# Scaling Frontier

> Analyze behavior across scales — detect regime changes, identify capacity limits, fit scaling laws within regimes.

- Skill: `yogsoth-ai/scaling-frontier` (Agent Skill)
- Install (CLI): `npx skillmds@latest add yogsoth-ai/scaling-frontier`
- Raw SKILL.md: https://api.skillmd.com/api/skills/yogsoth-ai/scaling-frontier/raw
- Safety review: pending
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Coding & Dev Tools
- Author: yogsoth-ai (https://skillmd.com/u/yogsoth-ai)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/yogsoth-ai/scaling-frontier

---


# 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.

<!-- BEGIN available-tables (generated) -->

## Available SOPs

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

| SOP | When to use |
| --- | --- |
| edge-case-generation | Systematically generate boundary inputs — boundary values, adversarial constructions, distribution shifts, rare combinations, scale extremes. |
| scaling-regime-detection | Detect regime changes in scaling behavior — breakpoints where behavior qualitatively shifts, mechanisms behind transitions. |

<!-- END available-tables (generated) -->