{"caveats":["This is a RECOMMENDATION. It is not wired into probe_module.py or the live probe scheduler — nothing changes the probe cadence yet. It produces a priority list a scheduler or human can choose to consume.","Thompson sampling here treats each (country, domain) pair as an INDEPENDENT bandit arm. In reality DPI policy correlates domains within a country and censors flip many sites at once — a hierarchical / contextual model would be more correct. Treat the ranking as a heuristic.","A high-variance pair may just be intermittently REACHABLE (flaky resolver, congested transit) rather than censorship-uncertain. The recent-flip term partly separates genuinely-contested pairs from merely-noisy ones, but not perfectly.","Cold pairs with fewer than 2 observations are not ranked here; the existing fixed-list scheduler already covers them.","Recency weighting uses a 45-day half-life, so a block state that flipped months ago is heavily discounted relative to fresh observations."],"count":0,"filters":{"country":null,"domain":null,"limit":50,"min_observations":null,"recent_flip":true},"generated_at":"2026-07-07T04:50:01.845512+00:00","is_recommendation_only":true,"priority_formula":"posterior_variance * recency_weight * flip_weight * (1 + thompson_weight * (1 - |sample-0.5|*2))","results":[],"schema":"voidly-atlas-probe-scheduling-priority/v1","total_pairs_scored":3412,"total_pairs_with_recent_flip":279,"wired_into_scheduler":false,"_voidly_pay":{"claim_did":"https://voidly.ai/pay/claim","for_builders":"https://voidly.ai/pay/for-builders","marketplace":"https://api.voidly.ai/v1/pay/marketplace","live_demo":"https://huggingface.co/spaces/emperor-mew/voidly-pay","universal_proxy":{"url":"https://api.voidly.ai/v1/pay/proxy","example":"https://api.voidly.ai/v1/pay/proxy?u=<https-url>&to=did:voidly:<your-did>&price=0.01","page":"https://voidly.ai/pay/proxy","note":"Paywall any public HTTPS URL with one query param. No SDK install required."},"install":{"typescript":"npm install @voidly/pay","python":"pip install voidly-pay","langchain":"pip install voidly-pay-langchain","vercel_ai":"npm install @voidly/pay-vercel-ai","mcp":"npx @voidly/pay-mcp","cli":"npm install -g @voidly/pay-cli"},"note":"Voidly Pay is the open agent-to-agent payment rail. Claim a DID + 10 starter credits in 60s, or paywall any URL via the universal proxy with one query param."}}