Featured work
QueryTuner
● live productA SQL performance analysis tool that catches slow queries before they hit production. Combines heuristic analysis with an LLM insights layer, and generates shareable reports across five SQL dialects.
Live Products
SP Migration Companion
● live productA stored procedure analyzer for database migrations — no DB connection required. Upload .sql files, get physical table/schema/column extraction, with optional AI migration-risk insights powered by HuggingFace Qwen2.5-Coder.
Latest articles
60+ posts on autoshiftops.com — here are the five most recent.
🧠 CPU-Only LLM Inference Explained: Quantization, GGUF, and llama.cpp
🤖 Best Practices for Developing AI Agents
↔️New Relic to ServiceNow Incident Automation(Lab Guide)
🚀 Building an AI Incident Copilot: How I Automated the First 15 Minutes of Every Production Incident
🚀 Building an AI-Powered Stock Trading Bot in Python
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Open source projects
Smaller tools built to solve real operational problems — incident response and alert fatigue.
incopilot
A practical incident-triage CLI agent that automates the first 15 minutes of a production incident — the part that's usually pure improvisation.
github.com/AutoShiftOps/incopilot →alertdecider
An alert decision layer that normalizes noisy signals, applies an opinionated rule engine, and emits decisions with reasons — not just more alerts.
github.com/AutoShiftOps/alertdecider →Where I publish
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