Learning Map

A role-readiness map for Founding Infrastructure & Backend Engineer work: backend APIs, deployment, databases, GPU inference, LLM reliability, security, observability, and creative AI pipelines.

Role Readiness Map

Priority, confidence, and next actions for backend and AI infrastructure ramp-up.

open map

Backend API design

2
P0 developing

Keep API contracts, errors, pagination, idempotency, and job states reusable.

FastAPI production systems

3
P0 developing

Build one small service with auth, jobs, tests, and deploy notes.

GCP / Vercel deployment

2
P0 developing

Document Cloud Run, Vercel, env vars, secrets, and rollback paths.

Cloudflare / Edge publishing

2
P1 operational

Keep Pages, DNS, Access, sitemap, RSS, and public/private boundaries documented.

Docker / Kubernetes / CI/CD

4
P0 developing

Practice container build, rollout, rollback, probes, logs, and CI validation.

Database design / Postgres / MongoDB

6
P0 developing

Model access patterns, indexes, migrations, transactions, and document boundaries.

RunPod GPU inference

1
P0 seed

Write a minimal GPU inference runbook with cost and cold-start notes.

Hugging Face inference endpoints

2
P1 seed

Compare endpoints, Spaces, model artifacts, and deployment tradeoffs.

LLM API reliability

3
P0 developing

Add timeout, retry, fallback, quota, and telemetry examples.

IAM / RBAC / secrets

3
P0 developing

Create least-privilege examples for service accounts and secret access.

Observability / Sentry

2
P0 developing

Define logs, metrics, traces, errors, alerts, and first-debug dashboards.

Creative AI / animation pipelines

1
P1 seed

Map ingest, generation, review, storage, export, and failure states.

P0 Learning Queue

12 notes

Topic Operating Model

Backend API design

P0

Keep API contracts, errors, pagination, idempotency, and job states reusable.

FastAPI production systems

P0

Build one small service with auth, jobs, tests, and deploy notes.

GCP / Vercel deployment

P0

Document Cloud Run, Vercel, env vars, secrets, and rollback paths.

Cloudflare / Edge publishing

P1

Keep Pages, DNS, Access, sitemap, RSS, and public/private boundaries documented.

Docker / Kubernetes / CI/CD

P0

Practice container build, rollout, rollback, probes, logs, and CI validation.

Database design / Postgres / MongoDB

P0

Model access patterns, indexes, migrations, transactions, and document boundaries.

RunPod GPU inference

P0

Write a minimal GPU inference runbook with cost and cold-start notes.

Hugging Face inference endpoints

P1

Compare endpoints, Spaces, model artifacts, and deployment tradeoffs.

LLM API reliability

P0

Add timeout, retry, fallback, quota, and telemetry examples.

IAM / RBAC / secrets

P0

Create least-privilege examples for service accounts and secret access.

Observability / Sentry

P0

Define logs, metrics, traces, errors, alerts, and first-debug dashboards.

Creative AI / animation pipelines

P1

Map ingest, generation, review, storage, export, and failure states.