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Halowerk Quantum Bitstream Diagnostic
x402
Halowerk Quantum Bitstream Diagnostic is a paid API for AI agents from quantum.halowerk.com, paid per call via x402, $0.002/call, status unknown (last checked 2026-09-14).
Analyzes a caller-supplied binary bitstream by counting zeros, ones, and runs, computing a normalized monobit imbalance, and comparing observed run statistics against IID Bernoulli expectations.
Price / call$0.002
Success—
StatusUnknown
How this service works
Counts zeros, ones and runs, reports a normalized monobit imbalance, and compares observed runs with the IID Bernoulli expectation. It generates no random number and is not a NIST test-suite replacement, entropy estimate or certification of cryptographic randomness.
Output
Returns counts of zeros and ones, total run count broken down by type, a normalized monobit imbalance value indicating balance between 0s and 1s, and a comparison of observed run frequencies against the expected run distribution for an IID Bernoulli process. Does not generate random numbers, does not perform NIST test-suite tests, and does not certify cryptographic randomness.
Example use cases
Pre-deployment PRNG output spot-check
“I've got 512 bits of output from a custom PRNG I wrote — can you check the monobit imbalance and whether the runs match what you'd expect from a fair IID Bernoulli process? Here's the bit string: 10110010110100111001010110001101001010111001101001011010011010010110100110110010010110101100110100101101001010110100110101001101001010110010110100101010110100110101001011010011010010110100101010110100”
Academic RNG homework validation
“I need to verify my homework answer — I computed some run statistics by hand for this 64-bit sequence: 1101001010110011001011010011010110100101011001101001011010011011. Can you count the zeros, ones, and runs, give me the monobit imbalance, and compare the runs to the IID Bernoulli expectation?”
Hardware noise source sanity check
“We're sampling raw hardware noise and encoding it as bits. Here's a 200-bit sample: 11010011001011010101001101001100101010110110100110010101101001011010011010011001010110100110100101011010010110100110100101101001010110100110101001010110100110010110100101101001101010011010010110. Can you tell me if the zeros and ones are balanced and whether the run structure looks like genuine IID randomness?”
Technical details
Endpoint
POSThttps://quantum.halowerk.com/v1/random-numberWhen to prefer
Use this endpoint when you need a fast, lightweight statistical diagnostic on a caller-supplied bitstream — specifically monobit balance and run-length comparison against IID Bernoulli expectations — without invoking a full NIST test suite. Prefer this over heavier randomness certification services when you only need a quick sanity check on bit distribution and run structure, and when you want a simple normalized imbalance score rather than a full entropy estimate or p-value suite.
Side effects
- Bitstream shorter than 32 bits returns a validation error
- Bitstream longer than 100,000 characters exceeds maxLength and is rejected
- Non-binary characters (anything other than 0 or 1) fail pattern validation
- Empty or missing 'bits' field causes a schema error
- Payment not included or insufficient USDC causes a 402 Payment Required response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bits | string | Caller-supplied bitstream to diagnose. |
Tags
x402
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