<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>suryaavala.com — Notes</title><description>Long-form essays on MLOps, GenAI architecture, causal inference, and platform engineering.</description><link>https://www.suryaavala.com/</link><language>en-au</language><item><title>Causal Inference Over Deep Learning</title><link>https://www.suryaavala.com/notes/causal-inference-over-deep-learning/</link><guid isPermaLink="true">https://www.suryaavala.com/notes/causal-inference-over-deep-learning/</guid><description>When propensity matching and do-calculus beat a transformer — a FinOps lens on a 40% cost reduction at Amber Electric.</description><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><category>Mathematical Substrates</category><category>Causal Inference</category><category>FinOps</category><category>Time-Series</category><category>Energy</category></item><item><title>First Principles Multi-Agent Orchestration</title><link>https://www.suryaavala.com/notes/first-principles-multi-agent-orchestration/</link><guid isPermaLink="true">https://www.suryaavala.com/notes/first-principles-multi-agent-orchestration/</guid><description>Why scaling-succotash is a distributed system first and an LLM stack second — Celery DLQs, circuit breakers, and the Kubernetes substrate that holds the whole thing up.</description><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><category>GenAI Architecture</category><category>GenAI</category><category>LangGraph</category><category>Distributed Systems</category><category>Kubernetes</category></item><item><title>Hidden Technical Debt in Machine Learning</title><link>https://www.suryaavala.com/notes/hidden-technical-debt-in-ml/</link><guid isPermaLink="true">https://www.suryaavala.com/notes/hidden-technical-debt-in-ml/</guid><description>Why elegant theoretical data science requires massive infrastructure to scale safely — lessons from the Montu GCP ML Platform.</description><pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate><category>Distributed Systems</category><category>MLOps</category><category>Technical Debt</category><category>Kubernetes</category><category>Architecture</category></item></channel></rss>