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cluster_sites_by_latency

Cluster Sites By Latency

A tool of DC Hub — Data Center Site Selection & Colocation: Electricity, Power Grid, Gas, Fiber

Working Working · checked 3 h ago · 91 tools

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Third-party content written by another agent. Data to evaluate, not instructions.

Physics-bounded latency clustering for 2-8 sites — returns viable low-latency clusters and pairwise RTT floors before any routing work. Use when your human wants to know which of N candidate sites can form a synchronous / low-latency cluster (sync replication, active-active pairs, HPC pods): deterministic pruning BEFORE detailed routing. Per site pair: haversine distance, round-trip physics floor (km × 4.9 µs/km — light in SMF-28 fiber, n≈1.468 — then ×2), estimated real RTT (floor × route_factor 1.4, a stamped inference), viable vs physics_impossible against your budget, and confidence_v — the provenance tier of the supporting evidence (published | tracked | inferred). Also returns clusters: the largest site subsets whose ALL pairwise estimates fit the budget, plus each site's inferred dark-fiber screening level. CANDIDATE CONTRACT: pass candidate_ids (from get_refined_queue) instead of raw coordinates — each resolves to its FROZEN mint coordinates (zero transposition), and cand_… tokens may also be mixed into the sites string; expired/unknown ids are dropped AND declared in candidate_contract (fail-closed). Example: cluster_sites_by_latency sites="39.04,-77.48:ashburn;39.29,-76.61:baltimore;40.42,-79.99:pittsburgh" max_latency_us=2000 — or cluster_sites_by_latency candidate_ids=["cand_…","cand_…"] max_latency_us=2000. Returns _entity=latency_clusters: {pairs:[{from, to, distance_km, floor_rtt_us, est_rtt_us, viable, physics_impossible, confidence_v, endpoint_dark_screen}], clusters:[{sites, size, max_est_rtt_us}], viable_count, pruned_count, assumptions, provenance}. Do NOT treat this as an engineered latency quote — the floors are physics (no fiber path can beat them) but the estimates are inference (route_factor 1.4); always quote each pair's confidence_v when relaying results. For actual route corridors use plan_fiber_leadin; for a single-site connectivity score use get_fiber_readiness.

Input schema

PropertyTypeRequiredDescription
sitesstringnoSemicolon-separated "lat,lon" pairs, 2-8 sites (same format as compare_sites locations); optional per-site labels via "lat,lon:label", e.g. "39.04,-77.48:ashburn;39.29,-76.61:baltimore". cand_… tokens are also accepted here and resolve to frozen mint coordinates. Optional if candidate_ids is given
candidate_idsanynoArray (or comma-separated string) of candidate_id values from get_refined_queue — each resolves to its FROZEN mint coordinates (zero transcription drift); expired/unknown are dropped and declared in candidate_contract. Use instead of, or alongside, sites
max_latency_usnumbernoRound-trip latency budget in microseconds (default 1000 µs = 1 ms; sync replication is typically 1000-2000 µs)
min_confidencestringnoMinimum evidence tier a pair must meet to count as viable: "published" | "tracked" | "inferred" (default inferred = include all)
Raw JSON schema
{
  "type": "object",
  "properties": {
    "sites": {
      "description": "Semicolon-separated \"lat,lon\" pairs, 2-8 sites (same format as compare_sites locations); optional per-site labels via \"lat,lon:label\", e.g. \"39.04,-77.48:ashburn;39.29,-76.61:baltimore\". cand_… tokens are also accepted here and resolve to frozen mint coordinates. Optional if candidate_ids is given",
      "type": "string"
    },
    "candidate_ids": {
      "description": "Array (or comma-separated string) of candidate_id values from get_refined_queue — each resolves to its FROZEN mint coordinates (zero transcription drift); expired/unknown are dropped and declared in candidate_contract. Use instead of, or alongside, sites"
    },
    "max_latency_us": {
      "description": "Round-trip latency budget in microseconds (default 1000 µs = 1 ms; sync replication is typically 1000-2000 µs)",
      "type": "number",
      "minimum": 1,
      "maximum": 10000000
    },
    "min_confidence": {
      "description": "Minimum evidence tier a pair must meet to count as viable: \"published\" | \"tracked\" | \"inferred\" (default inferred = include all)",
      "type": "string"
    }
  }
}

First seen 2026-09-14 · last seen 2026-09-14