The Tech Community’s Efforts to Dethrone OpenAI

OpenAI has made tech waves in the recent years given the prominences of the ChatGPT family of models, and the remanent of LLMs as search engine reindexing algorithms. They were a private research entity that became a titan now competing with the likes of Google. However, their story is less than glamorous. They started out … Read more

The Infrastructure Bet Behind Crypto’s Invisible Adoption

Crypto users are expanding rapidly beyond on-chain native audiences. Most new users access blockchain functionality through intermediaries and embedded abstractions. A growing layer of infrastructure hides the underlying complexity of blockchain, enabling adoption without users being explicitly aware they are using crypto. As a result, real-world blockchain usage is scaling quickly. Common use cases include: … Read more

How to Analyze Call Sentiment With Open-Source NLP Libraries

Customer calls contain far more than words. They carry emotional signals that reveal satisfaction, frustration, urgency and trust. Call sentiment analysis uses natural language processing (NLP) to surface those signals at scale, turning raw conversations into actionable intelligence. What Call Sentiment Analysis Actually Measures Call sentiment analysis evaluates the emotional tone expressed in customer interactions, … Read more

The Zero-Day Deduction

2 AM. The screen burned my retinas. Coffee was a memory. The tax-portal.io bug bounty program was a bust. Nothing. Just another dead end in a long line of dead ends. I was ready to quit. Close the laptop. Sleep. One last look at the proxy logs. A flicker in the traffic history. A standard GET request … Read more