@MillyTamati I have seen your initiative growing big and transforming in to a great setup in last 4-5 years. Love to explore how I can chipin my share.
So ahhhh.... I'M HIRING!!! ❤️🔥
After mulling on this job description for months, I'm finallyyyyy ready to share.......
I'm hiring for someone to help grow our Generalist World membership!
If you love GW, love systems + automations, and if your love language is not-icky-sales... pls apply!
Details:
Location: fully remote, work from anywhere.
Commitment: part-time contract to start (10 hours a week), with a path to grow into a bigger sales + growth role
Compensation: $1500/month retainer plus $100 per new member you bring in, uncapped.
Start date: as soon as we find the right person.
Applications open 21st August and close September 1st
s/out to @tomaldertweets hiring process inspo 🙏
https://t.co/LSNuEytMJd
💛 ASK: repost / comment to help reach the right person!
This 2 hour Stanford lecture shows exactly how Stanford trains it's engineers to build AI systems. It's more practical than every Claude tutorial & prompting threads you've seen.
Bookmark & give it 2 hours, no matter what. It'll be the most productive thing you do this weekend.
CLAUDE FULL COURSE 4 HOURS
This is the most detailed Claude guide I’ve seen online.
Bookmark this before you forget.
4 hours.
Build tools.
Automate work.
Learn how people build bots and systems.
Claude → Tools → Automation → Products → Money
🚨BREAKING: Someone just open-sourced a headless browser that runs 11x faster than Chrome and uses 9x less memory.
It's called Lightpanda and it's built from scratch specifically for AI agents, scraping, and automation.
Not a Chromium fork. Not a hack. A completely new browser written in Zig.
🚨 JUST IN: MICROSOFT just open sourced a VOICE AI THAT TRANSCRIBES 60 MINUTES OF AUDIO in a single pass. 100% FREE.
It knows who spoke.
It knows when they spoke.
It knows exactly what they said.
All in one shot. No chunking. No context loss.
It's called VibeVoice.
Not a transcription tool.
Not a basic speech to text wrapper.
A frontier voice AI family with ASR, TTS, and real time streaming. All open source. All free.
Here's what it actually does 👇
VibeVoice ASR - Speech Recognition:
→ Processes 60 minutes of continuous audio in a single pass
→ Never slices audio into chunks so global context is never lost
→ Identifies WHO spoke, WHEN they spoke and WHAT they said simultaneously
→ Supports customized hotwords for domain specific accuracy
→ Works in 50+ languages natively
→ Already adopted by Hugging Face Transformers library
→ Already being built on by the open source community
BY PEOPLE WHO HAD NO IDEA THIS LEVEL OF ACCURACY WAS ALREADY FREE.
VibeVoice TTS - Text to Speech:
→ Generates up to 90 minutes of speech in a single pass
→ Supports up to 4 distinct speakers in one conversation
→ Natural turn taking and speaker consistency throughout
→ Expressive speech that captures emotional nuances
→ Supports English, Chinese and multiple other languages
VibeVoice Realtime - Streaming TTS:
→ Only 300 millisecond first audible latency
→ Streams text input in real time
→ 0.5B parameters so it actually deploys anywhere
→ Robust long form generation up to 10 minutes
→ Lightweight enough for production use today
The core innovation nobody is talking about:
Most voice AI models slice long audio into short chunks.
Every time they slice, they lose context.
Speaker tracking breaks. Semantic coherence breaks. Accuracy drops.
VibeVoice uses continuous speech tokenizers running at an ultra low frame rate of 7.5 Hz.
This preserves audio fidelity while dramatically boosting computational efficiency.
The entire 60 minutes stays in context.
Nothing gets lost. Nobody gets misidentified.
The numbers:
→ VibeVoice ASR 7B - available now on Hugging Face
→ VibeVoice Realtime 0.5B - try it on Colab right now
→ 50+ supported languages
→ 11 distinct English voice styles
→ 9 multilingual speaker voices
→ Already integrated into Hugging Face Transformers
→ Finetuning code now available
The wildest part?
A voice powered input method called Vibing just built itself on top of VibeVoice ASR.
Available on macOS and Windows right now.
The open source community is already shipping products on top of this.
100% Open Source.
Free to use. Free to fine tune. Free to build on.
���� Save this before your competitors find it first. 👇
🚨BREAKING: A developer on GitHub just turned your WiFi router into a full-body surveillance system.
It's called RuView.
It uses the WiFi signals already in your room to detect human poses, track breathing, measure heart rate, and see through walls.
Not a concept. Not a research paper. Working code you can run right now.
Here's what this thing actually does:
→ Tracks full 17-point body pose using only WiFi signals
→ Detects breathing rate (6-30 BPM) without touching anyone
→ Measures heart rate (40-120 BPM) from across the room
→ Sees through walls, furniture, and debris up to 5 meters deep
→ Tracks multiple people simultaneously with zero identity swaps
→ Self-learns from raw WiFi data. No labeled datasets needed
Here's how it works:
WiFi signals pass through your room and hit the human body. The body scatters those signals differently based on position, breathing, even heartbeat. RuView reads that scattering pattern and reconstructs everything.
A mesh of 4 ESP32 nodes ($48 total) gives you 360-degree coverage with 12 measurement links, 20 Hz updates, and sub-30mm precision.
Here's the wildest part:
It has a disaster response mode called WiFi-Mat. It detects survivors trapped under rubble through concrete walls, classifies injury severity using START triage protocol, and estimates 3D position. The kind of tool that saves lives after earthquakes.
The Rust implementation processes 54,000 frames per second. That's 810x faster than the Python version. The entire Docker image is 132 MB.
The AI model fits in 55 KB of memory. Runs on an $8 ESP32 chip.
Train once, deploy in any room. No retraining. No recalibration.
1,100+ tests. 15 Rust crates on crates. io. SHA-256 verified capability audit.
100% Open Source.
🚨 Governments pay millions for this. Someone just open sourced it for free.
It's called Crucix. It watches the entire world. And texts you when something changes.
It pulls from 26 live data sources every 15 minutes and renders everything on a single Jarvis-style dashboard.
Here's what it watches:
→ Satellite fire detection (NASA)
→ Live flight tracking
→ Radiation monitoring
→ Conflict zone events
→ Economic indicators from the Fed
→ Live market prices, crypto, oil, and commodities
→ Sanctions lists
→ Social sentiment from 17 Telegram intelligence channels
→ Maritime vessel tracking
→ News from GDELT and RSS feeds
Here's what makes this one different:
It's two-way. It pushes alerts to your Telegram and Discord. You text it back. Type /brief from your phone and get a full intelligence summary. Type /sweep to force a new scan. It responds like an assistant.
It even generates trade ideas based on cross-domain signals.
No cloud. No subscription. No telemetry. Runs on your machine.
node server.mjs
That's it. Your own intelligence terminal.
This is the kind of setup that costs six figures behind closed doors.
100% Open Source. MIT License.
🚨 BREAKING: Someone just open-sourced a full suite for tracking satellites and decoding their radio signals locally.
You don't even need the internet. It uses an SDR to pull weather images and raw data straight from space to your hard drive.
100% Open Source.