... users wanted us to both zoom in and zoom out. We scratched our heads a bit at this seeming contradiction, but it clicked when viewed through a management frame: managers delegate at a high level but want updates at a fine-grained level. The key lesson: there are two different zoom levels that agent builders need to intentionally design for. Actions need to be coarse enough that the user can be efficient and productive. But observations need to be fine

... while keeping a clean, non-destructive workflow and a familiar, macOS-like interface . Color Grading & Tone Control iPhotro now includes a full, professional-style color toolset: Color Curves Master RGB curve plus individual Red, Green, and Blue channels Fine control over shadows, midtones, and highlights Real-time preview while editing Levels Histogram-based tonal adjustment Per-channel (RGB) control for accurate contrast and exposure correction Selective Color Targeted adjustment of six color ranges (Red, Yellow, Green, Cyan, Blue, Magenta ... ... Independent control of hue, saturation, and luminance Useful for skin tones, skies, foliage, and product colors White Balance Eyedropper sampling for neutral gray or skin tones Temperature and tint controls for fine

... Looks fine to me is one of the most expensive phrases in engineering. Not because it s careless, but because it s often said when someone doesn t have time to dig deeper. Most review shortcuts come from time pressure, not lack of skill. PRFlow exists to reduce the number of times a reviewer has to rely on gut feel instead of evidence. Better signals lead to better decisions. That s the whole idea ...

... Product Hunt fam I m Sapna Rajput, founder of www.legalextract.ai building AI to make the fine print understandable for everyone , not just lawyers. You can now: Paste a contract link Upload a document Extract a summary in any language (yes, Hindi, Arabic, Chinese, Spanish too!) See hidden risks, silent obligations, exit traps, and deal-critical insights in 10 seconds And do it all for YOU (with a sleek, human-friendly dashboard) No escrow. No payments. No scary permissions. Just clarity ... ... smarter decisions. Why I built this? Because contracts shouldn t feel like surprise attacks. You should read the fine

... simple, delightful interaction with consistently safe outputs. Pros & Cons Pros Fast prints with consistent quality Engaging screen and intuitive feedback Kid-ready hardware: big top button, lightweight, sturdy Safe AI outputs across varied prompts Encourages creativity, language, and fine motor skills Cons Parents should definitely do the setup ( Wi Fi , account, app pairing) Stickers do not peel off easy TT__TT It can be a bit difficult for a kid to properly rip off a sticker $99 feels ... ... Language development: I ve made her use only English so she s learning how to make clever phrases and sentences like jumping dolphin over a wide river Iteration: tweaking prompts (what she says) when results don t match intent Fine

... Building great AI isn t just about algorithms it s about the data behind them . That s where Forage AI comes in. Our new Data-for-AI solution helps teams access clean, structured, and high-quality datasets for training, fine-tuning, and evaluating AI models at scale. Whether you re developing LLMs, RAG systems, or domain-specific AI agents , we make it easier to source the data you actually need not just what s available online. What makes it different ... ... finance, healthcare, eCommerce, legal, etc.) Ethically sourced and compliance-ready (GDPR, CCPA) High-quality curation with multi-layer validation and annotation Flexible delivery API, CSV/JSON, or direct cloud integration Enterprise-ready pipelines designed for continuous refresh and scalability Use cases Fine

... Over 4,500+ social impressions Featured in over 10 media outlets If you re planning your own launch, there are plenty of guides out there, but here s my quick take: Start planning at least a month in advance to fine-tune your strategy and start engagement Get active in different communities and forums like Product Hunt (be authentic) Find someone who is willing to be a Hunter to help increase visibility (shoutout @dbul ) Design a few impactful slides that ...

... Lately, I have been experimenting with how to feed context into GPT models more effectively. For example, when fine-tuning or working with larger context windows, I have noticed that the dilemma is in organizing the surrounding information, rather than the prompt itself. Last week, I came to know that it's called Context Engineering. I am curious how others here approach it: How do you decide what information is essential vs

... Synthetic Data Generation Tool for Function Calling, built for teams to Collaboratively generate, review, and manage datasets for tool calling to build more reliable AI agents, faster. Until then, I d love to chat about all things AI agents, fine-tuning, function calling, automation, and how teams can move faster with less manual work. I m here to answer any and all of your questions, so fire away! Comment from Henrik Thorenfeldt(@henrik_thorenfeldt): cool topic. why fine

... Allergy alerts Get instant notifications when a scanned product contains your allergens. Just set them up with: !i'm allergic to [allergen1], [allergen2], [allergen3] We also gave the website a little makeover https://wellbotapp.com Quick heads-up: We re still fine-tuning the accuracy for some custom allergens (like honey, paprika extract, and other less common ones), and working hard to add even more languages soon. I d love for you to give it a try and share your feedback ...

... project aimed at simplifying identity and access management for developers building Go applications. The motivation came from constantly re-inventing IAM layers across different startups and projects. With go-iam, I want to make it easier to: Define and enforce fine-grained permissions Manage roles and policies programmatically Keep the developer experience clean and extensible Website: https://www.goiam.dev/ GitHub: https://github.com/melvinodsa/go... I d love your thoughts: Does this solve a problem you ve faced? What features would you expect ...

... ProductHunt community! After seeing countless startups and SMBs struggle with expensive legal fees ( 2,000-5,000 per document) or risk GDPR fines up to 20M, I built WebLegal.ai - an AI-powered legal document generator that creates professional, compliant documents in minutes, not weeks. What we solve: - Time: Get your legal docs in 3 minutes instead of 2-3 weeks - Cost: Pay 19-29 instead of 2,000-5,000 per document - Compliance: Avoid GDPR fines

... technicals and half of them were hidden behind paywalls. So I decided to make my own tool: Free to start with no trials, no paywalls All-in-one stocks, ETFs, and crypto fundamental and technical analysis on a single platform Fine-tuned AI models quick, easy-to-read and reliable AI analysis based on real-time market data and news. It s still early days, but I d love to get some brutally honest feedback from the PH community ...

... entire automation at once. With the new Testing Steps tool, you can run tests on each step individually and see real data samples in mapped fields. Validate and debug step by step Configure fields with real data Save time and fine-tune faster https://albato.com/blog/publicat... 3. Connection by Link Agencies and freelancers, this one s for you. With Connection by Link, you no longer need to ask for credentials or account access to connect client apps. Generate a secure ...

... entire automation at once. With the new Testing Steps tool, you can run tests on each step individually and see real data samples in mapped fields. Validate and debug step by step Configure fields with real data Save time and fine-tune faster https://albato.com/blog/publicat... 3. Connection by Link Agencies and freelancers, this one s for you. With Connection by Link, you no longer need to ask for credentials or account access to connect client apps. Generate a secure ...

... mindset. I stopped worrying that vibe coding was going to turn me into a code zombie and started thinking about how I could use it intelligently. The term might be hypey, but the concept has merit if done right. Fine , I thought. If we re going to vibe, let s vibe responsibly . How to Vibe Code (Without Losing Your Soul or Your Job) If vibe coding is the new reality, how do we embrace it properly? How do we give ... ... that it s correct. In fact, the collective wisdom from experienced devs is to treat AI-generated code with extreme skepticism ( substack.com .) I learned this the hard way when I blindly accepted an AI-suggested database query that seemed fine

... debug your code with well-tailored prompts that get your code running perfectly. Check out these and more on my [PromptBase Profile]( https://promptbase.com/profile/c... ). --- ### Why Should You Give It a Try? Save Time: No need to spend hours fine-tuning prompts. I ve already done the heavy lifting for you. Boost Creativity: Feel stuck? My prompts will break through that mental block and get your creative juices flowing. Hassle-Free: Just copy, paste, and let AI do the work ...

... makes It unique: Deep Customization: Tailor automation rules to fit your specific needs. Multi-Platform Integration: Automate actions across various platforms. Targeted Automation: Engage with highly specific audiences using detailed targeting, such as location, interests, and hashtags. Control and Flexibility: Fine-tune each action to ensure it aligns with your social media strategy without compromising safety. Scalability: Easily scale your efforts, managing multiple accounts simultaneously without losing track. Hope it helpful for my friends ...

... 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

... diffs Helps senior devs quickly understand updates Reduces context-switching and manual task entry What sets it apart? Automated task assignment from PR content Smart verification prompts based on code type Integrates directly with GitHub no manual overhead Focus now: Fine-tuning the engine to correctly classify changes and generate useful prompts. It s the core intelligence layer accuracy here is make or break. Would love your input: As a non-tech lead, would this feature clear PR summaries help ...

... payment system for some time now. Here's what really excites me about it: We created this ecosystem in which people can pay using fiat or crypto. Both will convert to platform credits that can be used across fine-tuning, hosting, or streaming tasks. We re also introducing a pay-as-you-go subscription, it s $0 per month and you can top-up credits whenever you want. You can buy any amount you need, whether that ...

... launching it on RapidAPI for now: https://rapidapi.com/textclf-tex... I built the classifier in this API to be accurate, lightweight and fast to train. Basically it gets the job done at much lower cost and overhead than fine-tuning an LLM and with higher accuracy. What do you think about this API? would you use it or do you think there is a market for it? If you use similar product what pain point you hope an API like this ...

... beginners to pros with tools like AI-driven stock screening, real-time news insights, multi-layered backtesting, Rule-based Logic Creator (AI Powered) and Python Bot Creator for strategy creation. Whether you re just starting out in the market or fine-tuning complex backtesting strategies, Tradomate.one is designed to simplify your journey and help you make informed decisions. We d love to hear your feedback or trading stories - drop a comment or ask anything about navigating the markets with ...

... podcast, build a brand, write a research paper) endless goal capability, and we generate a personalized action plan complete with step by step instructions, tailored prompts, and AI tool recommendations to use within our platform. Behind the scenes we re fine-tuning how each suggestion adapts to different workflows, so you get exactly the right mix of text, image & video generators, and audio tools....no more guesswork or endless tab-hopping. It s all about delivering the right combo ... ... discovery phase, and we re all working hard to reimagine what the inbox experience could be with the right dose of intelligence. Notion Mail s doing cool stuff, no doubt but honestly, I don t see us as competitors

... life disappeared. It felt the same way as if, one day, nobody would be playing on Call of Duty 2 servers anymore (that hasn t happened yet, right?). Anyway, here I ve compiled a list of the top 6 alternatives to Skype for international calling. I used the following criteria to select them: VoIP-based . That means I only need an internet connection to use the service. Calls from most SIMs abroad are prohibitively expensive, and eSIMs typically include only ... ... analytics dashboard. That s a helpful feature if you have a lot of no-answer calls and you want to analyze what s going wrong. Best for: individuals and teams who want a simple, powerful, and flexible alternative