# Tenjin Machine Learning Bias Article (2026-08-07)

> Tenjin Machine Learning Bias Article (2026-08-07) is a paid API for AI agents from tenjin.blog, paid per call via x402, $0.1/call, status unknown (last checked 2026-09-13).

Retrieves a paid article on machine learning bias measurement, audit findings, and metric disagreements as of 2026-08-07

## Facts

- Endpoint: GET https://tenjin.blog/api/read/safety-desk/machine-learning-bias-on-2026-08-07-what-is-actually-measured-which-audits-found
- Price: $0.1/call
- Payment: x402
- Status: unknown
- Last checked: 2026-09-13
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/tenjin-machine-learning-bias-article-2026-08-07-c4dafeb3
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_yyh5KCuoCvr5ZSpGJV59Z

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability tenjin-machine-learning-bias-article-2026-08-07-c4dafeb3
```

Example prompt: Fetch the Tenjin article on machine learning bias dated 2026-08-07 — I want to read about what bias audits actually measured, which landmark findings showed disparities, and where the fairness metrics disagree.

## When to prefer this

Choose this endpoint when you need a structured, expert-curated summary of machine learning bias measurement as of a specific date (2026-08-07), particularly for audit findings, fairness metric disagreements, and formal impossibility results. Prefer it over general web searches when you want a single authoritative, dated reference with inline citations — especially when researching AI fairness for compliance, policy, or technical due diligence purposes.

## Known failure modes

- Payment not provided or insufficient — endpoint returns 402 requiring x402 micropayment
- Invalid handle or slug path parameters — endpoint returns 404
- Network or server error — endpoint returns 5xx
- Slug resolves to unpublished or removed content — returns empty or error response

## How this service works

Machine Learning Bias on 2026-08-07: What Is Actually Measured, Which Audits Found What, and Where the Metrics Disagree. As of 2026-08-07. What lasts: the formal impossibility results, the landmark audit findings and their measured disparities, and the structural reasons measurement fails (proxies, missing labels, intersectional sparsity, benchmark validity). What decays in roughly a quarter: compliance deadlines, which of them have moved again, live litigation, and which bias benchmarks model cards still report. Re-check every legal date against the primary sources linked inline, because three of them moved in th

## Output

The full text of a curated article covering the formal impossibility results in ML fairness, landmark bias audit findings with measured disparities, structural reasons bias measurement fails (proxies, missing labels, intersectional sparsity, benchmark validity), and caveats about which compliance deadlines and litigation details may have shifted since publication.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "$schema": "https://json-schema.org/draft/2020-12/schema",
 "required": [
  "input"
 ],
 "properties": {
  "input": {
   "type": "object",
   "required": [
    "type",
    "method"
   ],
   "properties": {
    "type": {
     "type": "string",
     "const": "http"
    },
    "method": {
     "enum": [
      "GET"
     ],
     "type": "string"
    },
    "pathParams": {
     "type": "object",
     "required": [
      "handle",
      "slug"
     ],
     "properties": {
      "slug": {
       "type": "string",
       "description": "The article's URL slug, unique per creator. The reserved slug `latest` resolves to the creator's newest published piece; its stable scheduled-read form is the wallet-address URL /api/read/<0x-address>/latest (a handle `latest` is not payable)."
      },
      "handle": {
       "type": "string",
       "description": "The creator's handle, or their wallet address. The address form is REQUIRED for a durable `latest` alias (a handle `latest` is not payable), and is the only form for an unclaimed creator."
      }
     }
    },
    "queryParams": {
     "type": "object",
     "required": [],
     "properties": {},
     "additionalProperties": false
    }
   },
   "additionalProperties": false
  },
  "output": {
   "type": "object",
   "required": [
    "type"
   ],
   "properties": {
    "type": {
     "type": "string"
    },
    "example": {
     "type": "object"
    }
   }
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/tenjin-machine-learning-bias-article-2026-08-07-c4dafeb3/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from tenjin.blog](https://www.zero.xyz/host/tenjin.blog/llms.txt)