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TENTEN /AI CAREERS

AI CAREER FIELD GUIDE / 2026

YOUR AICAREER MAP

$120K → $400K+
Explore ten AI careers through free, four-step roadmaps with practical salary context.

10 CAREERS / 40 MILESTONES

EXPLORE THE PATHS

CONCEPT / CHOOSE YOUR LANE

Pick one path. Go deep. Build in public.

There is no single AI career path. Choose the work that fits you: build products, operate intelligent systems, or lead teams and decisions.

Pick one role, follow its four milestones in order, and ship a portfolio project that turns learning into visible proof.

Career path / buildPath01/ 10

AI Engineer

Ship products powered by LLMs: copilots, RAG systems, agents, and workflow automation.

Portfolio proof
Build an agent or RAG product people can actually use.

Career path / buildPath02/ 10

Machine Learning Engineer

Design, train, tune, and deploy models—the bridge between data science and production software.

Portfolio proof
Train and deploy one model with a reproducible evaluation loop.

Career path / buildPath03/ 10

Robotics Engineer

Make robots move, sense, and decide through kinematics, control systems, simulation, and ROS.

Portfolio proof
Simulate a robot that plans and completes a physical task.

Career path / operatePath04/ 10

LLMOps Engineer

Turn promising LLM demos into reliable, monitored, scalable, and cost-aware production systems.

Portfolio proof
Deploy an evaluated model service with monitoring and rollback.

Career path / leadPath05/ 10

AI Consultant

Help organizations choose the right AI use cases, redesign workflows, and turn adoption into measurable change.

Portfolio proof
Diagnose one real workflow and propose a credible AI adoption plan.

Career path / operatePath06/ 10

Cybersecurity Engineer

Protect systems, networks, and data by thinking defensively—and like an attacker in authorized labs.

Portfolio proof
Complete a legal lab path and document how each exploit is prevented.

Career path / operatePath07/ 10

Cloud Engineer

Design and run the compute, storage, networking, and automation that modern products depend on.

Portfolio proof
Deploy one real service with infrastructure as code and observability.

Career path / leadPath08/ 10

AI Product Manager

Own the why and what of AI products, from user problem and model fit to launch and iteration.

Portfolio proof
Define and prototype one AI feature with explicit eval criteria.

Career path / operatePath09/ 10

Data Engineer

Build the pipelines and warehouses that turn scattered data into reliable, query-ready systems.

Portfolio proof
Build a tested pipeline from raw source to modeled warehouse table.

Career path / researchPath10/ 10

AI Research Scientist

Push the frontier by inventing architectures and training methods, reproducing papers, and publishing evidence.

Portfolio proof
Reproduce one paper and publish the code, findings, and failed experiments.

03 / PATH FINDER

Start with the work you want to do. Each motion points to a focused set of roles, so you can compare the destination before committing to the road map.

Choose your motion

Lens 01

BUILD

Turn models into working products. Choose this lane if you learn fastest by making software, simulations, or model systems.

Lens 02

OPERATE

Make complex systems reliable. Choose this lane if infrastructure, observability, data quality, and security feel satisfying.

Lens 03

LEAD

Decide what AI should do next. Choose this lane if you enjoy product judgment, organizational change, or frontier questions.

04 / MARKET SIGNAL

Directional annual U.S. compensation bands for comparing paths—not guaranteed outcomes. Frontier packages can be outliers; the rows below use a shared $400K+ scale.

Salary signals

Indicative annual U.S. compensation bands assembled for orientation, not a guarantee. Actual pay varies widely by location, level, company, equity, and market timing. Frontier-lab and executive outliers can exceed these bands.

YOUR NEXT MOVE / 10 PATHS2026 FIELD GUIDE

WHICH PATHWILL YOU SHIP?

Start with the path currently in focus—AI Engineer. The roadmap is a direction, not a gate: choose one milestone and make proof this week.

Built as an open career orientation guide. Salary figures are directional.