Golden Signals Detect Failures Before Infrastructure Ever Will
A controlled experiment comparing Golden Signal alerts with database and instance checks to see which detects user impact first.
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Make Your Own Instrumentals: A Fun Dive Into Modern Audio Separation
A hands-on exploration of modern audio-separation tools for splitting songs into vocals, drums, bass, and other stems.
Why Autonomous AI Is a Bad Idea (Most of the Time)
Why production AI systems need explicit boundaries, human approval, and accountability instead of unrestricted autonomy.
AI Doesn't Need Autonomy—It Needs Discipline
Applying SRE principles to AI agents through a controlled audit-plan-apply workflow with policy and human permission.
My Take on the AWS us-east-1 Incident
An SRE-focused analysis of the November 2025 AWS us-east-1 incident and its cascade from DynamoDB DNS through EC2 and network recovery.
Bridging MCP with Databases: Empowering LLMs for Incident Insights—POC
A proof of concept connecting LLMs to PostgreSQL through MCP so incident analysis can combine structured metrics with human context.
From YouTube Captions to Q&A: Build Your Own Video Knowledge Assistant
A video knowledge assistant that turns YouTube captions into a searchable question-and-answer workflow using retrieval and language models.
PDF to Audiobook: A Containerized Pipeline with an LLM Sanitizer and Transformer TTS
A containerized local pipeline that extracts and sanitizes PDF text, synthesizes speech, and assembles a finished audiobook.
When Logs Speak: Building an Agentic RCA System with Self-Evaluation Using Gemini
An incident-analysis system that detects log anomalies, generates root-cause analyses with Gemini, self-evaluates them, and notifies Slack.
Teach Your AI to Think Twice: Building a Self-Evaluating RAG Bot
A feedback-driven RAG assistant that evaluates and revises its own answers before responding.