Personal AI + Data Operations Project

ForwardOps Incident Console

A full-stack incident console with a real local backend and a hosted demo mode for GitHub Pages. It showcases partitioned Parquet telemetry, account health, live SSE updates, assisted triage, and a local Agentic Data Copilot module for uploaded dataset analysis.

Control Plane Loading operational state…
Selected Incident Choose an incident

Fleet Health

Live summary across customer accounts and recent telemetry.

Agentic Data Copilot Module

The full local/Docker app adds dataset upload, FastAPI SSE streaming, Claude tool-use integration, a LangGraph Planner/Analyst/Coder/Executor/Summarizer flow, PySpark materialization, and a visible Python execution sandbox.

React + FastAPI Upload data, run analysis, and stream agent stages to the browser.
LangGraph + Claude Plan, generate, repair, and summarize analysis code with tool-use hooks.
PySpark + Sandbox Materialize parquet features and execute generated pandas/Plotly code safely.
Read the full local setup in the README

Customer Health

Who needs attention and where the risk is clustering.

Incident Queue

Operational issues prioritized for triage and recovery planning.

Incident Detail

Root-cause signals, customer impact, and execution hints.

Agentic Triage

Streams live backend events locally and simulates them when hosted statically.

Activity Stream

Recent platform events from the pipeline and triage agent.