AIXL Experience
AIXL Experience

Skill isn’t claimed.
It’s proven.

Real labs, AI-scored simulations, and live cohorts. AIXL Experience turns self-paced practice into evidence — not a certificate that just says you showed up.

Or join a live cohort →
1,500+
AI-Scored Simulations
200+
AI-Native Programs
18
Competencies Scored
Weekly
Live Cohorts
200+ self-paced programs across technical & non-technical tracks1,500+ scored simulations across domainsLive, instructor-led cohorts every week

One platform. Eight ways to build.

Self-Paced Learning

Programs and articles you move through on your own clock.

Live Cohorts

Scheduled sessions with a real instructor and a real cohort.

LMS

One system tracking XP, streaks, and readiness across everything.

Simulations

Branching, scored scenarios — the flagship.

Labs & Code Editor

A real code editor and a Linux desktop, live in the browser — not a toy REPL.

Live Analytics

Deployability reporting for program managers — beyond attendance and quiz scores.

Live Whiteboard Diagrams

Hand-drawn concept maps, built right into the lesson.

Community Discussion

Ask, flag a problem, get praised — inside the lesson you're on.

01 · Live Analytics

Not an attendance report. A deployability report.

Built for program managers and leads, not just learners. Every lab, simulation, and quiz rolls up into one number that actually matters — how deployable is this person, or this cohort, right now.

Program Manager view
FDE — Live Cohort 12 · Deployability Report
Updated live
Cohort deployability index
82%+6 pts vs. last cohort
Attendance 96%Quiz avg 88%— neither predicts this
Decision-Making88%
Problem-Solving74%
Stakeholder Management91%
Ambiguity Handling62%
Technical Reasoning80%
Per-learner readiness
D. Fernandez
91%Deployable
P. Nair
86%Deployable
R. Okafor
68%Needs coaching
M. Ibarra
41%At risk
02 · Labs

A real, live environment — not a sandbox video.

A real coding workspace — code editor and a Linux desktop, right in your browser, nothing to install. Cloud-fleet backed, evaluated against a rubric the program author wrote.

Full code editor + Linux desktop, live in the browser
Graded against a written rubric, not a checkbox
Sometimes ships with an AI coding tool built in
Rubric
Working code, verified against sample data
The implementation runs and produces correct results against the provided sample data.
rapid-software-development-lab
Connected
shipment.ts
export function scopeDeliverable(brief: CustomerBrief): Deliverable {
const outcome = brief.mustHave.find(isShippable);
if (!outcome) throw new Error("no shippable slice found");
return { title: outcome.title };
}
// rubric-graded — see the checklist alongside this workspace
$ npm test
✓ picks the narrowest shippable slice
✓ throws when nothing is shippable
rapid-software-development-labLinux Desktop · Live Preview
03 · Simulations · The Flagship

A real scenario. Not a quiz.

Make the calls a professional in that seat would actually have to make — incomplete information, real stakeholders, live consequences. 1,500+ scenarios, 18 scored competencies, zero live AI calls once generated — so every run is fair and comparable. Click the graph below to make each call.

Forward Deployed Engineer
Production Deployment Incident
System Health62%
Confidence58%
Site Reliability Lead
Customer Success Manager
On-call Engineer
Incoming — Site Reliability Lead

Error rates just spiked 40% since the 9am deploy. Customer's noticing.

MISSION LOG
> scenario initialized
> awaiting decision
04 · Community

You're never stuck alone.

Every lesson, lab, and simulation carries its own discussion — ask, flag a problem, or celebrate a win without leaving your work.

General
Share a thought as you go.
Question
Ask without breaking focus.
Problem
Flag it — right where it happened.
Praise
Call out what clicked.
rapid-software-development-lab · discussion
Problem · D. Fernandez

The retry queue drains but confidence score won't update past 74% — anyone hit this?

Praise · P. Nair

The rollback-first call in the FDE lab finally made the tradeoff click for me.

05 · Self-Paced Programs

200+ programs. Every one ends in something you build.

Technical and non-technical tracks, mixing real content types — not video-and-quiz.

AI-Assisted Software Development & Spec EngineeringSoftware Engineering
ArticleWhiteboardCoding TaskLab
Technical
Forward Deployed EngineerClient-Facing AI Delivery
ArticleQuizPrompt PracticeLab
Technical
AI for ProcurementProcurement & Sourcing
ArticleVideoQuiz
Non-Technical
Copilot Studio for Business TeamsNo-Code AI Tooling
VideoWhiteboardPrompt Practice
Trending nowAgent BuilderAutonomous flowsPower Platform connectors
Non-Technical
Specification-Driven DevelopmentSoftware Engineering
ArticleWhiteboardCoding Task
Technical
06 · Roadmaps

Not a course. A route to somewhere.

Every roadmap targets a real destination role — like Forward Deployed Engineer, Solution Architect, or AI-Enabled CX Lead — and sequences foundations, labs, and simulations toward getting you there.

Destination role
Forward Deployed Engineer
10 weeks · journey
1Foundations: AI-assisted development
2Lab: deploy a real service
3Simulation: production incident
Capstone: client-facing delivery
Destination role
AI-Native Data Analyst
8 weeks · journey
1Foundations: data + AI tooling
2Lab: build a live dashboard
3Simulation: stakeholder escalation
Capstone: present the analysis live
Why self-paced first

Self-paced builds the case. The cohort closes it.

Every article, lab, and simulation you finish moves a real Readiness signal — the same one on your dashboard. By the time you show up to a live cohort, the work already made the case.

Self-PacedCohort-Ready
Readiness72%
07 · Cohorts

Ready for more? Bring a live instructor to the mission.

Real trainer, real cohort, capstone included — the same FDE delivery loop AIXL runs for enterprise teams.

Forward Deployed AI Engineering (FDE) — Live CohortWeekend cohort · 30 live hours12 seats left
Reserve a seat
LIVE32:14
RS
AK
DF
PN
WZ
LS
Rina Shah — Spec-Driven Development
1,500+
scored simulations
200+
self-paced programs
18
core competencies scored

Learn AI by building it.

Start the mission at app-experience.aixl.academy