Boundary Analysis

SkillDev tools

Boundary Analysis Campaign — probe where methods fail, map validity envelopes,

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 Boundary Analysis skill

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/boundary-analysis/SKILL.md and read by ahel’s review.

Probe where methods fail — validity envelopes, robustness, failure modes, scaling limits.

Design Philosophy

This campaign is a strategy book — CC reads, internalizes, and autonomously constructs an approach. The SKILL.md files are textbooks, not scripts.

Strategy Routing

SignalStrategy
Valid conditions, applicability range, multi-axis variation, degradation curves→ validity-envelope-mapping
Cross-method consistency, multi-model convergence, Wimsatt robustness→ robustness-testing
System boundaries, inclusion/exclusion, CSH critique→ boundary-critique
Failure modes, boundary inputs, distribution shift, adversarial→ failure-mode-analysis
Scaling limits, scaling law, behavioral phase transitions, capacity→ scaling-frontier

Available Tactics

  • multi-model-convergence — Wimsatt-style cross-validation
  • systematic-perturbation — multi-axis validity probing
  • failure-mode-cataloging — systematic failure taxonomy

Available SOPs

Import (5): web-search, web-research, paper-overview, paper-search, paper-research

Subagent (11): assumption-enumeration, alternative-model-generation, convergence-assessment, fragility-flagging, variation-axis-definition, controlled-perturbation, validity-envelope-construction, edge-case-generation, failure-clustering, scaling-regime-detection, boundary-synthesis

Shared (1): evidence-synthesis

Context Management

context-checkpoint after each strategy completes.

Available Strategies

Optional, no fixed order; the final leaf is always a sop.

StrategyWhen to use
boundary-critiqueApply CSH boundary critique — what is included/excluded, who benefits/is harmed, what expertise is privileged/marginalized. Identifies opportunities at the boundaries.
deep-insight-validity-envelope-mappingMap multi-dimensional validity envelopes — define variation axes, perturb systematically, measure degradation, construct boundary surface.
failure-mode-analysisSystematically catalog failure modes — generate edge cases, observe failures, cluster by mechanism, identify triggers and frequency.
robustness-testingTest conclusion robustness via multi-model convergence — enumerate assumptions, generate alternatives, compare results, flag fragile conclusions.
scaling-frontierAnalyze behavior across scales — detect regime changes, identify capacity limits, fit scaling laws within regimes.

Available SOPs

Optional, no fixed order; the final leaf is always a sop.

SOPWhen to use
boundary-synthesisCompile all boundary analysis products into a coherent report — validity envelopes, robustness results, failure catalogs, scaling maps, safe operating conditions.
context-checkpointAppend research process and results to the current Phase's context file. Covers both process and results with genuine substance. Use this skill at plan-designated checkpoint points — typically after each strategy completes or at key decision nodes within a research Phase.
context-initCreate a new context file for a research Phase. Called once at Phase start to initialize the file that subsequent context-checkpoint calls will append to. Use this skill whenever a new research Phase begins and a fresh context file is needed.

Signals

GitHub stars
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Last commit
Sep 2026
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Catalog kind
skill
Gateway key
boundary-analysis
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine