Proof

Public evidence for the figures on this site. Every claim below links to the artifact that substantiates it — the provider usage dashboard, and the underlying usage export.

Context Cache Management

Middle-removal context editing normally breaks prefix caching. Harmony holds a 98% input-token cache hit on the long-context primary — 98.0% in June 2026, and 98.1% in August, held through middle-removal editing and new-project churn. Flash swarm fan-out carries distinct contexts per call, so there is nothing to cache.

Verifies: provider usage dashboard (volume, requests, model split) + usage export (cache-hit rates) — June and August 2026, below.

June 2026 — Scale

DeepSeek usage dashboard, June 2026 — KPI cards and flash model
DeepSeek usage dashboard, June 2026 — deepseek-v4-pro model

DeepSeek Platform usage, 1–30 June 2026, all keys. 23,522 requests · 2,564,252,156 tokens (2,551,474,411 input + 12,777,745 output). Primary model input-token cache hit rate: 98% (light blue = cached).

The CSV export removes the account ID and pricing columns; these dashboard captures are unedited, so DeepSeek's displayed rates at the time of capture remain visible. Rates change — verify at DeepSeek's pricing page

August 2026 — Currency

DeepSeek usage dashboard, August 2026 — KPI cards and flash model
DeepSeek usage dashboard, August 2026 — deepseek-v4-pro model

DeepSeek Platform usage, 19–25 August 2026, all keys. 2,527 requests · 383,201,160 tokens. Primary model input-token cache hit rate: 98.1% — held at ~98% through middle-removal editing.

The CSV export removes the account ID and pricing columns; these dashboard captures are unedited, so DeepSeek's displayed rates at the time of capture remain visible. Rates change — verify at DeepSeek's pricing page

Cache-Hit Export

The underlying usage export, with the account ID and pricing columns removed. Summing the input_cache_hit_tokens and input_cache_miss_tokens columns reproduces the 98% rate above.

PeriodModelInput cache hitInput cache missInput hit rate
June 2026deepseek-v4-pro (primary)2,496,870,91250,119,62398.0%
June 2026deepseek-v4-flash37,5044,446,3720.8%
Aug 19–25 2026deepseek-v4-pro (primary)369,985,7927,088,20898.1%
Aug 19–25 2026deepseek-v4-flash20,608475,6824.2%

Recordings

Screen recordings of the dashboard being navigated (secondary evidence).

Scope

Eternal Harmony integrates many AI providers and gateways through The Harmony Extension, plus local models. This page documents one: DeepSeek, whose usage export is the cleanest record we can publish. The figures below are a floor, not the whole picture.

What this does not establish

These figures cover a single provider. They verify volume and cache behaviour — not how the work was done, or whether any of it was good. A cross-provider total would add operational detail without strengthening the evidence; for further verification, we will share additional details with prospective partners, researchers, journalists, and collaborators on reasonable request.