Analyze behavior across scales — detect regime changes, identify capacity limits, fit scaling laws within regimes.
Scanned 5/27/2026
Install via CLI
openskills install yogsoth-ai/de-anthropocentric-research-engine---
name: scaling-frontier
description: Analyze behavior across scales — detect regime changes, identify capacity limits, fit scaling laws within regimes.
used-by: boundary-analysis
---
# Scaling Frontier
Detect where scaling behavior qualitatively shifts.
## Budget
| Base SOP | Target | ±10% Range |
|----------|--------|------------|
| web-search | 30 | 27–33 |
| web-research | 10 | 9–11 |
| paper-overview | 30 | 27–33 |
| paper-search | 20 | 18–22 |
| paper-research | 15 | 13–17 |
## State Ledger
```
<HARD-GATE>
| SOP | Done | Target | % |
|-----|------|--------|---|
| web-search | ? | 30 | ? |
| web-research | ? | 10 | ? |
| paper-overview | ? | 30 | ? |
| paper-search | ? | 20 | ? |
| paper-research | ? | 15 | ? |
Budget Gate: OPEN/CLOSED (>=80% required to exit)
</HARD-GATE>
```
## Available SOPs
**Import:** web-search, web-research, paper-overview, paper-search, paper-research
**Subagent:** scaling-regime-detection, edge-case-generation
## Execution Guidance
Analyze behavior across scales (data size, model size, compute, time), detect regime changes (breakpoints where behavior qualitatively shifts), identify capacity limits and their mechanisms.
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Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 7 modes: full research, quick brief, paper review, lit-review, fact-check, Socratic guided research dialogue, and systematic review with optional meta-analysis. Covers research question formulation, Socratic mentoring, methodology design, systematic literature search, source verification, cross-source synthesis, risk of bias assessment, meta-analysis, APA 7.0 report compilation, editorial review...