... everyone signspell (v2.0.0) is now on PyPI and I recently launched it on Product Hunt. It currently handles ASL fingerspelling (A Z) recognition using MediaPipe hand landmarks + a TFLite LSTM model, and I also built Gesto Labeller (a desktop tool for capturing/labeling training data). I'm trying to figure out the next milestone and would love input from people actually using or evaluating it: Would full word/phrase-level ASL recognition (beyond fingerspelling) be more valuable than polishing fingerspelling accuracy further ...

... been building a labelling tool , a desktop app (PyQt6) for capturing and annotating gesture datasets think of it as a companion tool for gesture recognition pipelines like Gesto, making it easier to collect, label, and export hand landmark data for training models. I'm at a fork in the road on direction, and I'd love your input: 1. Open source it release it freely (currently GPL-3.0), let the community use it, contribute, and shape where it goes ... ... signing, I d make consent, permitted uses, deletion, and the dataset license explicit at capture and export rather than assume the app s GPL license covers the samples. That governance may matter more to adoption than the paid-versus

... Thanks so much for all the support on signspell! One thing building this taught me: almost every gesture/action recognition project ends up rebuilding the same infra from scratch capturing frames, labelling landmarks, exporting clean datasets for training. So I'm working on open-sourcing that layer as a standalone framework/toolkit, so anyone can go from "I have an idea for a gesture-based app" to a labeled, training-ready dataset without reinventing the pipeline each time. Still early ...

... pass any BGR webcam frame print(result.gesture, result.confidence) What it detects out of the box: Finger count 1 10 (geometry-based, no ML) Math ops: plus, minus, multiply, divide, equal, clear (ML model, bundled) Two-hand rules for plus/multiply (landmark geometry) Returns "unknown" cleanly when nothing matches Custom model support drop your own .task file, it's checked first. Bundled model is fallback. Any label passes through raw, no hard-coded mapping. pip install mp-gesture-lib Docs: debabratasaha-dev.github.io/mp-gesture-lib-package ...

... just Released v1.1 with our new landmark spotter feature to identify cities and landmarks

... founder of Munch. I built this because I kept watching creators spend hours turning one video into posts. You paste a YouTube or Vimeo URL Munch extracts the transcript using 5 fallback strategies (so it actually works on videos competitors choke on) Claude AI writes 8 complete, platform-ready pieces in ~60 seconds. No file uploads. No per-action credits. One munch = everything. PH exclusive: Your first munch is completely free, no card needed. Just sign up at munch.video ... ... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative

... outputs, no subscription Annual plans available on all tiers. ============================================================================ WHAT'S RUNNING UNDER THE HOOD (the stuff that proves it's not just smoke and mirrors) ============================================================================ WHY CLAUDE? =========== Munch runs on Claude Anthropic's flagship model, not a cheaper alternative. We made a deliberate choice not to cut corners on the AI layer because the AI layer is the product. Long-form content repurposing requires a model that can hold narrative across 800 words, match a brand voice consistently across ... ... different formats, and write something you'd actually publish not something you spend 20 minutes editing into shape. We tested the alternatives

... Face Shape Detector is a free, AI-powered tool designed to accurately analyze your photo and identify your face shape, including oval, round, square, heart, diamond, and more. Using advanced computer vision and facial landmark analysis, the tool goes beyond basic categorization. It provides personalized recommendations tailored to your unique facial structure, helping you make better decisions about: Hairstyles that complement your face shape Glasses frames that enhance your proportions Makeup styles that balance and highlight your features The goal ...

... same terrifying experience. The driver suddenly went off route, saying it was just a GPS issue but the further we drove, the more uneasy I felt. It was dark, empty roads, and I couldn t see any clear landmarks. When I finally saw a house by the roadside, I insisted he stop. He hesitated at first, but eventually let me out. I called my brother to pick me up what was supposed to be a 30-minute ride turned into ...

... your face (just a selfie or portrait). One click and AI does the rest your face is swapped onto the actor, with realistic movement, lighting, and expressions, even in dynamic or emotional scenes. Example: The tech would analyze facial landmarks for natural results and handle all the processing right in your browser no external apps or installs required. Why am I asking? I feel like most face swap tools are limited to static images or clunky video editors, and there ...

... that helps you search for places and uncover hidden gems like your own local guide. Just choose the city you're in, then search using natural language based on your preferences whether it s a park, restaurant, or landmark. Skylet.ai is powered by a sophisticated algorithm that transforms your words into tailored recommendations. Try searching something like: "cozy atmosphere, free Wi-Fi, best coffee" and Skylet will find the best matches in your city! Want to explore deeper? Click Discover ...

... practices we use at Selftalk, our mental health startup, to build more resilience and stay creative. Some of them are: silent retreats; working through transgenerational trauma; water fasts; sadhu board for pain resilience; writing a book; ontology trainings like Landmark; dark retreats, contemplation, and journaling etc. The event is this Friday - 31th of January Join us, register here - https://lu.ma/b3ric9lh Comment from Vio from Selftalk(@viorica_vanica): link - here https://lu.ma/b3ric9lh Comment from Elena Oprea(@elena_opreag ...