Derives a deterministic audit sample from a public randomness beacon pulse (drand's quicknet chain or a NIST NISTIR-8213 beacon) and a pre-committed hash of the item manifest being sampled, over the same HMAC-DRBG (SHA-256) stream as version 1 (ART-583). Selection uses only SHA-256/HMAC with no randomness of its own, no clock, nothing hidden; anyone holding the same three declared inputs (manifest hash, pulse, algorithm id) replays the identical selection offline from the transcript below.
Version 1 of this sampler is a proven, sealed node: it is not edited, and every receipt already issued against it keeps replaying byte-identically. New runs should use this V2 node, which fixes three V1 defects in a new algorithm id:
sha256: prefix); anything else is a structured refusal naming the rule. V1 only trimmed them.The emitted transcript is capped at 50 draws with full draws_used and rejection counts, so artifacts stay bounded at large sample sizes while the whole walk stays reconstructible offline from the declared inputs. For past receipts and replays of earlier samples, keep using ART-583 (version 1).
The fairness of this sample depends entirely on doing these three steps in order, before you touch this page:
item_manifest_hash (exactly 64 lowercase hex characters, no prefix) before the next step.Precedent: NIST's Interoperable Randomness Beacons project names bias-resistant audit sampling as a beacon application; U.S. election jurisdictions running risk-limiting audits (e.g. Colorado, per the U.S. Election Assistance Commission's RLA guidance) draw ballot samples from a public dice roll or beacon for the identical reason. drand quicknet is treated as the primary beacon here (sub-3-second cadence, no single operator); a NISTIR-8213 pulse serves as a corroborating co-seed when both are available.
Copy this paragraph into Claude, OpenClaw, or any MCP-aware agent to run this exact tool, with this sample, and verify the artifact.
Run the AINumbers MCP tool `derive_beacon_fair_sample_v2`. Task: Derive a deterministic audit sample from a public randomness beacon pulse and a pre-committed item-manifest hash over the same HMAC-DRBG (SHA-256) stream as version 1, with exactly unbiased threshold-rejection draws, a partial Fisher-Yates walk that needs exactly sample_size accepted draws and no draw cap (full samples to 1,000,000 items), and strict 64-lowercase-hex input validation.
Call it with arguments: {"policy_parameters":{"beacon_source":"drand_quicknet","beacon_round":"4321000","beacon_randomness":"e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855","item_manifest_hash":"9f86d081884c7d659a2feaa0c55ad015a3bf4f1b2b0b822cd15d6c15b0f00a08","item_count":10,"sample_size":10,"algorithm_id":"hmac-drbg-sha256-v2"}}
Verify before trusting: call `verify_execution_hash` on mcp.ainumbers.co (https://mcp.ainumbers.co/mcp) with the parameter `claimed_hash` set to the returned `execution_hash`, passing the full artifact the run returned (the object containing `policy_parameters` + `output_payload` + `execution_hash`; equivalently `policy_parameters` + `output_payload` with `claimed_hash`), not the bare hash string.
Return the ledger link https://ledger.ainumbers.co/ so a human can re-verify without contacting us.
PII rule: All inputs are processed locally in your browser. No data is transmitted. Do not enter real personal data — use synthetic or anonymised inputs only.
Open the tool with the sample prefilled: https://ainumbers.co/chaingraph/art-774-beacon-seeded-fair-sampling-v2.html#p=v1.H4sIAAAAAAAA_wEwAc_-eyJiZWFjb25fc291cmNlIjoiZHJhbmRfcXVpY2tuZXQiLCJiZWFjb25fcm91bmQiOiI0MzIxMDAwIiwiYmVhY29uX3JhbmRvbW5lc3MiOiJlM2IwYzQ0Mjk4ZmMxYzE0OWFmYmY0Yzg5OTZmYjkyNDI3YWU0MWU0NjQ5YjkzNGNhNDk1OTkxYjc4NTJiODU1IiwiaXRlbV9tYW5pZmVzdF9oYXNoIjoiOWY4NmQwODE4ODRjN2Q2NTlhMmZlYWEwYzU1YWQwMTVhM2JmNGYxYjJiMGI4MjJjZDE1ZDZjMTViMGYwMGEwOCIsIml0ZW1fY291bnQiOjEwLCJzYW1wbGVfc2l6ZSI6MTAsImFsZ29yaXRobV9pZCI6ImhtYWMtZHJiZy1zaGEyNTYtdjIifaGSJ_8wAQAA