... performance beyond it works on dev . 5. Load reveals truth. A load-testing shock forced pragmatic quality thresholds and better prioritization systems get smarter under stress. Questions for the community How are you deciding when to use structured vs adaptive orchestration at runtime? What s your bar for quality gates so you don t stall progress? Would you find more useful: a starter repo + checklists, or deeper chapters on monitoring/telemetry & cost control? Link (free beta): books.danielepelleri.com P.S. The ebook ... ... compiled automatically from the project s tests, commits, and CLI-generated docs so the narrative mirrors

... this?" "Why would anyone pay for this?" "Am I just building a solution looking for a problem?" Been there. Still visit there sometimes. Here's what I've learned about wrestling this demon: 1. Talk to Users, Not Your Mirror When doubt hits, your brain becomes an echo chamber. Break the loop. Schedule 5 user calls this week. Not surveys. Real conversations. Ask them about their problems, not your solution. Their pain points will either validate your direction or help ...

... What it is AI Team Orchestrator an AI-generated captain s log of the build: architecture, failures, fixes, and lessons learned. Why it s different Not theory. It s compiled from the actual dev exhaust (tests/commits/docs), so the narrative mirrors the real workflow. Who it s for Builders shipping with agents, founders validating AI ops, and devs curious about orchestration beyond toy demos. Link books.danielepelleri.com Ask (feedback welcome!) 1. Which chapter needs the most depth (architecture, evals, guardrails ...

... Automation GPT-5 now adapts keyword usage to search intent in real time, helping you rank faster without stuffing. 40+ Languages, Now Even More Natural From English to Japanese, the output feels truly native. Brand Voice Perfection The plugin mirrors your tone and style flawlessly, keeping your content consistent across platforms. Whether you run a blog, manage an e-commerce empire, or control a PBN network, version 5.3 turns AI Content Wizard into your ultimate competitive edge ...

... coach or a mentor which I used to have Google in order to guide me on how to handle the situation with friends and family. And you could say that you could stand in front of a mirror, talk to a friend, or maybe just chat GPT. But most of these things don't know how to give you calibrated feedback. They will likely not push back; they'll show you the real part where you are not good ...

... significantly increase our chances of success and help people remember us in a positive light. I have a few tips: Write down on paper the sctructure (problems and solutions you want to talk about) Practive in front of the mirror or camera (to replay it later and notice mistakes) Hire a coach or watch TED X presentations (learn from the best speakers) Attend small events dedicated to negotiations and debates (e.g. Toastmasters) Be confronted by friends (they can prepare simulated ... ... nobody can surprise you later) Breathing techniques and non-verbal communication once I interviewed a voice coach for Slovak Forbes and she advised the following techniques/practices: practice non-verbal communication (upright posture) adequate eye contact making grimaces (e.g., alternately

... first impression of the actual device was that the plastic finish felt a little underwhelming, especially if you re used to the polish of Apple or Nothing devices. This made me want to hide the device vs show it off. That s really the only complaint. The weight and comfort is fine and it was actually light enough that I often forgot that I was wearing it. Aside from the plastic casing, the status light shines through ... ... actionables (like this review!), it truly did add to my life. It also didn t hallucinate, like at all. So while the context focus could be better, the details and information it provided was pleasantly accurate. Comparisons & Alternatives

... with her symptoms.The result blew me away: it predicted a likely cause and even suggested a few home remedies. She followed the advice, and within two days, we went to the hospital to verify the recommendations.What they told us mirrored exactly what the AI had said both in diagnosis and treatment suggestions. That moment was eye-opening. I realized AI has real potential to support people in managing their health, especially when it comes to understanding symptoms early and taking ...

... After Being Told to Shut Down Psychiatrist Poses as Teen  Finds AI Therapy Bots Encouraging Violence, Suicide, and Fake Intimacy Since more people started using AI as a therapist , and having in mind all those Terminator and Black Mirror stories... What threats do you expect from AI (except for data leaks), and how could we possibly protect ourselves? Do you also know of any other serious cases when AI started acting weird? Comment from Konrad S.(@konrad_sx): @terabitcoins ...

... clarity, and shared purpose. Evvve Impact: Reflects Evvve s integrated social features that help people find each other and stay connected. Evvvergy Role Type: Engagement Champions Description: Energizers who amplify participation and keep the collective pulse strong. Evvve Impact: Mirrors Evvve s built-in systems for sparking interaction and sustaining attention. Evvventurers Role Type: Curious Explorers Description: First-time attendees or new faces exploring the world of Evvve. Evvve Impact: Honors Evvve s welcoming nature a space where discovery ... ... simple as showing up. --- Remember to leave a comment! For fun! What's your favorite archetype / role type? What role type would you add? --- Nichole Elizabeth DeMer (Eithiriel) Comment from Nadya Kuzmenko(@vse

... better than you expected. It s still early. No map, no UI. Just playing with fragments, reflections, and a few regional profiles. Curious if anyone s ever wanted something like this not a search engine, but a mirror. Comment from Furqaan(@chaosandcoffee): Love this - definitely something my girlfriend would use. She's someone that picks cafes and restaurants based on vibe rather than what they serve. We run a newsletter called Idea TBD and would love to share this with ...

... excited to use and help improve our product. I've always loved building things that make everyday life a little easier. I also have a big love for photography from shooting with old film cameras, to digital mirrorless, to snapping photos on my iPhone. Before we started Shotup AI, my co-founder Harry and I used to co-host photo exhibitions for indie photographers. When we were organizing and choosing photos for the shows, we realized how hard ...

... wellbeing app powered by AI, but not the kind that talks in affirmations or generic you got this pep talks. Instead, it uses something we call Smart Journaling & Clarity Navigation think of it as an intelligent mirror that helps you catch patterns, ask the right questions, and spot the real blockers. No BS, no wellness fluff. Just deep, personalized insight on your terms. We re about to roll out a closed beta, and before we do, I d love ...

... front-end (HTML, CSS, JavaScript) to the back-end (API routes, server-side logic). Routing and Login The first thing that stood out to me is how clean and intuitive the routing system makes things, your file structure just mirrors your website's navigation. Setting up user login is also super easy due to the built-in next-auth library which handles all of the login stuff. Here you can see that the enemy page ...

... observation: Subreddit-style forums Each product now has a dedicated forum under "p/product," where launch comments and discussions are centralized. Broader topics are grouped under "p/topic," such as product recommendations, general discussions, introductions and self-promotion. This mirrors Reddit s "r/subreddit" system, making navigation familiar for users. Forum threads filters Threads can now be sorted by trending, popular, featured, or new. Popular threads can be filtered further by year, month, week, or day. This ensures that valuable discussions remain accessible ...

... nodes to expand or dive deeper into related subtopics. This interactive approach keeps the learning process engaging and user-driven, allowing for personalized exploration. Structured Organization Information is logically structured, highlighting relationships and hierarchies between ideas. This format mirrors how the brain processes and organizes knowledge, making it easier to understand and remember. Curated Content Minduck Discovery uses AI to curate essential information and avoid information overload. Each node contains concise, relevant insights, ensuring users focus on what truly matters ...

... once thought about creating a smart mirror that provided daily affirmations and wellness tips based on your mood. It felt innovative but I didn t have the technical know-how to make it real. What s a quirky idea ...

... launch next week - decide your favorite below Interested in seeing the USP in action? Follow our launch by signing up here: https://www.producthunt.com/prod... Key USPs 1. Finish your first book with our AI-guided platform that mirrors your writing style 2. Helping first-time writers finish their first book with our easy to use AI-guided platform 3. Write your first book with our AI-guided platform that mirrors

... While the web itself is built on a series of decentralized protocols (TCP/IP, HTTP, DNS), discoverability is still centralized on platforms like Google Search, Twitter, YouTube, etc... Even web3 stuff relies on centralized indexes/marketplaces like OpenSea. The idea of mirroring an index (Pirate Bay), or having a distributed database (DNS), is fascinating. These are the examples I can think of: DNS UseNet FidoNet PirateBay Mastadon Any others? What could "decentralized discoverability" look like for content ...

... daily routine of a person is a mirror of that person s personality. It shows how much he/she is ready to face the world. What are your activities and how do you manage them ...

... love to be a fly on the wall, mirroring Snapchat's Product & Experience teams. From positioning themselves as a brand to creating and maintaining an intimate space within the app, I'd be interested in learning how the magic happens ...