FASTEST BEGINNER PATHPython → APIs → LLMs → Testing → Projects
10 = highest leverage
CARBON KNOWLEDGE MAPFOUNDATION SIGNAL / CAREER BRANCHES / VERIFIED OUTPUTTap any core node to trace its impact
SHARED FOUNDATION GRAPH
01 · PRIMARY MISSION

AI Engineer

A deployed, evaluated AI agent with tools, memory, RAG, observability and a real user workflow.

FIRST SPRINT 100HFULL DEPTH ~350H
02 · CLAUDE SPECIALIZATION

Claude Developer + Architect

Production Claude developer skills, architecture judgment and CCAF readiness evidence.

FIRST SPRINT 120HFULL DEPTH ~180H
03 · SECOND CAREER TRACK

Data Analyst

Three end-to-end analyses with SQL, Python and stakeholder-ready dashboards.

FIRST SPRINT 100HFULL DEPTH ~180H
04 · BUSINESS + DATA

Marketing Analyst

A measurement plan, campaign analysis, experiment readout and growth dashboard.

FIRST SPRINT 80HFULL DEPTH ~150H
05 · DAILY COMPOUNDING HABIT

Python + DSA Daily

Clean Python thinking, confident debugging and interview-level core data structures.

FIRST SPRINT 50HFULL DEPTH ~150H