Boundary Analysis
SkillDev toolsBoundary Analysis Campaign — probe where methods fail, map validity envelopes,
Available today. Use it from your connected AI after setup.
No other account needed.
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
| Signal | Strategy |
|---|---|
| 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.
| Strategy | When to use |
|---|---|
| boundary-critique | Apply 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-mapping | Map multi-dimensional validity envelopes — define variation axes, perturb systematically, measure degradation, construct boundary surface. |
| failure-mode-analysis | Systematically catalog failure modes — generate edge cases, observe failures, cluster by mechanism, identify triggers and frequency. |
| robustness-testing | Test conclusion robustness via multi-model convergence — enumerate assumptions, generate alternatives, compare results, flag fragile conclusions. |
| scaling-frontier | Analyze 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.
| SOP | When to use |
|---|---|
| boundary-synthesis | Compile all boundary analysis products into a coherent report — validity envelopes, robustness results, failure catalogs, scaling maps, safe operating conditions. |
| context-checkpoint | Append 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-init | Create 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
- 469
- Forks
- 37
- Last commit
- Sep 2026
Advanced
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boundary-analysis- Source
- github.com/yogsoth-ai/de-anthropocentric-research-engine