Skip to content

Technical Deep Dive Index

Technical archive

Deep evidence, grouped by reviewer intent

This page keeps the full technical archive available without making the main navigation feel overwhelming. Start with the area you care about, then drill into the detailed docs only when useful.

Architecture And Decisions

Failure story

BankChurn debugging deep dive

The 81% API error-rate investigation, root cause, fix and reusable lesson.

System shape

Architecture overview

How the monorepo, services, data paths, CI/CD and cloud pieces fit together.

Design detail

System design

Deeper system architecture for reviewers who want the full implementation picture.

Infrastructure

Infrastructure

Kubernetes, cloud resources and infrastructure layout.

CI/CD

CI/CD pipeline

Build, validation and deployment automation.

Data

Data flow

How data moves through training, serving and validation paths.

Trade-offs

Decisions summary

Readable summary of major architecture decisions and why they were made.

Deployment And Cloud Evidence

Proof

Multi-cloud evidence

Preserved screenshots, CLI outputs and deployment proof from the active cloud period.

Cost and parity

GCP vs AWS comparison

Measured trade-offs between the two cloud paths.

Runbook

Deployment guide

Steps and operating notes for deployment review.

Operations, Models And APIs

Operations

Monitoring

Prometheus, Grafana, metrics and operating signals.

Support

Troubleshooting

Common failure modes and diagnosis notes.

Models

Model catalog

Model summaries, metrics and project-level model context.

Reproducibility

Reproducibility

How experiments and results can be reviewed.

API

REST APIs

Endpoint contracts and request/response review.

CLI

CLI reference

Command-line reference for project operations.

Reference Material

Start here

Quick start

Fastest path to understand local setup and first commands.

Setup

Installation

Environment and dependency setup.

Development

Development setup

Developer workflow and local contribution notes.

Release

Release process

Release and deployment process notes.

Security

Security policy

Security expectations, reporting and project posture.

Related work

How the production template connects to this portfolio.