Fit y = intercept + slope*x to 2–64 declared pairs using positive weights and exact rat…
Fit y = intercept + slope*x to 2–64 declared pairs using positive weights and exact rational normal equations. Returns residuals and weighted SSE rounded to 12 decimal places, plus finite float64 RMSE. Rejects degenerate X values; weights are not verified unc…
by www.mahastrategies.com · discovered, not yet claimed by its owner · updated 2026-10-13
Mirrored from Coinbase's public x402 Bazaar. The description is the provider's own text and has not been reviewed here; the payment requirements are copied as published.
What it does
Fit y = intercept + slope*x to 2–64 declared pairs using positive weights and exact rational normal equations. Returns residuals and weighted SSE rounded to 12 decimal places, plus finite float64 RMSE. Rejects degenerate X values; weights are not verified uncertainties. Not field certification.
Tags: expansion-20261011 · physical-ai · bounded-computation · evidence · deterministic · bazaar · declaration-integrity · maha-offer
Call contract
- Method
- POST
- Input
- json
- Output
- json
- Last paid call
- 2026-10-13
{
"dataClass": "synthetic",
"pairs": [
{
"weight": "1",
"x": "0",
"y": "1"
},
{
"weight": "2",
"x": "1",
"y": "3"
},
{
"weight": "1",
"x": "2",
"y": "5"
}
]
}{
"amountBaseUnits": "26500",
"boundaries": [
"Public or synthetic inputs only. Caller labels are declarations,…"
],
"inputDigest": "sha256:3f640b4b71d0f67ef3300f2fa8c1fdf8239182a5e5da84a158f6f950c…",
"offerId": "weighted-calibration-fit",
"receiptDigest": "sha256:fe6e5e0aab90af505f7b9fa1661cc0fb47deddef0e58c013ceaa48c93…",
"result": {
"arithmetic": "exact-rational-fit-and-sse-rounded-12-places; float64-rmse",
"dataClass": "synthetic",
"fieldCertified": false,
"finiteChecked": true,
"intercept": "1",
"residuals": [
{
"predicted": "1",
"residual": "0",
"sampleIndex": 0
}
],
"slope": "2",
"weightedRMSE": "0",
"weightedSSE": "0"
},
"version": "maha-microproducts/0.1"
}Use with an agent
- Discover. Agents find this listing with
GET https://bazaar.saylorinnovations.com/discovery/search?query=…, the MCP toolsearch_resources, or/discovery/resources. - Inspect. Fetch
/resources/32088.jsonfor the price and payment options. - Pay. Call
GET https://www.mahastrategies.com/api/v1/micro/weighted-calibration-fit. The provider answers402with its payment requirements. An x402 client signs one of the options below and retries withPAYMENT-SIGNATURE. - Execute. The provider returns
200with the data. Agent Bazaar is not in the request path and never sees your payment.
For humans
You don't need an account or an API key; you need a wallet holding a small amount of USDC on Base, Arbitrum One, and an x402-capable client (see the examples below). Call the endpoint unpaid first to see exactly what it asks for.
Pricing & payment
- Price
- $0.0265 / request
- Protocol
- x402 v2
- Auth
- No account or API key. Pay per request.
- Networks
- Base, Arbitrum One
- Demand
- 2 calls · 2 unique payers in 30d (public x402 Bazaar data)
x402 payment requirements
| Scheme | Network | Asset | Amount | Pay to | Timeout |
|---|---|---|---|---|---|
| exact | Base eip155:8453 | USDC | $0.0265 | 0xec84c1cd6602bbe387bc8e6f0d3c062f2762de28 | 60s |
| exact | Arbitrum One eip155:42161 | USDC | $0.0265 | 0xec84c1cd6602bbe387bc8e6f0d3c062f2762de28 | 60s |
accepts[] (raw JSON)
[
{
"scheme": "exact",
"network": "eip155:8453",
"payTo": "0xec84c1cd6602bbe387bc8e6f0d3c062f2762de28",
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"amount": "26500",
"amountUsd": 0.0265,
"maxTimeoutSeconds": 60
},
{
"scheme": "exact",
"network": "eip155:42161",
"payTo": "0xec84c1cd6602bbe387bc8e6f0d3c062f2762de28",
"asset": "0xaf88d065e77c8cC2239327C5EDb3A432268e5831",
"amount": "26500",
"amountUsd": 0.0265,
"maxTimeoutSeconds": 60
}
]Schemas
Output schema (JSON Schema)
{
"properties": {
"example": {
"additionalProperties": false,
"properties": {
"amountBaseUnits": {
"enum": [
"26500"
],
"type": "string"
},
"boundaries": {
"maxItems": 128,
"minItems": 0,
"type": "array"
},
"inputDigest": {
"maxLength": 71,
"type": "string"
},
"offerId": {
"enum": [
"weighted-calibration-fit"
],
"type": "string"
},
"receiptDigest": {
"maxLength": 71,
"type": "string"
},
"result": {
"type": "object"
},
"version": {
"enum": [
"maha-microproducts/0.1"
],
"type": "string"
}
},
"required": [
"version",
"offerId",
"amountBaseUnits",
"inputDigest",
"result",
"boundaries",
"receiptDigest"
],
"type": "object"
},
"type": {
"type": "string"
}
},
"required": [
"type"
],
"type": "object"
}Example shape — generated from the schema, not a captured live response
{
"example": {
"amountBaseUnits": "26500",
"boundaries": [
"value"
],
"inputDigest": "string",
"offerId": "weighted-calibration-fit",
"receiptDigest": "string",
"result": {},
"version": "maha-microproducts/0.1"
},
"type": "string"
}Examples
curl -X POST 'https://www.mahastrategies.com/api/v1/micro/weighted-calibration-fit' -H 'Content-Type: application/json' --data '{"dataClass":"synthetic","pairs":[{"weight":"1","x":"0","y":"1"},{"weight":"2","x":"1","y":"3"},{"weight":"1","x":"2","y":"5"}]}'
# -> 402 Payment Required; read PAYMENT-REQUIRED
# retry the identical request with PAYMENT-SIGNATUREconst res = await fetch("https://www.mahastrategies.com/api/v1/micro/weighted-calibration-fit", {
"method": "POST",
"headers": {
"content-type": "application/json"
},
"body": "{\"dataClass\":\"synthetic\",\"pairs\":[{\"weight\":\"1\",\"x\":\"0\",\"y\":\"1\"},{\"weight\":\"2\",\"x\":\"1\",\"y\":\"3\"},{\"weight\":\"1\",\"x\":\"2\",\"y\":\"5\"}]}"
});
if (res.status === 402) {
const { accepts } = await res.json();
// pay one of accepts[] via an x402 client, then retry with the payment header
}import httpx
import json
res = httpx.request("POST", "https://www.mahastrategies.com/api/v1/micro/weighted-calibration-fit", json=json.loads("{\"dataClass\":\"synthetic\",\"pairs\":[{\"weight\":\"1\",\"x\":\"0\",\"y\":\"1\"},{\"weight\":\"2\",\"x\":\"1\",\"y\":\"3\"},{\"weight\":\"1\",\"x\":\"2\",\"y\":\"5\"}]}"))
if res.status_code == 402:
accepts = res.json()["accepts"]
# pay one of accepts[] via an x402 client, then retry with the payment headerDetails
- Provider
- www.mahastrategies.com
- Endpoint
- https://www.mahastrategies.com/api/v1/micro/weighted-calibration-fit
- Machine-readable
/resources/32088.json