My latest Blog Posts

Part 1 of my code-first agent series. I explore the shift toward CLI-driven agent execution and show how tools like agent-browser enable browser automation for real-world research, verification, and data extraction workflows.

My unpatched Next.js instances got hit by the React2Shell exploit within hours. Here's a complete breakdown of what happened, what the attackers tried and succeeded at, and why you must patch and rotate secrets immediately.

Learn how to set up a low-latency, streaming Text-to-Speech system using an Orpheus-style model, vLLM for efficient inference, and SNAC for audio decoding. This setup can run on a single 24GB GPU, or distribute the Orpheus model (vLLM/SGLang) and decoder (FastAPI/SNAC) across multiple GPUs.

Using GRPO to improve the TTS quality of a Llama based approach using Audio-Tokens with X-Codec 2.0. Implementing a custom reward using Word Error Rate with Whisper and a custom repetition penalty.

Azure removed Bing API resources, forcing users to switch to a restricted search tool within the AI Agents Service under stricter terms and data policies.