social features just a few months ago when it began allowing subscribers to direct message each other. It s not like either streaming app is turning up the social element to 11. Users are still going there ...

... beyond it whenever it makes sense. That said: right now product teams that focus on the agent loop, tool calling, management of context and subagents can move faster and I think that's why Claude Code and Amp have the edge right now with Gemini-CLI also catching up. VS

... move more and more functionality into an MCP. (Technical SEO MCP, currently #3 on Product Hunt https://www.producthunt.com/prod... ) And now Technical SEO MCP not only works in Claude Code but also in Google Gemini CLI, OpenAI Codex CLI, Amp, LM Studio and many more. So it even runs without a Claude or ChatGPT subscription. I think the same step by step process will work for other problem spaces as well ...

... from it rather than just relying on it to do everything for us. One way I make sure I stay engaged is by not just accepting AI s first response. Instead, I challenge it asking follow-up questions, seeking alternative perspectives, and verifying information. This keeps my critical thinking sharp and helps me refine my decision-making. How do you personally balance AI use while ensuring you stay engaged in the learning process? Comment from Mark Maxwell(@john_melano07): @busmark ... ... conversation partner rather than just an answer machine can help keep our critical thinking sharp. I try to do this when working on my site if AI generates content, I question it, tweak it, and even ask for alternative

... finish them quicker. 16. Try not to bring any digital/office gear to your bedroom. 17. Have two computers. One for work. One for fun. 18. Have an object that helps you to decompress... I have an electric guitar + an amp. 19. Print out some useful reminders. I have a picture that says: "Be kind to your mind." 20. If you can't get away from the virtual office, do something where you have to apply your undivided attention. For example ...