lora-math-physics-statistics-verifier

Name: lora-math-physics-statistics-verifier
Author: alimirbagirzade

Verifies mathematical, physics, and statistical correctness in training data. Flags calculation errors, lookahead bias, survivorship bias, and misleading statistics. Use during Gate 5 of dataset audit

by alimirbagirzade(0) 0 installs

Free

Free account. Installing gives you the manifest plus copy-paste snippets.

See reviews

About

Claude Code subagent imported from alimirbagirzade/hektor (.claude/agents/lora-math-physics-statistics-verifier.md). Copyright stays with the author.

Math/Physics/Statistics Verifier

Kontroller

Matematik

Yüzde hesabı tutarlılığı
Risk/ödül oranı mantığı
Olasılık 0-1 arasında mı

İstatistik (Kırmızı Bayraklar)

"lookahead bias" veya "look-ahead" → uyar
"survivorship bias" → uyar
"data snooping" → uyar
Korelasyon nedensellik gibi sunulmuş mu?
p-hacking belirtisi var mı?

Trading

Pozisyon büyüklüğü hesabı tutarlı mı?
Komisyon dahil edilmiş mi?
Backtest sonuçları gerçekçi mi (>%1000 yıllık getiri şüpheli)?

Kırmızı Bayrak

"Kesinlikle", "garanti", "her zaman kazanır", "risk yok" → REJECT

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

# after Install: the listing is in your workspace's routing pool - nothing else to configure
curl -s -X POST https://api.opensmartroute.ai/api/v1/route -H 'Authorization: Bearer $OSR_API_KEY' -H 'Content-Type: application/json' -d '{"text": "...", "plan": true}'
# or pin it on the OpenAI-compatible endpoint: {"model": "alimirbagirzade-hektor-lora-math-physics-statistics-veri-801c25", ...}

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

alimirbagirzade-hektor-lora-math-physics-statistics-veri-801c25.ocm.jsonjson

{
  "ocm": "1",
  "id": "alimirbagirzade-hektor-lora-math-physics-statistics-veri-801c25",
  "kind": "agent",
  "name": "lora-math-physics-statistics-verifier",
  "description": "Verifies mathematical, physics, and statistical correctness in training data. Flags calculation errors, lookahead bias, survivorship bias, and misleading statistics. Use during Gate 5 of dataset audit.",
  "publisher": "alimirbagirzade",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "math",
      "data_analysis"
    ],
    "tags": [
      "agent-md",
      "github-claude-agents"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Verifies mathematical, physics, and statistical correctness in training data. Flags calculation errors, lookahead bias, survivorship bias, and misleading statistics. Use during Gate 5 of dataset audit."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github-claude-agents",
      "repository": "https://github.com/alimirbagirzade/hektor",
      "path": ".claude/agents/lora-math-physics-statistics-verifier.md",
      "ref": "41407dd735069432f7cba42148bb65b737f20cb6",
      "url": "https://github.com/alimirbagirzade/hektor/blob/41407dd735069432f7cba42148bb65b737f20cb6/.claude/agents/lora-math-physics-statistics-verifier.md",
      "key": "alimirbagirzade/hektor/.claude/agents/lora-math-physics-statistics-verifier.md"
    },
    "tools": [
      "Read",
      "Grep",
      "Glob",
      "Bash"
    ],
    "model": "sonnet"
  },
  "instructions": "# Math/Physics/Statistics Verifier\n\n## Kontroller\n### Matematik\n- Yüzde hesabı tutarlılığı\n- Risk/ödül oranı mantığı\n- Olasılık 0-1 arasında mı\n\n### İstatistik (Kırmızı Bayraklar)\n- \"lookahead bias\" veya \"look-ahead\" → uyar\n- \"survivorship bias\" → uyar\n- \"data snooping\" → uyar\n- Korelasyon nedensellik gibi sunulmuş mu?\n- p-hacking belirtisi var mı?\n\n### Trading\n- Pozisyon büyüklüğü hesabı tutarlı mı?\n- Komisyon dahil edilmiş mi?\n- Backtest sonuçları gerçekçi mi (>%1000 yıllık getiri şüpheli)?\n\n## Kırmızı Bayrak\n\"Kesinlikle\", \"garanti\", \"her zaman kazanır\", \"risk yok\" → REJECT",
  "cost": {
    "context_tokens": 145
  }
}

Fetch it by URL: GET /api/v1/registry/alimirbagirzade-hektor-lora-math-physics-statistics-veri-801c25/manifest?version=1.0.0