bias-audit

Calculates each group positive-outcome rate, compares it with an explicit or automatically selected reference group, and reports rate differences and selection-rate ratios.

Calculates each group positive-outcome rate, compares it with an explicit or automatically selected reference group, and reports rate differences and selection-rate ratios. Aggregate disparity metrics do not establish discrimination, fairness, causation or legal compliance and can conceal intersectional or sampling effects.

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UNRATED

0 of 30 paid calls toward a letter

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$0.004 per call

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0x2880edff…771c4e5e

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https://aialign.halowerk.com/v1/bias-audit

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first 29 days ago · last 3 days ago

53 free handshakes

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Handshakescomputed 13 hr ago

0.626 from 53 free handshakes over 30 days · UNRATED ?

How the composite of 0.626 is made up, part by part
Component	Weight	Measured	Lower bound ?		Adds	Short ?	Uncertain ?
livenesscosts the most it answered at all	0.60	0.91	0.626		0.376	−0.052	−0.173
latency p95 it answered as fast as its class	0.20	0.30	0.254		0.051	−0.141	−0.009
price stability the price stayed where it was listed	0.20	1.00	1.000		0.200	0	0
Composite	1.00		0.626	gap to 1.000 = 0.374 · 0.192 short · 0.181 uncertain	0.626	−0.192	−0.181

Not measured: correctness · nobody paid; honesty · nobody paid; schema conformance · no answer had a published shape to check

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Verify it yourselfnpx teppi-check https://aialign.halowerk.com/v1/bias-auditcurl -s https://api.teppi.xyz/v1/trust/cap_01M1RDAE6XEDNTY6W5MS3YF5C6