ToolAssay

Aligns caller-labeled dimensions, computes cosine similarity and a normalized L1

Aligns caller-labeled dimensions, computes cosine similarity and a normalized L1 difference, and flags drift against a supplied cosine threshold. It does not infer goals from behavior, decide which goal is correct or detect deception; results depend entirely on the supplied vector representation.

Answeringour last check, 2026-09-24
1 of 1checks answered this week
876 msmedian answer time
$0.003listed price per call
$0.003price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://aialign.halowerk.com/v1/goal-drift

CategoryEverything else
Provider hostaialign.halowerk.com
Networkseip155:8453
Payment schemesexact
Self-reported calls, 30 days1 from 1 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-09-24 valid payment request 402$0.003 876 ms

Example input (from the provider)

{
  "body": {
    "dimensions": [
      {
        "current_weight": 0.62,
        "initial_weight": 0.7,
        "name": "user_safety"
      },
      {
        "current_weight": 0.31,
        "initial_weight": 0.2,
        "name": "task_completion"
      },
      {
        "current_weight": 0.07,
        "initial_weight": 0.1,
        "name": "resource_efficiency"
      }
    ],
    "minimum_cosine_similarity": 0.97
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "dimensions": {
              "items": {
                "additionalProperties": false,
                "properties": {
                  "current_weight": {
                    "maximum": 1000000000000,
                    "minimum": -1000000000000,
                    "type": "number"
                  },
                  "initial_weight": {
                    "maximum": 1000000000000,
                    "minimum": -1000000000000,
                    "type": "number"
                  },
                  "name": {
                    "maxLength": 128,
                    "minLength": 1,
                    "type": "string"
                  }
                },
                "required": [
                  "name",
                  "initial_weight",
                  "current_weight"
                ],
                "type": "object"
              },
              "maxItems": 10000,
              "minItems": 1,
              "type": "array"
            },
            "minimum_cosine_similarity": {
              "maximum": 1,
              "minimum": -1,
              "type": "number"
            }
          },
          "required": [
            "dimensions",
            "minimum_cosine_similarity"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST",
            "PUT",
            "PATCH"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    }
  },
  "required": [
    "input"
  ],
  "type": "object"
}

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