July 2015 – C4: Container, Code, Cloud & Context

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Installing Windows 10 Client Hyper-V in VMware Workstation/Fusion/ESX

Posted on July 10, 2015 by Nithin Mohan TK 2 min read

As a Windows 10 Insider, I would always latest version of Windows on VMWare Player, Workstation or VirtualBox. Recently I was trying to set up a Windows Phone 10/UWP development environment inside a VMWare virtual machine. I tried to enable Hyper-V platform components in my Windows 10 Preview Virtual machine. It shows an error. Hyper-V […]

LLM Chain Debugging: Tracing, Inspecting, and Fixing Multi-Step AI Workflows

Posted on July 1, 2015 by Nithin Mohan TK 23 min read

Introduction: Debugging LLM chains is fundamentally different from debugging traditional software. When a chain fails, the problem could be in the prompt, the model’s interpretation, the output parsing, or any of the intermediate steps. The non-deterministic nature of LLMs means the same input can produce different outputs, making reproduction difficult. Effective chain debugging requires comprehensive […]