Extract Invariants

Extract Invariants

Metaphors are how good ideas travel between domains, and also how decorative complexity sneaks into systems. The failure mode is consistent: a compelling name ("immune memory", "pheromone trails", "energy minimization") gets an API before anyone checks whether a distinct mechanism exists under it. Months later the code performs elaborate ceremony that reduces to a cache, a counter, or nothing at all.

This skill is the gate. A borrowed idea passes only as a domain-free mechanism; the vocabulary it arrived in never ships.

The test in one line

If the idea still needs its source-domain noun to sound meaningful, it has not been abstracted yet.

1. State the phenomenon plainly

Write down what the source system actually does, in the source domain's own terms. One paragraph. No implications for your system yet.

Example: "Black holes have event horizons: regions where causal influence flows in one direction only."

2. Strip every domain noun

Rewrite the phenomenon with all source-specific vocabulary removed. Every noun must be generic: boundary, log, score, budget, gate, copy, signal, decay.

• "Event horizon" becomes "an irreversible causal boundary: information may cross in one direction and never back."
• "Immune memory" becomes "a pattern store keyed by past attacks, with faster response on re-encounter and gradual decay."
• "Pheromone trail" becomes "a shared score that successful paths increment and time decays."

If the rewrite says nothing, stop: you had a mood, not a mechanism. Record the rejection and why.

3. Extract the smallest invariant

Reduce the stripped description to the minimal relationship that must hold, plus its necessary conditions. Ask: what is the smallest claim that, if false, kills the idea?

Format:

• Invariant: the domain-free claim.
• Necessary conditions: what must be true of any system for the invariant to apply.
• Tradeoffs: what enforcing it costs.
• Failure modes: how systems that rely on it break.

4. Demand independent recurrence

One domain is an anecdote. Search for the same invariant, independently evolved, in at least two unrelated domains (biology and markets; distributed systems and law; ecology and open source). Kill rule: no recurrence across genuinely unlike domains within a bounded search, then classify it as an interesting metaphor and stop.

Recurrence is the evidence. Convergent evolution under similar constraints is what separates an organizational law from a poetic resemblance.

Beware the near-miss: two domains that share ancestry (two internet communities, two mammal species) are one domain for this test.

5. Check it is operational and falsifiable

A surviving candidate must answer all three:

• Instantiation: what is the smallest software or process change that implements it? Name the concrete primitive (append-only log, quarantine boundary, expiring authority, reputation score, selection loop).
• Falsifier: what observation would prove it wrong or useless here?
• Cost of being wrong: what breaks if you adopt it and the invariant does not actually hold in your system?

No falsifier means it is faith, not design. Reject or park it.

6. Record the verdict either way

Write the outcome where future work will find it:

• Admitted: invariant, conditions, tradeoffs, failure modes, domains observed, proposed instantiation, falsifier, confidence.
• Rejected: the candidate, which step killed it, and the one-line reason. Rejections prevent the same metaphor from being re-excavated every quarter.

The record is the deliverable. An extraction that lives only in the conversation will be repeated, badly, by someone else.

Worked warning: how it fails without the gate

A real system built "crystallographic structure factors" for measuring code quality: complex numbers, phase agreement, R-factors, three hundred lines. Under review, the machinery computed its elaborate score, then overrode it with the raw test-failure rate whenever the two disagreed. The metaphor had an API; the mechanism was a division. The same system's "pheromone-based coordination" scored answers by character length.

The tell in both cases: the vocabulary was doing the persuading. Strip the names and read what the code does. When the names carry the meaning, this skill was skipped.

Anti-patterns

• Metaphor-as-API: naming modules after the source domain. Names should describe the mechanism (pattern-cache, decay-score), never the inspiration.
• Recurrence by ancestry: citing sibling domains as independent evidence.
• Poetic invariants: claims with no possible falsifier ("systems seek balance").
• Batch romanticism: importing a whole source domain at once. Invariants pass one at a time, each with its own evidence.
• Skipping the rejection record: unrecorded rejections guarantee re-litigation.

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: ariaxhan
• Source: ariaxhan/the-agent-library
• License: MIT

Install and usage instructions live in the source repository linked above.