# AI/ML Releases Brief (LLM Digest)

> AI/ML Releases Brief (LLM Digest) is a paid API for AI agents from oracles-production.up.railway.app, paid per call via x402, $0.25/call, status unknown (last checked 2026-09-14).

Returns an LLM-written digest summarizing the most consequential AI/ML framework and tooling releases within a given time window.

## Facts

- Endpoint: GET https://oracles-production.up.railway.app/v1/ai-releases/brief
- Price: $0.25/call
- Payment: x402
- Status: unknown
- Last checked: 2026-09-14
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/ai-ml-releases-brief-llm-digest-8fdcef2f
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_aKf6p7-0nB67vd3PO2pO2

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 ai-ml-releases-brief-llm-digest-8fdcef2f
```

Example prompt: Give me an LLM-written digest of the most consequential AI and ML framework releases and tooling updates since April 1st, 2025.

## When to prefer this

Use this endpoint when you need a curated, human-readable narrative summary of AI/ML ecosystem changes rather than raw release data. Ideal for agents generating newsletters, briefings, or situation reports about the AI/ML tooling landscape. Prefer over raw release feeds when the consumer needs prose context, not structured lists.

## Known failure modes

- No releases found in the specified window — may return an empty or minimal brief
- Invalid 'since' datetime format causes a 400 error
- Payment not processed (x402 protocol failure) results in 402 response
- Upstream data source unavailable causes digest generation failure

## How this service works

An LLM-written digest of the most consequential AI/ML framework & tooling releases in the window.

## Output

Returns a JSON object containing: a 'brief' field with the LLM-generated prose summary of significant AI/ML framework and tooling releases; a 'generatedBy' field indicating whether it was created by an LLM or template; and a 'basedOnChanges' integer showing how many underlying changes informed the digest.

## 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"
    },
    "queryParams": {
     "type": "object",
     "properties": {
      "since": {
       "type": "string",
       "format": "date-time",
       "description": "Window start (default: last 30 days)"
      }
     }
    }
   },
   "additionalProperties": false
  },
  "output": {
   "type": "object",
   "required": [
    "type"
   ],
   "properties": {
    "type": {
     "type": "string"
    },
    "example": {
     "type": "object",
     "properties": {
      "brief": {
       "type": "string"
      },
      "generatedBy": {
       "enum": [
        "llm",
        "template"
       ],
       "type": "string"
      },
      "basedOnChanges": {
       "type": "integer"
      }
     }
    }
   }
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/ai-ml-releases-brief-llm-digest-8fdcef2f/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from oracles-production.up.railway.app](https://www.zero.xyz/host/oracles-production.up.railway.app/llms.txt)