Curricula · ALE Stack
Eight curricula. Two lanes. Start with your pay.
Each curriculum stands on its own. Lane 1 reads your compensation and what it becomes. Lane 2 builds the career that earns it. One membership opens all of it.
Find your starting point ↓Start here
Where are you standing right now?
You don’t take eight curricula at once. Pick the sentence that sounds like your year and start with the one built for it. The rest stay open when you need them.
Paid in Stock
Your pay and how it becomes your wealth
Equity holders“Most of what I earn arrives as stock and nobody taught me this.”
Start withThe Total Comp Playbook15 modules →
5%+ in one stock“Most of my net worth is one stock, and I never chose that.”
Start withThe AI-Augmented Investor28 modules →
Any career stage“I know my salary, not my net worth.”
Start withThe Personal Balance Sheet16 modules →
Career Capital
The career that earns it, and the option to leave it
Established / executive“I have two decades of judgment and AI is coming for it.”
Start withThe AI-Augmented Expert13 modules →
Early to mid career“I have runway and ambition, but not the title yet.”
Start withThe System Builder12 modules →
Any career stage“I work all the time, and my best hours go to the wrong things.”
Start withThe Capacity System12 modules →
Ready to leap“I want a business of my own, and I can’t afford to time the exit wrong.”
Start withThe Solo Founder15 modules →
Any career stage“My network only works when I remember to work it.”
Start withAX Relationship System1 module →
Lane 1 · Paid in Stock
Your grant to your net worth.
04 · OwnershipThe Total Comp PlaybookRead your compensation the way the people who designed it do. One arc for public companies, one for pre-IPO.15 modules →
05 · WealthThe AI-Augmented InvestorDirect the position your equity becomes.28 modules →
07 · The SynthesisThe Personal Balance SheetSee your compensation and your holdings on one statement.16 modules →
Lane 2 · Career Capital · Included with every paid subscription
The career that earns it, and the option to leave it.
01 · ExpertiseThe AI-Augmented ExpertIntegrate AI into how you think and decide, so experience compounds.13 modules →
02 · LeverageThe System BuilderProduce results larger than your job description.12 modules →
03 · TimeThe Capacity SystemProtect the hours where your judgment earns its premium.12 modules →
06 · IndependenceThe Solo FounderFor the business you start while employed, built to replace the job.15 modules →
08 · NetworkingAX Relationship SystemReplace ad-hoc networking with a system that runs on cadence. Standalone module.1 module →
Everything on this page is included in one membership. Read free, subscribe for the whole stack.
Paid in Stock
Form 04 · Ownership
Equity holders
The Total Comp Playbook
Understand every way you’re paid. Convert it to wealth.
15 modules · ~4 hours
Two arcs, one insider’s sequence.
Stage 01 · FoundationThe instruments, plainly
Stage 02 · AuditRead the design
Stage 03 · OptimizeMove while you can
Stage 04 · ExitYour terms, not theirs
Stage 05 · ReckonWhat actually reached you
Stage 06 · HorizonWhere pay is going
Capstone · Module 08 · Both arcsThe Coordinator
Outcomes
Measured by who you become at the end of it, not what you’ve read.
Your career capital is your largest asset, and the rules that convert it into net worth were written by a compensation committee optimizing shareholder value, not yours. This curriculum teaches you to read that design from the inside, so you stop being a passive recipient and start directing the professionals you already pay.
Form 04 · OwnershipPaid in Stock
The Total Comp Playbook
RSUs, options, ESPP, performance equity, deferred compensation, and the agreements behind them. One full arc for public-company employees and one for pre-IPO.
15
Modules
4
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Stage 01 · FoundationThe instruments, plainlyEach arc opens with the instruments that actually govern your pay, and an honest readiness check. Deliberately optional: skip it if you know them, but every later brief assumes this vocabulary.
Stage 02 · AuditRead the designWho set your number, what they optimized for, and what the summary glosses, the gap between what you assumed each grant does for you and what it was engineered to do for the company.
Stage 03 · OptimizeMove while you canThe tax engine and the withholding gap, the leverage windows, a refresh, a competing offer, a post-financing moment, and the re-rating of your role already underway.
Stage 04 · ExitYour terms, not theirsThe liquidity event and the designed departure, severance, acceleration, and the trigger architecture, negotiated while you are valued and staying, the only moment you have the leverage.
Stage 05 · ReckonWhat actually reached youThe separation, and the events you don’t choose, a reduction in force, disability, death, a change in control, each pre-written by documents you signed, each with one override worth negotiating first.
Stage 06 · HorizonWhere pay is goingHow the AI transition reprices your augmented talent, and the whole design. The premium goes to judgment plus AI leverage; the bridge into the rest of your career-capital portfolio.
Capstone · Module 08 · Both arcsThe CoordinatorEvery advisor optimizes their own domain; none was hired to coordinate the others. The capstone puts you in that seat, with a working brief for each of the seven stages, in your arc.
What you walk away with
You, in the coordinator’s seat
CPA + Advisor + Counsel + Coach
No single professional sees the whole picture, you are the one who connects them. Fourteen modules build the read; the capstone turns it into briefs: the documents to gather, the questions to ask, the cross-advisor routing, pages you physically bring to each appointment, so every hour you pay for starts where your preparation ends.
Who this curriculum is for
The employee whose biggest raise arrived as equity, asking questions like:
The honest promise
This curriculum promises no outcome and negotiates nothing for you. It is educational only, a method for organizing your own documents and questions, run with your own licensed professionals: your CPA, your wealth advisor, your counsel, your coach.
What it does promise is preparation: the right questions, in the right order, before your windows close, and the briefs that turn four separate advisors into one coordinated team, directed by you.
01My RSUs withheld taxes at the flat rate and April still hurt, why do I owe more, and who was supposed to warn me?
02My offer says the equity terms are “standard”: standard for whom, and what does my document actually say?
03At a realistic exit, what do I net after the preference stack, and is my strike price even above water?
04My refresh came in flat while my reviews stayed strong, what is the comp system quietly telling me?
05When should severance and acceleration actually be negotiated, and why is it not the day I resign?
06I already pay a CPA, an advisor, counsel, and a coach, who is coordinating them?
Syllabus
15 interactive modules
~4 hours · module preview free
Arc I · Pre-IPO
Module01 Basics: Private-Company Equity, Plainly~19 min Preview Module
02 The Offer & The Hidden Layer~12 min Members Module
03 Exercise, Timing & Tax~13 min Members Module
04 The Ongoing Negotiation~11 min Members Module
05 The Liquidity Event (or Not)~19 min Members Module
06 The Separation~13 min Members Module
07 The Augmented Premium~16 min Members
Arc II · Public Company
Module01 Basics: The Instruments, Plainly~14 min Preview Module
02 What You Hold & Who Designed It~13 min Members Module
03 The Money Moves~14 min Members Module
04 The Career-Capital Re-Rating~13 min Members Module
05 Leave on Designed Terms~16 min Members Module
06 The Events You Don't Choose~16 min Members Module
07 The Augmented Premium~13 min Members
The Coordinator
Module08 The Coordinator~29 min Members
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 15 modules.
✕
✓
Every workbook
Nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Paid in Stock28 mod.
The AI-Augmented Investor
Direct the position your equity becomes.
Paid in Stock16 mod.
The Personal Balance Sheet
See your compensation and your holdings on one statement.
Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Paid in Stock
Form 05 · Wealth
5%+ in one stock
The AI-Augmented Investor
Still the investor. Now augmented.
28 modules · ~11 hours
One system, assembled in the only order that works.
Prologue · Module 01The desk, a private, governed workspace
Act I · Intelligence · Modules 02–13Read the position
Act II · Governance · Modules 14–18Write the rules
Act III · Direction · Modules 19–21Run the team
Epilogue · Module 22 · Parts 1–2The commissioning, two sittings
Outcomes
Measured by who you become at the end of it, not what you’ve read.
You hold one of the largest positions of your life in a single stock, your employer's, and for most people it is run by the water cooler and one silent advisor hour a year. This curriculum turns the passive holder into the active director of a personal investment management system: AI does the analyst-hours, structure does the enforcing, and every decision is finally yours.
Form 05 · WealthPaid in Stock
The AI-Augmented Investor
The Playbook captures the equity. This curriculum manages what it becomes, often the largest single-stock position of your life. AI does the analyst hours, and each decision stays yours.
28
Modules
11
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Prologue · Module 01The desk, a private, governed workspaceStand up zero-training AI sandboxes on personal infrastructure, walled off from your employer's monitoring, and a grounded vault of your own redacted constraints. The perimeter every later module runs safely inside.
Act I · Intelligence · Modules 02–13Read the positionOpen your investment policy, put the filing stack in your hands, and read the company top-down through the gauges, with AI parsing and every signal verified, then trace how the outside world reprices what you hold, read as instruments, never predictions.
Act II · Governance · Modules 14–18Write the rulesFace the drawdown before it comes, stand up the standing bear case, design the information diet, convert your own mistakes into rules, and close the act by signing the rulebook you walk into your advisor's office with.
Act III · Direction · Modules 19–21Run the teamMap what each professional's seat can actually execute, build the quarterly agenda from your own verified intelligence, and assemble the whole system into one cadence you run four times a year.
Epilogue · Module 22 · Parts 1–2The commissioning, two sittingsStand up the running system. Part 1 assembles and checks the context, every signed source on one manifest, every seam reconciled, and loads it into its cited home. Part 2 puts the reads on their clocks and produces the one-page Advisor Brief the whole system was built for, written by you, in the fourth seat.
What you walk away with
A personal investment management system
Policy + Rules + Cadence
By the epilogue the artifacts assemble into one operating rhythm: a signed policy and rulebook that hold your limit under pressure, a quarterly cadence synced to the earnings calendar, and a one-page Advisor Brief you carry into every meeting. You own it, you can operate it, and you can rebuild it on any model.
Who this curriculum is for
The employee whose paycheck and net worth ride on the same logo, asking questions like:
The honest promise
This curriculum promises no return and forecasts no price. It is educational only, a method for organizing your own analysis and questions, run with your own licensed professionals.
What it does promise is error-correction: a system built for the day you are wrong, that notices, logs it, and turns it into a standing rule. That is the only honest promise anyone can make about a concentrated position, and it is the one this curriculum keeps.
01My RSUs and ESPP keep stacking into one stock, how much concentration is too much?
02I changed jobs but stayed in the same industry and kept the stock each time, is a stack of correlated names actually diversified?
03How do I read my own company the way an outside investor would, instead of from the inside?
04When can I actually act on my equity without tripping a blackout or the insider rules?
05How do I put AI to work on my filings without leaking something that could cost me the grant?
06How do I walk into my advisor meeting directing it, instead of nodding through it?
Syllabus
28 interactive modules
~11 hours · module preview free
Foundations
Module01 The AI Desk Setup: Workspace & Data Governance~33 min Preview
Act I · Intelligence
Module02 The Two Investors~29 min Members Module
03 The Operator’s Method~20 min Members Module
04 The IMS: The Architecture~32 min Members Module
05 The Gauges I, Part 1: The Money~12 min Members Module
05 The Gauges I, Part 2: The Rotation & the Scan~25 min Members Module
06 The Gauges II, Part 1: The Business~25 min Members Module
06 The Gauges II, Part 2: The Owners~25 min Members Module
07 IMS · Policy~26 min Members Module
08 The Thesis~26 min Members Module
09 The Parsing Method~20 min Members Module
10 The Transcript Read & the Narrative Gap~21 min Members Module
11 The Boundary~23 min Members Module
12 The Transmission Lines~29 min Members Module
13 The Second Opinions~23 min Members
Act II · Governance
Module14 The Drawdown Doctrine~35 min Members Module
15 The Mirror Protocol~27 min Members Module
16 The Information Diet~23 min Members Module
17 The Error Ledger~23 min Members Module
18 IMS · The Rules & the Deliberation Protocol~30 min Members
Act III · Direction
Module19 The Seat Map~26 min Members Module
20 The Directive Method~21 min Members Module
21 The Quarterly Cadence~23 min Members
Epilogue
Module22 The Commissioning · Part 1: The Context~18 min Members Module
22 The Commissioning · Part 2: The Clocks & the Brief~18 min Members
Supplements
ModuleS1 The Other Side of the Trade · Independent Module~25 min Members Module
S2 The Noise Machine · Independent Module~21 min Members Module
S3 The Advisor Brief · Worked Example (XYZ)~7 min Members
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 28 modules.
✕
✓
Every workbook
Nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Paid in Stock15 mod.
The Total Comp Playbook
Read your compensation the way the people who designed it do.
Paid in Stock16 mod.
The Personal Balance Sheet
See your compensation and your holdings on one statement.
Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Paid in Stock
Form 07 · The Synthesis
Any career stage
The Personal Balance Sheet
The statement is the company’s answer. The balance sheet is yours.
16 modules · 1 workbook · ~4 hours
Read it, hold it, drain it, own it, then run it under fire.
Phase 01 · Read · Module 01See what the statement hides
Phase 02 · Assets · Modules 02–03What you hold
Phase 03 · Liabilities · Modules 04–09What drains it
Phase 04 · Equity · Modules 10–12What is actually yours
Beyond the Core · Modules 13–15 + ToolkitThe sheet meets reality
Outcomes
Measured by who you become at the end of it, not what you’ve read.
The portal answers the company’s questions, retention, compliance, what the firm owes you. Your balance sheet answers yours: what is actually mine, what drains it, and what does it buy? This curriculum teaches a high earner to read their own sheet the way a family office would. A = L + E, run as your own ledger, and to direct the fees you already pay.
Form 07 · The SynthesisPaid in Stock
The Personal Balance Sheet
Your compensation and your holdings, consolidated onto one statement. You read your own finances the way an analyst reads a company.
16
Modules
1
Workbook
4
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Phase 01 · Read · Module 01See what the statement hidesPut two numbers side by side for the first time, cumulative W-2 income against retained, diversified net worth, and see why the statement was never your balance sheet. Exit with your gap measured and your governing-document checklist compiled.
Phase 02 · Assets · Modules 02–03What you holdMap both ledgers, the financial assets your portal tracks, and the career-capital engine that generates them, then sum the one exposure hiding in many accounts: your total company concentration, the single number no advisor holds.
Phase 03 · Liabilities · Modules 04–09What drains itName everything between the gross number and your household: the whole-life correlation, the locked position and its permitted paths, the tax drag, the marked-down assets, the behavioral locks, and the coordination gap that defaults to you.
Phase 04 · Equity · Modules 10–12What is actually yoursCompute the freedom number and read it as runway, protect the legacy line before its windows close, and turn the whole picture into an operating system, the dashboard, the annual reckoning, and the cadence. Module 12 is the capstone.
Beyond the Core · Modules 13–15 + ToolkitThe sheet meets realityThe household balance sheet your partner can hold, the liquidity event peeled from headline to deposit, the stress test with an honest floor, does the plan survive at zero?, and the family-office strategy toolkit: sixteen strategies, each read as a trade.
What you walk away with
Your balance sheet, run as a system
Read → Audit → Re-mark → Reckon → Run the system
The Operating Blueprint: a one-page dashboard, an annual reckoning, and a cadence of quarterly and event-triggered reviews that keep the whole picture current instead of stale, the integration layer, performed by you, with the same operational rigor your company applies to its own programs.
Who this curriculum is for
The high earner whose statement looks great, asking questions like:
The honest promise
This curriculum promises no outcome and computes no one’s taxes. Its calculators are teaching models, not advice, your own numbers depend on facts only your CPA, your wealth manager, and your estate attorney can run, and every brief it produces is built to be taken to them.
What it does promise is the whole picture: your gap measured, your exposure summed, your assets re-marked, your equity computed, current, on a cadence, in your hands. The brief that forces your advisory team to earn its fees.
01Years of W-2s have hit my account, where did it all actually go?
02Every account looks diversified, so why does everything move when my company’s stock moves?
03What is my position really worth after the tax, the locks, and the haircuts, not at the gross number on the screen?
04My company withheld taxes all year, why do I still owe five figures in April?
05I pay a CPA, a wealth manager, and an estate attorney, who is looking at the whole picture?
06If the stock were frozen or worth a fraction tomorrow, does the household still work?
Syllabus
16 interactive modules
1 workbook · ~4 hours · module preview free
Read
Module01 The Statement Is Not the Balance Sheet~14 min Preview
Assets
Module02 The Two Ledgers~15 min Members Module
03 One Exposure Wearing Many Hats~14 min Members
Liabilities
Module04 How Money Flows & the Correlated Position~15 min Members Module
05 The Locked Position~14 min Members Module
06 The Tax Drag~17 min Members Module
07 The Marked-Down Assets~14 min Members Module
08 The Behavioral Lock~13 min Members Module
09 The Coordination Gap~13 min Members
Equity
Module10 The Only Number That Compounds~14 min Members Module
11 The Legacy Line~16 min Members Module
12 The Operating System & Annual Reckoning~17 min WorkbookMembers
Beyond the Core
Module13 The Household Balance Sheet~19 min Members Module
14 The Liquidity Event~19 min Members Module
15 The Balance Sheet Under Stress~19 min Members Module
ST The Strategy Toolkit~24 min Members
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 16 modules.
✕
✓
Every workbook
1 in this curriculum, nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Paid in Stock15 mod.
The Total Comp Playbook
Read your compensation the way the people who designed it do.
Paid in Stock28 mod.
The AI-Augmented Investor
Direct the position your equity becomes.
Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Career Capital
Form 01 · Expertise
Established / executive
The AI-Augmented Expert
AI won’t outpace you. A person using AI will.
13 modules · ~4 hours
Four tiers: footing, ascent, rungs, creator.
Tier 01 · Footing · Modules 01–04Get steady on new ground
Tier 02 · Ascent · Modules 05–06Map the ground you stand on
Tier 03 · Rungs · Modules 07–09Build rungs that bear weight
Tier 04 · Creator · Modules 10–12Stop climbing someone else’s ladder
Outcomes
Measured by who you become at the end of it, not what you’ve read.
Most people already use AI, they ping a chatbot like a faster search engine, skim the answer, forget it. That changes almost nothing. The word that matters is augments: weaving AI into how you decide and produce, until the gains compound. That’s the colleague who pulls ahead, a little more each week. This curriculum has one job: make you the one setting the pace.
Form 01 · ExpertiseCareer Capital
The AI-Augmented Expert
Protect and amplify two decades of judgment with AI augmentation. The established expert’s path from corporate-ladder climber to ladder creator.
13
Modules
4
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Tier 01 · Footing · Modules 01–04Get steady on new groundUnderstand what AI is, what it isn’t, and why a climber like you should be the one holding it, the characteristics the market pays for, where you stand, what AI can augment, and how the machine actually works.
Tier 02 · Ascent · Modules 05–06Map the ground you stand onWhere you sit in the system, the line of the business that runs through you, and the workflow you’ll augment, every step allocated: human, machine, or both. You can’t augment a system you can’t see.
Tier 03 · Rungs · Modules 07–09Build rungs that bear weightExplore the tools, run micro experiments with a kill branch, and price every workflow at real rates, workflows you can stand on, verify, and afford, with the 30-second ROI case that keeps your access when budgets tighten.
Tier 04 · Creator · Modules 10–12Stop climbing someone else’s ladderTurn proven augmentation into a portfolio and a spec brief, make the invisible work visible, and finish with one task actually augmented, live, and a repeatable method to do the next.
What you walk away with
The Role Re-Rating Spec Brief
Understand → Map → Route → Experiment → Price → Create
One durable asset: the instrument that turns proven augmentation into a repriced seat, a portfolio of wins with data behind them, framed as value, not a confession. Plus one task of your own actually augmented, and the four-step loop to do it again on the next one.
Who this curriculum is for
The experienced professional who is good at the job, asking questions like:
The honest promise
This curriculum promises no title, no raise, and no outcome your own work doesn’t earn. It is educational only, a method for augmenting your own role, tested on your own tasks, priced at real rates.
What it does promise is proof: one task actually augmented by the finale, a repeatable four-step loop, and a portfolio that makes the work visible, the evidence a repriced seat is built on.
01I’m good at my work, why does it suddenly feel like that’s not enough?
02Which parts of my role should I hand off to AI, which should I augment, and which do I protect as mine?
03What’s actually the difference between an automation, an AI agent, and my own judgment call?
04How do I prove a workflow earns its keep, so my AI access survives when budgets tighten?
05I’ve been using AI quietly, why does hiding it feel safe and keep me stuck?
06How do I turn scattered wins into a portfolio, and a role no one posted?
Syllabus
13 interactive modules
~4 hours · module preview free
Tier 1 · Footing
Module01 Characteristics of the AI-Augmented Expert~12 min Preview Module
02 Where You Stand~14 min Members Module
03 What AI Can Augment~14 min Members Module
04 How AI Actually Works (No Jargon)~17 min Members
Tier 2 · Ascent
Module05 Your Role in the System~17 min Members Module
06 Understand Your Workflow~19 min Members
Tier 3 · Rungs
Module07 Explore AI Capabilities~21 min Members Module
08 Micro Experiments~20 min Members Module
09 Tokenomics & AI Cost Modeling~21 min Members
Tier 4 · Creator
Module10 Create Your Own Ladder~22 min Members Module
CS Case Study · Tale of an Analyst~11 min Members Module
11 The Transition to Ladder Creator~20 min Members Module
12 Putting It All Together~11 min Members
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 13 modules.
✕
✓
Every workbook
Nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Career Capital12 mod.
The Capacity System
Protect the hours where your judgment earns its premium.
Career Capital15 mod.
The Solo Founder
For the business you start while employed, built to replace the job.
Career Capital1 mod.
AX Relationship System
Replace ad-hoc networking with a system that runs on cadence.
Career Capital
Form 02 · Leverage
Early to mid career
The System Builder
Stop performing the job. Build the system.
12 modules · 11 workbooks · ~3 hours
Four phases: see it, learn it, build it, own it.
Phase 01 · Recognition · Modules 01–02See the divide
Phase 02 · Method · Modules 03–07Learn the five Elements
Phase 03 · Application · Modules 08–10Build the systems
Phase 04 · Apex · Modules 11–12Author the role
Outcomes
Measured by who you become at the end of it, not what you’ve read.
AI now runs defined work faster and cheaper than you can, so the market reprices the job performer down and the system builder up. The edge was never more AI skill. It is the capacity to design systems AI runs inside. This is the booster: skip rungs by building structure years ahead of your title.
Form 02 · LeverageCareer Capital
The System Builder
Systems thinking plus AI leverage that lets early- and mid-career professionals skip rungs and start building structure years ahead of schedule.
12
Modules
11
Workbooks
3
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Phase 01 · Recognition · Modules 01–02See the divideThe two populations the AI restructuring runs on, and the perceptual skill of reading any recurring problem at the level of structure rather than events, with an honest read of your own default traits.
Phase 02 · Method · Modules 03–07Learn the five ElementsThe 5 Why method, collaboration with AI, the structured relationship, teamwork by algorithm, and enduring failures, one builder trait at a time, each a discipline AI cannot run for you.
Phase 03 · Application · Modules 08–10Build the systemsThe Experimenter System with its kill conditions, the two intake systems that point your finite building capacity at the right problems and tools, and the scaling move that turns personal discipline into organizational leverage.
Phase 04 · Apex · Modules 11–12Author the roleDesign the target as a specification before reaching for any instrument, price the premium as the captured value of what you built, and assemble the capstone portfolio that makes it all visible.
What you walk away with
The Builder’s Portfolio
Trace → Allocate → Coordinate → Endure → Build → Author
The instrument that makes invisible work visible to a market with no title for it yet: the framework from the five Elements, the failure log from your Experimenter System, the learning log from your intake systems, and case studies from what you scaled. You stop waiting to be priced and start pricing yourself.
Who this curriculum is for
The capable professional who keeps getting better at a job that keeps getting cheaper, asking questions like:
The honest promise
This curriculum grants no title and posts no role, becoming a system builder isn’t conferred, and no one is coming to reprice you in time. It is educational only: a method, practiced on your own work, with your own results as the evidence.
What it does promise is the method and the proof: the five Elements as working disciplines, the build systems running in your week, and the portfolio that makes the invisible work legible, built until it’s undeniable.
01I keep getting faster and better at my work, why does the market keep paying less for it?
02The same problem keeps coming back no matter who I put on it, why?
03I was about to throw AI at this task, should the work even exist?
04How do I use AI heavily without becoming a wrapper around it?
05Why does my team only run well when the right people happen to like each other?
06I’ve built real systems, why can’t anyone see that work, and how do I price it?
Syllabus
12 interactive modules
11 workbooks · ~3 hours · module preview free
Phase 1 · See It
Module01 The Two Populations~13 min Preview Module
02 See the Structure~13 min WorkbookMembers
Phase 2 · The Five Elements
Module03 Element 1 · The 5 Why Method~13 min WorkbookMembers Module
04 Element 2 · Collaboration with AI~15 min WorkbookMembers Module
05 Element 3 · The Structured Relationship~15 min WorkbookMembers Module
06 Element 4 · Teamwork Driven by Algorithm~13 min WorkbookMembers Module
07 Element 5 · Enduring Failures~13 min WorkbookMembers
Phase 3 · Build Systems
Module08 The Experimenter System~14 min WorkbookMembers Module
09 Intake Systems~14 min WorkbookMembers Module
10 Scaling the System Builder~13 min WorkbookMembers
Phase 4 · Get Priced
Module11 The Role No One Posted~14 min WorkbookMembers Module
12 The Builder's Portfolio~13 min WorkbookMembers
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 12 modules.
✕
✓
Every workbook
11 in this curriculum, nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The Capacity System
Protect the hours where your judgment earns its premium.
Career Capital15 mod.
The Solo Founder
For the business you start while employed, built to replace the job.
Career Capital1 mod.
AX Relationship System
Replace ad-hoc networking with a system that runs on cadence.
Career Capital
Form 03 · Time
Any career stage
The Capacity System
Time is fixed. Energy isn’t.
12 modules · 7 workbooks · ~2 hours
Four phases: see it, build it, run it, keep it.
Phase 01 · See · Modules 01–03Get the honest data
Phase 02 · Build · Modules 04–06Design around it
Phase 03 · Run · Modules 07–09Run the day on it
Phase 04 · Sustain · Modules 10–12Keep it alive
Outcomes
Measured by who you become at the end of it, not what you’ve read.
So stop managing the clock and start managing the brain you have at each hour. Match the work to your real capacity, route the rest to AI, and hold it all in a system that survives your worst weeks, built from your own week of honest data.
Form 03 · TimeCareer Capital
The Capacity System
Time is fixed, so stop managing it and start managing energy: match each kind of work to the brain you have that hour, route the rest to AI, and protect the sharp hours that compound.
12
Modules
7
Workbooks
2
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Phase 01 · See · Modules 01–03Get the honest dataReframe time as energy, run the 7-Day Time-Energy Audit, all 24 hours, scored for real capacity, then read your own tables: where the highest-capacity hours actually landed, and the 15-minute leaks that add up to hours.
Phase 02 · Build · Modules 04–06Design around itLearn what each of the four states is for, lay your day out in 30-minute blocks as your Capacity Matrix, and run the alignment trace on every misfit, stopping at a buildable cause, never at “that’s just who I am.”
Phase 03 · Run · Modules 07–09Run the day on itRoute the codified work to AI so the tacit work has somewhere to live, redirect the freed capacity to what compounds, one experiment at a time, and box each day: dump, choose three, block them into Peak, hold a buffer.
Phase 04 · Sustain · Modules 10–12Keep it aliveTune your Peak window with one-variable micro-experiments and honest kill conditions, catch the four predictable failure modes before the system unravels, and write the manual, then book the quarterly re-log.
What you walk away with
The Personal Operating Manual
Audit → Matrix → Trace → Manual → Recalibrate
A five-minute spec. Intake Rules, Daily Energy Plan, Backup & Checks, reassessed quarterly against a fresh re-log. A system in your head can’t be inspected or corrected; written down, it survives your worst weeks. Discipline fails; the system does not.
Who this curriculum is for
The professional with a perfectly organized calendar and no capacity left, asking questions like:
The honest promise
This curriculum prescribes no wake-up time, sells no morning routine, and asks for no willpower it hasn’t already engineered around. It is educational only, a method run on your own data, at your own pace.
What it does promise is a system: your day reshaped around the brain you actually have, the codified work routed to AI, and a written manual that can be inspected, corrected, and kept, long after motivation is gone.
01My calendar is under control, why am I still exhausted and behind on what actually matters?
02Why does the same task take forty minutes at 9 AM and half a day at 4 PM?
03Where do my sharpest hours actually go, and what runs in them by default?
04Which of my work should go to AI, and which should never leave my own desk?
05Why does every productivity system I try work for two weeks and then collapse?
06How do I protect the work that compounds in a week that keeps arriving uninvited?
Syllabus
12 interactive modules
7 workbooks · ~2 hours · module preview free
Module
01 Time Is Fixed, Energy Isn't~10 min Preview Module
02 The 7-Day Time-Energy Audit~9 min WorkbookMembers Module
03 Read Your Data~10 min Members Module
04 The Four States~8 min Members Module
05 Build Your Capacity Matrix~8 min WorkbookMembers Module
06 The Alignment Trace~9 min Members Module
07 Route the Codified Work to AI~10 min Members Module
08 Redirect Your Capacity~8 min Members Module
09 Box the Day~9 min WorkbookMembers Module
10 Micro-Experiments~9 min WorkbookMembers Module
11 The Four Failure Modes~9 min WorkbookMembers Module
12 The Operating Manual & Quarterly Recalibration~9 min WorkbookMembers
01 Time Is Fixed, Energy Isn't~10 min Preview Module
02 The 7-Day Time-Energy Audit~9 min WorkbookMembers Module
03 Read Your Data~10 min Members Module
04 The Four States~8 min Members Module
05 Build Your Capacity Matrix~8 min WorkbookMembers Module
06 The Alignment Trace~9 min Members Module
07 Route the Codified Work to AI~10 min Members Module
08 Redirect Your Capacity~8 min Members Module
09 Box the Day~9 min WorkbookMembers Module
10 Micro-Experiments~9 min WorkbookMembers Module
11 The Four Failure Modes~9 min WorkbookMembers Module
12 The Operating Manual & Quarterly Recalibration~9 min WorkbookMembers
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 12 modules.
✕
✓
Every workbook
7 in this curriculum, nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Career Capital15 mod.
The Solo Founder
For the business you start while employed, built to replace the job.
Career Capital1 mod.
AX Relationship System
Replace ad-hoc networking with a system that runs on cadence.
Career Capital
Form 06 · Independence
Ready to leap
The Solo Founder
First, the bill. Then, the business.
15 modules · ~5 hours
Three acts: price it, build it, operate it.
Act 1 · Modules 01–06Underwrite the leap
Act 2 · Modules 07–10Build the venture
Act 3 · Modules 11–15Operate it, and meet the crossroads
Outcomes
Measured by who you become at the end of it, not what you’ve read.
Every course about starting a business opens by selling you the dream. This one opens by handing you the bill, what leaving actually forfeits, computed line by line, because a leap should be underwritten, not summoned. Then it shows you what changed: you no longer run a business by hiring people and holding meetings. You delegate the running to AI, and your job becomes the one thing that can’t be delegated: solving problems.
Form 06 · IndependenceCareer Capital
The Solo Founder
The path off the corporate ladder to a venture of your own, where one person plus AI does the work, and carries the cost, that used to take a team and a round of funding.
15
Modules
5
Hours
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
Open the module preview
Act 1 · Modules 01–06Underwrite the leap
Act 2 · Modules 07–10Build the venture
Act 3 · Modules 11–15Operate it, and meet the crossroads
What you walk away with
The Business Plan + Launch Checklist
Price → Underwrite → Build → Sell → Operate → Plan → Crossroads
Module 14 doesn’t teach; it assembles. Thirteen exports become a plan in reader order, thesis, position, market, offer, machine, chassis, money, with the gates and kill conditions embedded, and a launch checklist dated honestly, the resignation item included. Every section was a decision before it was a paragraph, the property no downloaded template can fake.
Who this curriculum is for
The employed professional circling the leap, asking questions like:
The honest promise
This curriculum sells no dream, dates no launch for you, and promises no revenue. It is educational only, a method for pricing, underwriting, and planning your own leap, with your own advisors making the calls that are theirs.
What it does promise is a plan that is genuinely yours: the bill computed, the risk underwritten, the gates written, and two documents at the end that were assembled from your decisions, not downloaded from a template.
01What does leaving actually forfeit, line by line, on my arc, in a number I can hold?
02Could one person really run this business, and what would my calendar hold if AI ran the rest?
03What business am I actually qualified to start, beyond a trend list anyone could copy?
04What should my entity be, and why is that not a paperwork question?
05How do I price the offer without smuggling my old salary into the number?
06If the business grows and capital calls, what does the deal actually do to my exit and my control?
Syllabus
15 interactive modules
~5 hours · module preview free
Stage I · Price
Module01 The Price of the Leap~14 min Preview Module
02 The New Operating Model~17 min Members Module
03 The Iceberg Method~19 min Members Module
04 The Business You're Qualified to Start~20 min Members Module
05 The Orchestrator's Mandate~17 min Members Module
06 The Orchestrator's Practice~17 min Members
Stage II · Build
Module07 The Risk Model~22 min Members Module
08 The Exit-First Entity~19 min Members Module
09 The Problem-Solver's Org Chart~16 min Members Module
10 The Offer~21 min Members
Stage III · Operate
Module11 The Customer Machine~17 min Members Module
12 The Settlement Layer~22 min Members Module
13 The Money System~20 min Members Module
14 The Business Plan~16 min Members Module
15 The Deal at the Crossroads~23 min Members
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 15 modules.
✕
✓
Every workbook
Nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Career Capital12 mod.
The Capacity System
Protect the hours where your judgment earns its premium.
Career Capital1 mod.
AX Relationship System
Replace ad-hoc networking with a system that runs on cadence.
Career Capital
Form 08 · Networking · Standalone module
Any career stage
AX Relationship System
Replace networking with a system that compounds.
1 module · ~17 min
The module
You replace ad-hoc networking with a designed relationship system: one that runs on cadence instead of memory, and compounds instead of decaying.
Outcomes
Measured by who you become at the end of it, not what you’ve read.
A designed relationship system that replaces networking, targeted to what you need to learn, built give-first, and maintained on a cadence so it compounds instead of decaying.
Form 08 · NetworkingCareer Capital
AX Relationship System
A designed relationship system that replaces networking, targeted to what you need to learn, built give-first, and maintained on a cadence so it compounds instead of decaying.
1
Modules
17
Minutes
$1,000a year · or $100 a month
All seven curricula, 112 modules, 19 workbooks. One subscription.
Become a member
What you walk away with
Relationship capital
Relationship capital, the trust and access that carry your proof to the people who can act on it.
Who this curriculum is for
“My network only works when I remember to work it.”
Any career stage.
Syllabus
1 interactive module
~17 min
What you get
Read free. Subscribe for the whole stack.
One subscription, two lanes. Start with your pay, then build the career around it.
IncludedFreePaid
Both briefs
Paid in Stock and The Pocketbook Macro.
✓
✓
Selected essays
✓
✓
Module previews
The preview module of this curriculum.
✓
✓
Every module in this curriculum
All 1 module.
✕
✓
Every workbook
Nineteen across the portfolio.
✕
✓
Every other curriculum
Both lanes, 112 modules total.
✕
✓
Every future curriculum as it is released
✕
✓
Curriculum created by
Victoria Roberts
Founder, ALE Stack
Designed the plans: executive comp, from the company side
Held the equity: pre-IPO, acquisition, public ladder, own ventures
Advised high-income clients on tax and equity
Process and systems engineer: the AI fluency this stack teaches
I’ve sat in every seat this curriculum is written for, on both sides of the table. Every curriculum, module, and diagnostic in ALE Stack was designed and built by one person orchestrating AI. Why I built this →
What membership includes
Interactive modules
Read, decide, and record, not video you watch passively.
Fillable workbooks
Nineteen across the portfolio. You leave each one with a filled page.
Built for the time-poor
Modules sized to finish in a sitting and apply the same week.
Everything, always
One membership opens all seven, plus each new module as it ships.
Related curricula
View all →Career Capital13 mod.
The AI-Augmented Expert
Integrate AI into how you think and decide, so experience compounds.
Career Capital12 mod.
The System Builder
Produce results larger than your job description.
Career Capital12 mod.
The Capacity System
Protect the hours where your judgment earns its premium.
Career Capital15 mod.
The Solo Founder
For the business you start while employed, built to replace the job.