Constraint Hardness Testing

SkillDev tools

Tests whether a stated constraint is real — distinguishing genuine limits from assumptions, habits, or politics dressed as facts. Triggers: 'is this really a constraint', 'challenge the assumption', 'who says we can't', 'is this actually fixed', 'test the constraint'.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Constraint Hardness Testing skill

What this skill tells your AI

The instructions your AI receives, as published by human-avatar/skills-for-humanity in skills/s4h-constraint-hardness-testing/SKILL.md and read by ahel’s review.

Organisations accumulate phantom constraints — rules that were real once and calcified, or beliefs that were never tested, or someone's preference that got repeated until it sounded like policy. This skill separates genuine limits from assumed ones before any energy is spent working around or accepting them.


Your Process

Step 1: State the Constraint Write it exactly as it's been stated or assumed. Don't clean it up — the imprecision is often where the phantom lives.

Framing check: Confirm the specific constraint and the goal it is blocking before continuing. State what you've identified — the exact constraint as you understand it and the goal or action it prevents — in one sentence, then use AskUserQuestion:

  • Question: "I'm reading this as: [your one-sentence framing of the constraint and the goal it blocks]. Is that right?"
  • Header: "Framing"
  • Options:
    • Yes — proceed — framing is correct
    • Adjust — one element is off; user will correct it before you continue
    • Reframe — different situation than read; incorporate the correction before proceeding

Step 2: Source It Who said this constraint exists? When? Is the source a law or regulation, a signed contract, a technical impossibility, a leadership decision, a team preference, or unknown? The source determines the hardness ceiling.

Step 3: Consequence Test What actually happens if this constraint is violated? State the consequence concretely. If the answer is "I'm not sure" or "someone would be unhappy," the constraint is not hard. Distinguish real consequences (fine, contract breach, system failure) from assumed ones (pushback, awkwardness, political cost).

Step 4: Precedent Check Has anyone tried to change or violate this constraint before? What happened? No precedent often means no one has tested it — not that it can't be changed.

Step 5: Conditions Test Under what circumstances would this constraint not apply? A truly hard constraint has no exceptions. If you can find a scenario where it wouldn't hold, the constraint is softer than stated.

Step 6: Classify

  • Hard: real source, concrete consequence, no exceptions, precedent confirms
  • Soft: real but negotiable, consequence is political or preferential
  • Assumed: no clear source, untested consequence
  • Outdated: was once hard, circumstances have changed

Human Check-in

Before proceeding, use the AskUserQuestion tool. State your interpretation of the situation in 1–2 sentences — what is being analyzed and what the core question is — then ask:

  • Question: "My read: [your 1–2 sentence interpretation]. How do you want to proceed?"
  • Header: "Scope"
  • Options:
    • Full analysis — Complete all steps, reasoning shown throughout
    • Key findings only — Bottom-line output, skip step-by-step detail
    • Real vs assumed verdict only — Classify each constraint without full analysis
    • Reframe — The read is off; correct it and the analysis will follow the corrected framing

Proceed based on their selection. If the user reframes, incorporate the correction before running any analysis.

Output Format

Constraint as stated:

[Exact wording]

Source: [Law/contract/technical/decision/preference/unknown] — [specific origin]

Consequence if violated:

[Concrete statement] — Real / Assumed

Precedent: [What happened when tested, or "untested"]

Conditions where it wouldn't apply:

[If any]

Classification: Hard / Soft / Assumed / Outdated

Recommended action:

ClassificationAction
HardAccept — design around it
SoftNegotiate explicitly
AssumedTest it — ask the source directly
OutdatedChallenge it — propose removal

Notes

The most dangerous class is Assumed, because it looks like Hard. Before accepting any constraint that cannot be sourced precisely, treat it as Assumed and test it — the cost of testing is almost always lower than the cost of a permanent workaround.


What's Next

After delivering this output, use AskUserQuestion to offer the next move:

  • Question: "Constraints tested. What's next?"
  • Header: "Next"
  • Options:
    • /s4h-constraint-workaround-mapping — Route around the hard constraints
    • /s4h-constraint-scope-reduction — Reduce scope to avoid constraints that can't be bypassed
    • /s4h-decision-option-mapping — See what options remain given hard and soft constraints
    • Done — Wrap up and synthesise what we have so far

Signals

GitHub stars
223
Forks
22
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
s4h-constraint-hardness-testing
Source
github.com/human-avatar/skills-for-humanity