Framework · v1.0 · Current
The Second Door Plan
Find, Verify, Extract, Demonstrate, Test
- Introduced
- September 7, 2026
- Origin
- Episode 1
- Territories
- Work & AI, Uncertainty & Agency, Identity & Worth
The question it addresses
What do I do when AI makes part of my experience cheaper, or moves farther into the workflow I used to own?
Take one recurring problem, consequence, or responsibility that experience taught you to notice. Make the judgment behind it visible. Test whether other people can use it. Discover whether it has another place to matter.
The framework
Stages
Each stage expands. Work through them in order.
Not a skill. Not a job title. A problem. Something that goes wrong in a predictable way, that you learned to spot early, and that costs someone real money, time, or trust when it is missed.
The test is specificity. If you can describe it in a sentence that a newcomer would not think to say, you have found it. If it sounds like a line from a résumé, keep looking.
Ask yourselfWhat do you notice going wrong before the people around you do?
Experience is confident. It is not always right. Before building on the problem you found, look for evidence that it recurs and that it has a consequence someone else cares about.
Ask two or three people who do adjacent work whether they recognize it. Look for the moment they nod before you finish the sentence.
Ask yourselfWho else has paid for this problem, and would they say so?
This is the step most experienced people skip, because the judgment feels obvious to them. It is not obvious. It is the thing the years actually built.
Write it as a short sequence of checks, signals, and decisions. Include what a bad result looks like and what you do when you see one. Include the exceptions. The exceptions are usually where the value is.
Ask yourselfIf you had to hand this judgment to someone in one page, what would be on the page?
A description of judgment is an opinion. A demonstration is evidence. Take a real or clearly labeled illustrative case, apply the extracted judgment, and show what it caught and what it would have cost to miss.
The form can be a short write-up, a walkthrough, a review of someone else's work, or a checklist applied in public. The requirement is that a stranger could follow it.
Ask yourselfWhat is the smallest demonstration that would make a skeptic take this seriously?
Offer the demonstration to a different audience than the one that currently pays for your work. A different team, a different industry, a different kind of organization, a different format.
You are not looking for a new job. You are looking for a signal: does this judgment matter somewhere other than the one room where it has always mattered? A yes gives you a second door. A no tells you which step to revisit, usually Find or Extract.
Ask yourselfWhere is one place, outside your current role, where this judgment would be worth something?
Try it here
Walk through it now
Answer each stage in your own words. Answers stay in this browser only and are never sent anywhere. Print or copy a summary when you finish.
Five stages, one prompt each. About ninety minutes for a careful pass, or twenty for a rough one.
Answers stay in this browser only. Nothing is sent anywhere, and nothing is stored if you do not type.
Educational reflection material. Not psychological, career, financial, legal, or medical advice, and not a validated instrument. No particular result is promised. Read the full scope statement.
What it helps with
- Separating what a tool reproduced from what your experience actually consists of.
- Turning a vague sense of accumulated judgment into something written, inspectable, and portable.
- Replacing the question of whether you are replaceable with a question you can test.
- Deciding what to do next when the market price of part of your work is being renegotiated.
What it does not establish
- It is not a scientifically validated career instrument. It has not been tested in a controlled study.
- It does not promise employment, income, or protection from automation.
- It does not predict which parts of any workflow will be automated next.
- Numbers used in the method, such as how many people to ask or how long to spend on a step, are design choices unless a source is cited.
- It is a reflection and action tool for general educational use. It is not advice for your specific situation.
Practice
How to use it
- 01Set aside about ninety minutes for the first pass. The worksheet is designed for that length.
- 02Work through the stages in order. Each depends on the one before it.
- 03Write things down. The method depends on making judgment visible, and judgment that stays in your head cannot be tested.
- 04Expect Extract to take longer than you think and Demonstrate to be more uncomfortable than you expect. Both are normal.
- 05After Test, return to the stage the result points to. A second pass is usually faster and more precise.
Example
Worked through
Download
The worksheet
Worksheet v1.0
The Second Door Plan Worksheet
To take one recurring problem your experience taught you to notice and work it through the five stages of the Second Door Plan, ending with a concrete test you can run within a few weeks.
Educational reflection material. Not psychological, career, financial, legal, or medical advice, and not a validated instrument. No particular result is promised. Read the full scope statement.
Provenance
Where this came from
Research that influenced part of the method, design choices, what is original, and what remains unvalidated. Kept separate on purpose.
Influenced by
- Field evidence that AI assistance narrows the visible output gap between novices and experts informed the emphasis on judgment over output. See the linked sources.
- Polanyi's account of tacit knowledge informed the idea that experienced judgment is real even when it is hard to state, and that stating it is work worth doing.
Design choices
- The five-stage sequence, the names of the stages, and the ordering are Sougata's design choices.
- The instruction to start from a recurring problem rather than a skill is a design choice intended to keep the method specific.
- Suggested quantities in the worksheet, such as asking two or three people, are practical defaults and not derived from research.
Original here
- The framing of a second door as the alternative to becoming irreplaceable is original to Voyagers Beyond.
- The distinction between output, workflow segment, judgment and responsibility, and market price is Sougata's synthesis.
Not yet validated
- Whether following the method changes any career or income outcome has not been studied.
- Whether the Test stage reliably produces a usable signal has not been measured beyond individual use.
Working paper
Generative AI at Work
Erik Brynjolfsson, Danielle Li, Lindsey Raymond · National Bureau of Economic Research · NBER Working Paper 31161; later published in The Quarterly Journal of Economics · 2023-04
What the source supports
- In this setting, a generative AI assistant increased average productivity, measured as issues resolved per hour.
- The gains were concentrated among novice and lower-skilled agents. Experienced, high-skill agents saw minimal improvement.
- The authors interpret the tool as spreading the practices of more able workers to newer ones.
What it does not support
- That experienced workers in other fields will see the same pattern. The study covers one company and one kind of work.
- That AI assistance makes experience worthless. The tool learned from the experienced agents' own behavior.
- Any claim about job loss, wages, or long-term careers. The study measures task performance, not employment outcomes.
What Sougata is doing with it
Sougata uses this as evidence that the visible output gap between novice and expert can shrink quickly, while noting that the expert's judgment is what the tool was trained to imitate. That distinction between output and judgment is central to Episode 1 and is Sougata's synthesis, not the paper's claim.
Working paper
Navigating the Jagged Technological Frontier: Field Experimental Evidence of the Effects of Artificial Intelligence on Knowledge Worker Productivity and Quality
Fabrizio Dell'Acqua, Edward McFowland III, Ethan Mollick, Hila Lifshitz-Assaf, Katherine Kellogg, Saran Rajendran, Lisa Krayer, François Candelon, Karim Lakhani · Harvard Business School · HBS Working Paper 24-013; forthcoming in Organization Science · 2023-09
What the source supports
- AI capability is uneven across tasks that look similar in difficulty. The authors call this the jagged frontier.
- For tasks inside the frontier, consultants with the tool performed measurably better on speed and rated quality.
- For a task outside the frontier, tool use was associated with worse accuracy.
What it does not support
- That the frontier is fixed. The authors describe it as moving and hard to see from the inside.
- That professionals can reliably tell in advance which side of the frontier a task sits on.
- Any general claim about consulting careers, hiring, or the value of experience over time.
What Sougata is doing with it
Sougata uses this to support one specific point: the segment of a workflow that a tool handles well is not the whole workflow, and knowing where the tool fails is itself a form of experienced judgment. The framing of workflow segment versus judgment is Sougata's, not the paper's.
Book
The Tacit Dimension
Michael Polanyi · University of Chicago Press (originally Doubleday, 1966) · 1966
What the source supports
- The claim that skilled practice includes knowledge the practitioner cannot fully articulate.
- The observation that explicit rules never capture the whole of a skill.
What it does not support
- Any claim about artificial intelligence, which the book predates by decades in its modern form.
- The claim that tacit knowledge cannot be imitated in output. Polanyi is describing knowing, not the reproducibility of results.
What Sougata is doing with it
Sougata uses Polanyi as a vocabulary for the part of experience that shows up as noticing, timing, and knowing when a result is wrong. Applying that vocabulary to AI-assisted work is Sougata's extension and should be read as interpretation.
Frameworks
Related frameworks
This is the first framework. Others will connect here as they are introduced.
History
Version history
Earlier versions are not overwritten invisibly.
- v1.0First public version, introduced alongside Episode 1.
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Related questions
Work & AI
What were my fifteen years for?
A tool produced in minutes something that resembles work you spent years learning to do. The question is not rhetorical. It deserves a real answer about what those years actually built.
Uncertainty & Agency
How do I adapt when the target keeps moving?
Every piece of advice says adapt. Almost none of it says to what. When the thing you would adapt to changes every few months, adaptation as a strategy needs a different definition.
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