Skip to content
PHP2Shell: The PHP Bug
Akshay Thakare

Agentic AI Roadmap 2026: Learn These 10 Skills in Order

Published 6 Oct 2026· 18 chapters

Open on YouTube

What this video covers

Most AI systems simply generate an answer. AI agents reason, use tools, retrieve information, take actions, check results and complete tasks. This roadmap lays out the ten skills to learn — in order — to build them properly, without framework-first shortcuts.

FlowchartSwipe to explore →

Rendering flowchart

The agent loop

Read → Plan → Act → Check → Repeat. Every stage of the roadmap strengthens one part of that loop: tools let the agent act, retrieval and memory let it read, reasoning patterns let it plan, and evaluation, tracing and guardrails let you check it in production.

The 90-day plan

MonthFocusBuild
1 · FoundationsPython, APIs, LLM fundamentalsA small assistant that consistently returns structured JSON
2 · Agent capabilitiesTools, function calling, RAG, memoryAn agent that searches your own documents and calls a real API
3 · ProductionEvaluation, tracing, observability, guardrailsOne complete production-style agent, published on GitHub

Go deeper

The related notes below expand the stages with code: what makes an agent, tool-calling patterns, RAG fundamentals and chunking strategies.