AI Digest — Cross-Referenced Intelligence

The /digest endpoint combines 7 Kronos data sources — predict, risk, forecast-evolution, regime, historical analogs, quant-vs-crowd composite, and accuracy — into one insight-driven digest. An AI agent cross-references these to surface non-obvious insights: track-record reality checks, timeframe contradictions, quant-vs-crowd divergences, calibration warnings, and risk context. It returns the text digest plus structured metadata. This saves the agent 6 paid calls ($0.06+).

Endpoint

GET /api/feeds/kronos/digest/:symbolKey

Parameters

ParamTypeRequiredDescription
symbolKeypathYesAsset symbol, e.g. btc_usdt, eth_usdt

Pricing

$0.03 per request (payment after delivery). Saves 6 paid calls ($0.06+).

Example request

curl -H "X-PAYMENT: <x402-payment-header>" \
  "https://kronos.seshat.markets/api/feeds/kronos/digest/btc_usdt"

Example response (truncated)

{
  "symbol": "btc_usdt",
  "digest": "BTC is currently forecast UP across 4 of 5 timeframes...",
  "metadata": {
    "analog_accuracy": 0.62,
    "model_accuracy": 0.58,
    "crowd_accuracy": 0.54,
    "sources_used": [
      "predict", "risk", "forecast-evolution",
      "regime", "historical-analogs", "composite", "accuracy"
    ],
    "divergences": [
      { "type": "quant_vs_crowd", "detail": "Model says UP, crowd leaning DOWN on 1d" }
    ],
    "calibration_warning": false,
    "risk_state": "hot"
  }
}

Use cases

Cost-Efficient Intelligence

One $0.03 digest call replaces 6 paid calls ($0.06+). The AI agent cross-references all 7 sources for you — cheaper than calling each endpoint separately, with contradictions surfaced automatically.

Contradiction Detection

The digest surfaces divergences like "Model says UP, crowd leaning DOWN on 1d". These contradictions are the most valuable signal — they reveal where the market is uncertain and where edge exists.

Calibration Reality Check

Check calibration_warning: true — it means the model's confidence doesn't match its recent accuracy. Dial down position size when calibration is off, even if the direction looks strong.

Risk State Awareness

The digest includes risk_state: "hot" or "cold". When the model is "hot" (on a winning streak), trust signals more. When "cold", wait for recovery before acting.

Frequently asked questions

What is an AI crypto digest API?
It combines 7 Kronos data sources — predict, risk, forecast-evolution, regime, historical analogs, quant-vs-crowd composite, and accuracy — into one AI-generated insight digest. It surfaces contradictions, calibration warnings, and non-obvious insights that individual endpoints miss.
How does the digest API save me money?
One $0.03 digest call replaces 6 paid calls ($0.06+). The AI agent cross-references all 7 sources for you, surfacing contradictions automatically. It's cheaper than calling each endpoint separately and gives you synthesized insights.
What contradictions does the crypto digest detect?
It flags divergences like "Model says UP, crowd leaning DOWN on 1d" and calibration warnings when the model's confidence doesn't match recent accuracy. These contradictions reveal where the market is uncertain and where edge exists.
How do I get a crypto market digest via API?
Call GET /api/feeds/kronos/digest/btc_usdt with an X-PAYMENT header. The response includes a text digest plus structured metadata with analog accuracy, model accuracy, divergences, and risk state. Pay $0.03 with USDC via x402.

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