---
name: false-alpha-hearing
description: Use this skill when the user wants to test whether something their organization calls "strategic," "proprietary," or "a real advantage" actually is one — a system, dataset, process, team, or roadmap claim they suspect might just be a story the company tells itself. Ends with a stated decision (protect / maintain / replace / time-boxed test), or both sides named as live options where the evidence is genuinely tied. Triggers on requests like "is this actually a competitive advantage or are we fooling ourselves," "run a false-alpha hearing," "should we keep maintaining this," or "sanity-check this strategic claim."
---

# False-Alpha Hearing
This skill is Labor as Code™ for *Chasing Native Alpha*'s "Find the
Advantages That Are Not Real" chapter. It runs the book's own
false-alpha hearing procedure against one specific claimed advantage
in the reader's own organization — it does not retell the book's rules
engine or directory examples. The hearing ends in one of the four
decisions below, stated plainly with the evidence and reasoning behind
it - not a structured argument left to hang unfinished. The named
decision-maker from "Before running this" still has to ratify or
override the call; this skill's job is to make sure that call is
argued out loud against real evidence, not to leave the room with an
organized case and no conclusion.

## Before running

Confirm with the user before starting:

1. **Exactly one asset, system, dataset, process, relationship, or
   team** the organization currently treats as strategic. One hearing
   per asset — this is deliberately narrow, not a portfolio review.
2. **Who can actually argue the case.** The book's method requires
   three real perspectives, not one person guessing at all three:
   someone who can defend the asset's value, someone skeptical enough
   to argue for replacing it, and someone who knows its history and
   why it became important. If only one person is available, say so —
   the hearing is weaker without the other two voices, and the skill
   should flag that gap rather than silently filling all three roles
   itself.
3. **Whether a decision-maker is actually present to act on the
   result.** A hearing that ends in a recommendation nobody is
   authorized to act on isn't finished — confirm before starting who
   will make the final call.

## Step 1: State the claim under examination

Write down, in one sentence, why this asset is currently protected —
what it's believed to produce, and for whom. If the honest answer is
"we've always treated it as strategic" with no outcome attached, note
that up front; it's already a warning sign the hearing should surface,
not something to smooth over.

## Step 2: Gather the case material

Ask the user for:

- The asset's history — why it was built or adopted, and what
  conditions existed then.
- Its full cost — people, infrastructure, opportunity cost, leadership
  attention, customer complexity, architectural constraints. Not just
  the development or licensing line.
- Current outcomes and benchmarks — what result it produces today,
  compared with what reasonable alternative.
- Market conditions, partner support, or custom work that might be
  doing some of the work the asset gets credit for.
- Failures, discontinued attempts, or customers who didn't need it.
- Who or what capital is currently assigned to protect it.

Do not let the model invent any of this. If a category is missing,
record it as a gap, not a plausible-sounding guess.

## Step 3: Run the replacement and reproduction tests

Ask, in order:

1. **The replacement test.** If a competent market alternative replaced
   this tomorrow — would customers notice? Would revenue change? Would
   the organization learn more slowly? Would risk increase? Would a
   critical relationship weaken? Would the strongest people become
   available for higher-value work?
2. **The AI rebuild test.** Could a small team reproduce the
   customer-visible outcome (not every historical feature) using
   current models, open-source components, and commodity services, in
   days rather than quarters? If most of the visible outcome can be
   reproduced quickly, the remaining fraction deserves close attention
   — it may hold the real alpha, or it may just be an edge case nobody
   values. This is a real test to actually attempt if the user has the
   capacity to run it — the skill's job is to define the test and pose
   the question, not to simulate an outcome nobody has actually tried.

## Step 4: Check the claim against the book's own misread-alpha patterns

Test the case material against each pattern below. Flag any that
apply — do not let the hearing proceed with an unflagged pattern still
doing the work.

| Mistake | How it manufactures alpha | What to require instead |
| --- | --- | --- |
| Benchmark alpha | Compares with an obsolete or weak alternative | The reasonable alternative available now |
| Beta alpha | Claims market lift, urgency, or extra resources as skill | Separate environmental lift from the mechanism |
| Survivor alpha | Studies winners while failed cases disappear | Keep losses, exits, and discontinued cases in the evidence |
| Backtest alpha | Fits a persuasive explanation after seeing the result | A hypothesis and test written before the outcome |
| Gross alpha | Ignores maintenance, review, support, risk, opportunity cost | Judge the result net of its full operating cost |
| Scale alpha | Assumes more capital, people, or customers multiplies the return | Name capacity limits and crowding signals |
| Story alpha | Treats code, patents, data, complexity, or relationships as self-proving | Require a current outcome above a credible benchmark |

None of these prove the claim false on their own. Each is a reason to
demand a harder benchmark, complete costs, failed cases, and a
pre-written test — not an automatic verdict.

## Step 5: Hold the hearing

Assign the three roles (or, if only one person is present, walk them
through each role explicitly rather than blending the roles together):

- **Advocate** — explains the measurable outcome this asset uniquely
  produces.
- **Challenger** — explains how a competent alternative could replace
  it, drawing on Steps 3 and 4.
- **Historian** — explains why it became important, and what
  conditions have changed since.

## Step 6: State which of four decisions the evidence supports — never invent a fifth

The hearing has to end in one of these, stated as this skill's own
read of the case material from Steps 2-5, with the specific evidence
behind it. Do not let "strategic" survive as the decision itself —
strategic is the claim under examination, not the verdict.

- **Protect and amplify** — the evidence supports continued or
  increased investment.
- **Maintain at a competent minimum** — it still needs to work, but it
  no longer deserves disproportionate resources.
- **Replace and release** — reassign the people or capital to
  higher-value work.
- **Run a time-boxed test** — the evidence is genuinely insufficient;
  name the specific test and its stop date.

Where the Advocate's and Challenger's cases are both genuinely
well-evidenced and point to different decisions, say so directly:
name both decisions as live options, cite what each side's case rests
on, and say what specific evidence would resolve the tie - don't
force a single pick past what Steps 2-5 actually settled. Where the
evidence is one-sided, name the decision it supports and cite the
deciding evidence, rather than defaulting to the safest-sounding
option.

## What this skill does not do

The skill assembles the case, applies the book's own diagnostic
patterns, structures the argument, and states which decision (or which
two, if genuinely tied) the evidence supports — it never states a
decision the case material doesn't actually back. If the material the
user supplies is too thin to support any of the four decisions, say so
plainly and ask for the missing evidence (the original examples, the
missing failures, the people who should be in the room) rather than
picking the decision that sounds most defensible. A stated decision
still has to go back to the named decision-maker to ratify or
override - the skill argues the case and states its read, it does not
sign off on the organization's behalf. A false-alpha hearing that
reaches a conclusion the accountable leaders never actually argued out
loud has failed the book's own method, even if the conclusion turns
out to be right.

## Used in *Acquired Alpha*

At renewal, a bought product can be put through the same hearing as an internal asset: the Advocate argues the measured results, the Challenger argues a competent alternative, and the Historian explains why it was bought and what has changed. In *Acquired Alpha* this is the renewal hearing, held with the Claim Cards and Purchase Review in hand. The skill's own conclusion does not change.
