Seeing to Generalize: How Visual Data Helps LLM Reasoning
Text-only LLMs cheat by memorizing token positions until long contexts break them. Visual training forces permanent symbolic binding, making VLMs fundamentally better at pure text retrieval.
Plasticity: The NeuralWorks Blog
Tech, data, and AI—through our lens
Latest Posts
The End of Apps: Why AI Agents Will Replace Software Interfaces
AI is pushing software away from interface-first navigation and toward outcome-driven execution. The shift is not just about chatting with machines. It is about delegating work to systems that can reason, coordinate, and act.
No API? No Problem: A Framework for Extracting Data from Any Website.
Most tutorials show you how to scrape public pages. This one covers the hard kind — login portals, bot detection, cross-origin iframes, and modal nightmares — with a Playwright framework that actually runs in production.
Building Data Governance from Zero: A Practical Journey in Large Organizations
Centralized processes, federated ownership, scalable solutions
Trustworthy Machine Learning: How Model Monitoring Drives Profitability
ML systems rarely fail dramatically; they drift silently. Monitoring reveals shifts early, protecting revenue and enabling trustworthy, profitable, adaptive models.
Leveraging Computer Vision for Operations Monitoring
Packages, cameras, and YOLO: real-time vision that spots when handling goes off track.
Optimize Your Operations: The Power of Mathematical Scheduling
Smart allocation, fewer bottlenecks, better flow
Stop Guessing: Design Experiments That Learn (Not Just Validate)
Why a culture of structured curiosity beats intuition
Real-Time Expense Tracking Without Open Banking: Solving Personal Finance in Chile
Chile’s banks won’t give you a transaction feed, so this project turns to the one source you already control: your inbox. A serverless LLM parses alert emails into a live, searchable expense log.
The New Era of AI-Driven Musical Composition
From a live AI-composed cello performance to today’s text-to-audio masterpieces—this is how generative music grew up.
Serverless Lambda Function with Rust, Docker, and Terraform
A quick and practical walkthrough that shows how to combine performance, scalability, and ease of deployment in a serverless setup.
Team Topologies Club: Our Takeaways
At NeuralWorks, we explored the book Team Topologies. Turns out, team structure plays a bigger role in software architecture than we thought.
