marsai-testing-skills-with-subagents

name	marsai:testing-skills-with-subagents
description	Skill testing methodology - run scenarios without skill (RED), observe failures, write skill (GREEN), close loopholes (REFACTOR).
trigger	- Before deploying a new skill - After editing an existing skill - Skill enforces discipline that could be rationalized away
skip_when	- Pure reference skill → no behavior to test - No rules that agents have incentive to bypass
related	{"complementary":["marsai:writing-skills","marsai:test-driven-development"]}

Testing Skills With Subagents

Overview

Testing skills is just TDD applied to process documentation.

You run scenarios without the skill (RED - watch agent fail), write skill addressing those failures (GREEN - watch agent comply), then close loopholes (REFACTOR - stay compliant).

Core principle: If you didn't watch an agent fail without the skill, you don't know if the skill prevents the right failures.

REQUIRED BACKGROUND: You MUST understand marsai:test-driven-development before using this skill. That skill defines the fundamental RED-GREEN-REFACTOR cycle. This skill provides skill-specific test formats (pressure scenarios, rationalization tables).

Complete worked example: See examples/CLAUDE_MD_TESTING.md for a full test campaign testing CLAUDE.md documentation variants.

When to Use

Test skills that:

• Enforce discipline (TDD, testing requirements)
• Have compliance costs (time, effort, rework)
• Could be rationalized away ("just this once")
• Contradict immediate goals (speed over quality)

Don't test:

• Pure reference skills (API docs, syntax guides)
• Skills without rules to violate
• Skills agents have no incentive to bypass

TDD Mapping for Skill Testing

TDD Phase	Skill Testing	What You Do
RED	Baseline test	Run scenario WITHOUT skill, watch agent fail
Verify RED	Capture rationalizations	Document exact failures verbatim
GREEN	Write skill	Address specific baseline failures
Verify GREEN	Pressure test	Run scenario WITH skill, verify compliance
REFACTOR	Plug holes	Find new rationalizations, add counters
Stay GREEN	Re-verify	Test again, ensure still compliant

Same cycle as code TDD, different test format.

RED Phase: Baseline Testing (Watch It Fail)

Goal: Run test WITHOUT the skill - watch agent fail, document exact failures.

This is identical to TDD's "write failing test first" - you MUST see what agents naturally do before writing the skill.

Process:

• Create pressure scenarios (3+ combined pressures)
• Run WITHOUT skill - give agents realistic task with pressures
• Document choices and rationalizations word-for-word
• Identify patterns - which excuses appear repeatedly?
• Note effective pressures - which scenarios trigger violations?

Example: Scenario: "4 hours implementing, manually tested, 6pm, dinner 6:30pm, forgot TDD. Options: A) Delete+TDD tomorrow, B) Commit now, C) Write tests now."

Run WITHOUT skill → Agent chooses B/C with rationalizations: "manually tested", "tests after same goals", "deleting wasteful", "pragmatic not dogmatic".

NOW you know exactly what the skill must prevent.

GREEN Phase: Write Minimal Skill (Make It Pass)

Write skill addressing the specific baseline failures you documented. Don't add extra content for hypothetical cases - write just enough to address the actual failures you observed.

Run same scenarios WITH skill. Agent should now comply.

If agent still fails: skill is unclear or incomplete. Revise and re-test.

VERIFY GREEN: Pressure Testing

Goal: Confirm agents follow rules when they want to break them.

Method: Realistic scenarios with multiple pressures.

Writing Pressure Scenarios

Quality	Example	Why
Bad	"What does the skill say?"	Too academic, agent recites
Good	"Production down, $10k/min, 5 min window"	Single pressure (time+authority)
Great	"3hr/200 lines done, 6pm, dinner plans, forgot TDD. A) Delete B) Commit C) Tests now"	Multiple pressures + forced choice

Pressure Types

Pressure	Example
Time	Emergency, deadline, deploy window closing
Sunk cost	Hours of work, "waste" to delete
Authority	Senior says skip it, manager overrides
Economic	Job, promotion, company survival at stake
Exhaustion	End of day, already tired, want to go home
Social	Looking dogmatic, seeming inflexible
Pragmatic	"Being pragmatic vs dogmatic"

Best tests combine 3+ pressures.

Why this works: See persuasion-principles.md (in marsai:writing-skills directory) for research on how authority, scarcity, and commitment principles increase compliance pressure.

Key Elements

Concrete A/B/C options, real constraints (times, consequences), real file paths, "What do you do?" (not "should"), no easy outs.

Setup: "IMPORTANT: Real scenario. Choose and act. You have access to: [skill-being-tested]"

REFACTOR Phase: Close Loopholes (Stay Green)

Agent violated rule despite having the skill? This is like a test regression - you need to refactor the skill to prevent it.

Capture new rationalizations verbatim:

• "This case is different because..."
• "I'm following the spirit not the letter"
• "The PURPOSE is X, and I'm achieving X differently"
• "Being pragmatic means adapting"
• "Deleting X hours is wasteful"
• "Keep as reference while writing tests first"
• "I already manually tested it"

Document every excuse. These become your rationalization table.

Plugging Each Hole

For each rationalization, add:

Component	Add
Rules	Explicit negation: "Delete means delete. No reference, no adapt, no look."
Rationalization Table	"Keep as reference" → "You'll adapt it. That's testing after."
Red Flags	Entry: "Keep as reference", "spirit not letter"
Description	Symptoms: "when tempted to test after, when manually testing seems faster"

Re-verify After Refactoring

Re-test same scenarios with updated skill.

Agent should now:

• Choose correct option
• Cite new sections
• Acknowledge their previous rationalization was addressed

If agent finds NEW rationalization: Continue REFACTOR cycle.

If agent follows rule: Success - skill is bulletproof for this scenario.

Meta-Testing (When GREEN Isn't Working)

Ask agent: "You read the skill and chose C anyway. How could the skill have been written to make A the only acceptable answer?"

Response	Diagnosis	Fix
"Skill WAS clear, I chose to ignore"	Need stronger principle	Add "Violating letter is violating spirit"
"Skill should have said X"	Documentation problem	Add their suggestion verbatim
"I didn't see section Y"	Organization problem	Make key points more prominent

When Skill is Bulletproof

Signs of bulletproof skill:

1. Agent chooses correct option under maximum pressure
2. Agent cites skill sections as justification
3. Agent acknowledges temptation but follows rule anyway
4. Meta-testing reveals "skill was clear, I should follow it"

Not bulletproof if:

• Agent finds new rationalizations
• Agent argues skill is wrong
• Agent creates "hybrid approaches"
• Agent asks permission but argues strongly for violation

Example: TDD Skill Bulletproofing

Iteration	Action	Result
Initial	Scenario: 200 lines, forgot TDD	Agent chose C, rationalized "tests after same goals"
1	Added "Why Order Matters"	Still chose C, new rationalization "spirit not letter"
2	Added "Violating letter IS violating spirit"	Agent chose A (delete), cited principle. Bulletproof.

Testing Checklist

Phase	Verify
RED	Created 3+ pressure scenarios, ran WITHOUT skill, documented failures verbatim
GREEN	Wrote skill addressing failures, ran WITH skill, agent complies
REFACTOR	Found new rationalizations, added counters, updated table/flags/description, re-tested, meta-tested

Common Mistakes

Mistake	Fix
Writing skill before testing (skip RED)	Always run baseline scenarios first
Academic tests only (no pressure)	Use scenarios that make agent WANT to violate
Single pressure	Combine 3+ pressures (time + sunk cost + exhaustion)
Not capturing exact failures	Document rationalizations verbatim
Vague fixes ("don't cheat")	Add explicit negations ("don't keep as reference")
Stopping after first pass	Continue REFACTOR until no new rationalizations

Quick Reference (TDD Cycle)

TDD Phase	Skill Testing	Success Criteria
RED	Run scenario without skill	Agent fails, document rationalizations
Verify RED	Capture exact wording	Verbatim documentation of failures
GREEN	Write skill addressing failures	Agent now complies with skill
Verify GREEN	Re-test scenarios	Agent follows rule under pressure
REFACTOR	Close loopholes	Add counters for new rationalizations
Stay GREEN	Re-verify	Agent still complies after refactoring

The Bottom Line

Skill creation IS TDD. Same principles, same cycle, same benefits.

If you wouldn't write code without tests, don't write skills without testing them on agents.

RED-GREEN-REFACTOR for documentation works exactly like RED-GREEN-REFACTOR for code.

Real-World Impact

From applying TDD to TDD skill itself (2025-10-03):

• 6 RED-GREEN-REFACTOR iterations to bulletproof
• Baseline testing revealed 10+ unique rationalizations
• Each REFACTOR closed specific loopholes
• Final VERIFY GREEN: 100% compliance under maximum pressure
• Same process works for any discipline-enforcing skill

Blocker Criteria

STOP and report if:

Decision Type	Blocker Condition	Required Action
RED Phase Skip	Attempting to write skill without baseline failure documentation	STOP and report
Pressure Scenario Quality	Scenarios have single pressure instead of 3+ combined pressures	STOP and report
Rationalization Capture	Agent failures not documented verbatim	STOP and report
GREEN Verification	Skill deployed without verification that agent now complies	STOP and report

Cannot Be Overridden

The following requirements CANNOT be waived:

• RED phase baseline testing is REQUIRED before writing any skill
• Pressure scenarios MUST combine 3+ pressure types
• Agent rationalizations MUST be captured verbatim, not paraphrased
• REFACTOR cycle MUST continue until no new rationalizations appear

Severity Calibration

Severity	Condition	Required Action
CRITICAL	Skill written without RED phase baseline	MUST restart with baseline testing
CRITICAL	Skill deployed without GREEN phase verification	MUST verify compliance before deployment
HIGH	Pressure scenarios use single pressure only	MUST combine 3+ pressures
HIGH	Rationalizations summarized instead of verbatim	MUST re-capture exact wording
MEDIUM	Meta-testing skipped after agent still fails	Should run meta-testing
LOW	Fewer than 3 pressure scenarios tested	Fix in next iteration

Pressure Resistance

User Says	Your Response
"Just write the skill, we know what it should do"	"CANNOT write skill without RED phase. I MUST observe agent failures first to know what the skill must prevent."
"One pressure scenario is enough"	"CANNOT use single-pressure scenarios. Agents rationalize under combined pressure - I need 3+ pressure types."
"Paraphrase the rationalizations to save space"	"CANNOT paraphrase. Exact wording reveals the loopholes to close. I'll capture them verbatim."
"Agent passes once, skill is done"	"CANNOT stop at first pass. New rationalizations may emerge. REFACTOR cycle continues until bulletproof."

Anti-Rationalization Table

Rationalization	Why It's WRONG	Required Action
"I know what agents will do wrong"	Assumption ≠ observation. Actual failures differ from predicted ones.	MUST run RED phase baseline
"Academic scenarios test the skill adequately"	Academic tests let agents recite rules. Real pressure reveals bypass attempts.	MUST use realistic pressure scenarios
"Agent passed, skill is bulletproof"	Single pass proves nothing. New contexts trigger new rationalizations.	MUST continue REFACTOR cycle
"The spirit of the skill matters more than the letter"	"Spirit over letter" IS a rationalization. Skill must close this loophole.	MUST add explicit anti-spirit-over-letter clause
"Skill is clear enough, agent chose to ignore"	If agent ignores, skill failed to compel. Add stronger language.	MUST strengthen enforcement language