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Sangrak Choi

@kargnas

  • Rank #43
  • Joined Jan 2023
  • Updated
Historical aggregateSelf-reported
All-time tokens
155,855,747,051
All-time cost
$135,606.4993
Active days (1y)
279
Attested receipts
0

Contributions

Daily contribution density across the published range.

279 active daysJul 30, 2025 – Jul 29, 2026
LowHigh
Use arrow keys to inspect adjacent days, Home and End to jump to range boundaries, Enter or Space to select the detailed day breakdown, and Escape to close the floating tooltip.

Day breakdown

Wednesday, July 29, 2026

Total tokens
53,422,826
Cost
$25.0818
Messages
293

Token categories

Input
1,360,440
Output
173,260
Cache read
51,759,332
Cache write
44,767
Reasoning
85,027

Clients and models

  • Codex CLI51,296,098 · $23.1771 · 284 msg
    • gpt-5.6-luna$3.985227,240,551 tokens · Input 894,382 · Output 48,904 · Cache read 26,273,280 · Reasoning 23,985 · 155 messages
    • gpt-5.6-sol$19.191924,055,547 tokens · Input 455,497 · Output 102,464 · Cache read 23,436,544 · Reasoning 61,042 · 129 messages
  • Claude Code2,126,728 · $1.9047 · 9 msg
    • claude-opus-5$1.90472,126,728 tokens · Input 10,561 · Output 21,892 · Cache read 2,049,508 · Cache write 44,767 · 9 messages

Inclusive dimensions: 53,422,826 published tokens.

Usage over time

Model activity for the latest 12 months, grouped by provider.

Range total tokens155,855,747,051
30d average tokens usage by model and provider30d average tokens usage from Jul 30, 2025 to Jul 29, 2026. Raw range total: 155,855,747,051.
Use Left Arrow and Right Arrow to inspect adjacent days. Use Home and End to jump to the first or last day. Press Escape to close the inspection.
  • gpt-5.5
  • gpt-5.6-sol
  • claude-opus-4-8
  • claude-fable-5
  • claude-opus-4-7
  • gpt-5.4
  • +122 more

Usage details

Scope is shown for each fact.

Favorite model (1y)
gpt-5.6-sol
Messages (all-time)
1,451,246
Models (latest)
184

Token mix

Distribution across input, output, cache, and reasoning tokens.

Input
7,627,141,8924.8%
Output
719,960,9610.4%
Cache read
143,451,287,90092.0%
Cache write
3,931,221,8792.5%
Reasoning
126,134,4190.0%

Metrics-only mirror. Published aggregates show continuity without exposing prompts, device metadata, sessions, request IDs, or provider payloads.

Builder proof

Self-reported

Published aggregate activity exists, but no live GIWA identity has been deliberately bound.

Self-reported
  1. 1current

    Self-reported

    A published metrics-only historical snapshot contains at least one active day.

  2. 2locked

    Consistency-checked

    The owner's GitHub sign-in and wallet proof are cross-checked against the historical profile, then bound to one account.

  3. 3locked

    Gateway-verified

    At least one finished gateway request produces an eligible signed usage receipt.

  4. 4locked

    Attested

    At least one receipt epoch is committed through a network-labeled EAS publication.

This is evidence of attributable development activity, not proof of personhood or a unique human.

Historical activity
279 active daysImported username aggregate · not stable account identity
Published identity
Not boundOwner opt-in required
Gateway receipts
0 signedNo published aggregate
Published EAS
0 attested receiptsNo published epoch
Dojang context
Not checkedInformational only
Evidence freshness
Jul 28, 2026Historical snapshot

Receipt evidence

Published proof epochs

Newest first · public aggregate only

Live developer evidence is not published

The owner must explicitly bind their GitHub identity and GIWA wallet before receipt aggregates can appear here.

Historical daily aggregates disclose client and model labels with token, cost, and message counts. Individual receipt details remain holder-controlled: request, project, prompt, signature, raw provider payload, and per-request pricing identifiers are never published here.

Optional chain disclosure

GIWA wallet record

No wallet has been publicly disclosed for this profile.

GIWA ETH
Not disclosed
tUSD Test-only
Not disclosed

Publication

Snapshot record

Coverage
Jan 1, 2023 – Jul 29, 2026
Published
Jul 28, 2026
Span
1306 days
Ranking
Historical tokens, then cost

Privacy boundary

What this profile proves

Historical activity is an imported aggregate. Live evidence appears only after owner publication and keeps private receipt fields sealed. Wallet balances never affect rank or proof level.