Developer Roadmaps

Developer Roadmaps

Visual, step-by-step roadmaps for building modern AI & application systems — in the spirit of the roadmap-style guides developers already love, recreated as clean, self-contained, interactive HTML artifacts.

Roadmap

AI Application Architecture

Frontend → Agent Orchestration → Knowledge / Models / Tools → Data Layer → Observability → Deployment.

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Roadmap

How to Build a RAG

Load → Chunk → Embed & Tag → Index → Retrieve → Augment → Generate → Evaluate (and iterate).

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Roadmap

RAG vs LoRA vs Full Fine-Tuning

Context, adapters, or every weight — pick by the gap you're closing: knowledge → RAG, behavior → train.

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Roadmap

Design Your Agent's Control Plane

CLAUDE.md → Rules → Skills → Agents → Hooks. Context tells, skills teach, agents delegate, hooks enforce.

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Roadmap

6 Levels of Agentic AI

Basic → Router → Tool Calling → Multi-agent → Autonomous → Loop Engineering. Levels 1–5 are capabilities; level 6 is the craft.

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Roadmap

Context Engineering

The window is a budget: write, select, compress, isolate — and the four ways context goes bad.

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How a Request Travels

DNS → TLS → CDN → Load Balancer → API Gateway → Service → Cache → Database — the interview diagram, drawn properly.

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Roadmap

How to Evaluate an LLM App

Golden dataset → four evaluators → offline baseline → CI/CD gate → guardrails → online evals. Vibes don't scale.

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