The Architecture of Trust: Decoding the Rise of AI Observability and Telemetry InfrastructureWhy AI Systems Are Hard to Debug In the domain of classical software engineering, debugging operates much like classical mechanics. The systems are fundamentally deterministic, linear, and fully obserJan 8 · 30 min readashjin.hashnode.dev
Why Chatbots Are Becoming ObsoleteThe era of the simple chatbot is drawing to a close, giving way to a far more sophisticated paradigm in software engineering. For the past several years, the technology industry has been captivated byJan 1 · 24 min readashjin.hashnode.dev
Perplexity Lens 🔍 – Supercharge Your Web Experience with Personalized Knowledge GraphsIn today’s world of information overload, making sense of what you read online can be overwhelming. Perplexity Lens changes the game—it’s an innovative browser extension that leverages AI to help you not only understand content faster but also visual...Aug 5, 2025 · 3 min readashjin.hashnode.dev
Open-Source Text Embedding Models (2025)What Is a Text Embedding Model? A text embedding model converts words, sentences or documents into high-dimensional numerical vectors that capture semantic meaning. These vectors encode the meaning of text so that similar texts have nearby embeddings...May 13, 2025 · 6 min readashjin.hashnode.dev
The Evolution of Context Windows in LLMs: How AI's Memory is Transforming Its CapabilitiesIn 2022, ChatGPT launched with a mere 2,048 token context window—barely enough to process a few pages of text. Fast forward to 2025, and Magic.dev's LTM-2-Mini boasts a staggering 100 million token window, capable of processing the equivalent of 750 ...May 12, 2025 · 7 min readashjin.hashnode.dev
