Your agentic app just ran a search. The tool returned 500 results as JSON. Your agent appended all of it and fired off an API call — 45,000 tokens to answer a question that needed maybe 4,500. Tejas Manohar, a senior engineer at Netflix, hit this problem every day. He was running out of tokens […]

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You give your AI coding agent a task. It gets to work. Thirty tool calls later you have code — and it’s not what you needed. The agent understood the words but missed the intent. It made a dozen small decisions that individually seemed reasonable, and collectively built the wrong thing. This isn’t a capability […]

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Python still owns the models. TypeScript ate the application layer. Here’s why — and what it means for what you build next. Table Of Contents The framing nobody puts on the cover If you read tech headlines in late 2025 and early 2026, you’ve probably seen the claim that TypeScript “overtook Python” or “won AI.” […]

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DeepSeek, a powerful open-source LLM, can be easily run locally on your desktop/laptop using Ollama. I’m using an M1 MacBook Pro with 32GB. Ollama simplifies the process of running large language models, handling dependencies and providing a consistent interface. This guide will walk you through installing DeepSeek via Ollama, making it accessible with just a […]

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