https://adithyanp.me/blog Deep dives on production computer vision, distributed systems, edge inference, and deterministic LLM agents. en-us Fri, 23 Oct 2026 19:07:17 GMT https://adithyanp.me/blog/til-pytorch-cuda-pin-memory https://adithyanp.me/blog/til-pytorch-cuda-pin-memory Thu, 22 Oct 2026 00:00:00 GMT A 2-minute debugging war story on memory locking, Linux /dev/shm exhaustion, and how pin_memory=True can crash multi-worker DataLoaders. PyTorchCUDADebuggingTIL https://adithyanp.me/blog/real-time-edge-cv-pipeline https://adithyanp.me/blog/real-time-edge-cv-pipeline Sun, 18 Oct 2026 00:00:00 GMT How we designed a multi-threaded RTSP ingestion and inference pipeline that processes 90+ concurrent camera streams with zero dropped frames. Computer VisionEdge AIDistributed SystemsPython https://adithyanp.me/blog/zero-hallucination-llm-architecture https://adithyanp.me/blog/zero-hallucination-llm-architecture Sat, 10 Oct 2026 00:00:00 GMT How we replaced flaky, unconstrained prompt-chains with grammar-guided generation, strict JSON schemas, and deterministic validation loops. LLMsAI AgentsSystem DesignPython