See all as stories in techtok.today

Today's Picks🍒

• 🏆 World’s first AI feat by Google, Trump’s bitcoin spike, GPT leak

• 🤖 From Spotify Engineering: Generating Millions of Content Annotations

🌟 GitHub's Trending Repositories

• 🔮 Build code from screenshots

• 🧐 Visualize graphs from text-data

• 👾 Learn awesome hacking

🔥 Products of the Week

• ⏳ Structure your time with routines

• 😌 Build apps as a non-engineer

• 👂 Automate customer feedback

• ➕ And much more

🧐 Weekly Picks

Most impactful articles and news of this week on techtok.today

Google Claims World First As AI Finds 0-Day Security Vulnerability

A flaw (officially) unknown until now -- that's a zero-day vulnerability. Google’s AI security agent, Big Sleep, spotted a major memory-safety vulnerability before it was officially released: the affected database engine was SQLite, which is used in over 4 billion phones. The incident was publicly shared by their Project Zero team.

More Tech News

Bitcoin leaps to record high as traders lean towards Trump victory
  

ChatGPT’s Upcoming Model o1 Leaked 

Write code that is easy to delete, not easy to extend

📱 Product Picks

Curated products from Product Hunt.

🔥Trending products of the week

Chronocat

Plan effective work and study sessions with routines. Features AI to structure your time using natural language, editable environments for timed focus, and custom templates.

MindOne Builder

AI-native App builder. It is a design-first tool for nonengineers to build complex mobile and web apps. You can use AI to guide your building process or switch to manual editing in our interface at any time.

Zefi 1.0

Helps reduce churn, increase revenue and stay ahead of competition by automating the analysis of all customer feedback - calls, surveys, customer support tickets, reviews, and socials - and providing real-time actionable insights to 10x their products.

Chat Data 2.0 With Realtime Voice Rag

All-inclusive AI chatbot creation tool for websites, Discord, Slack, Shopify, WordPress, Whatsapp and more. Train once, deploy everywhere. Customize, connect, and share. Support Live Chat, images/files based chat and realtime-voice chat.

👩🏽‍💻 Engineering Blogs

Articles from engineering blogs of big tech companies

How Spotify Generated Millions of Content Annotations

Content annotations are labels assigned to data to train and evaluate AI models. Spotify built a platform to generate them for various tasks — like content analysis, podcast processing, and policy violation detection—achieving a 10x increase in annotation volume by focusing on three core pillars:

1. Scaling Human Expertise: A centralized expert workforce, with structured roles for annotators, quality analysts, and project managers to enhance annotation quality and efficiency.

2. Developing Advanced Annotation Tools: Custom interfaces support complex tasks like audio and video segmentation, while backend tools streamline project management, metrics tracking, and data analysis, enabling dozens of parallel annotation projects.

3. Establishing Scalable Infrastructure: Flexible integrations with diverse annotation tools ensure adaptability across Spotify’s ML workflows, supporting seamless transitions from development to production.

The results? Millions of high-quality annotations for a content catalog of hundreds of millions of tracks and podcast episodes, increasing annotator productivity by 300% and thus decreasing the time required to develop ML models.

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✨ "Too long don't README"

GitHub trending repos of today

abi/screenshot-to-code

Screenshot-to-Code is an AI-transforms screenshots and videos into functional code. It utilizes latest and best LLMs (Claude Sonnet 3.5, GPT-4o,DALL-E 3 ) to analyze visual elements and generate code for frameworks such as React and Vue, with an experimental feature of building a functional prototype from screen recordings.

What can you use this for? Generate code from screenshots and videos, quickly prototype ideas, and create interfaces from visual designs

AykutSarac/jsoncrack.com

Data visualization app that creates easy-to-visualize and interactive graphs from JSON, YAML, CSV, XML, and TOML. It uses React, Next.js, Reaflow, and Monaco Editor to visualize data and provides features for conversion, validation, code generation, and advanced JSON tools.

 What can you use this for? Explore complex data structures, convert between formats, and analyze data through interactive graphs

Repos to learn something new  

Hack-with-Github/Awesome-Hacking

A list of open-source tools and resources for cybersecurity professionals. It uses a list format, with a table of contents, to organize resources by category, like asset discovery and exploitation development.

What can you use this for? Find tools for penetration testing, malware analysis, incident response, and much more

🚀 Recommendations

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