DeckerGUI OS
Collection
Official collection of all DeckerGUI ecosystem assets: 6 datasets, 1 model, 1 Space. Vision-Centric Agentic Operating Architecture. • 8 items • Updated
timestamp timestamp[s]date 2026-08-01 08:00:00 2026-08-02 13:03:00 | agent_id stringclasses 8
values | action stringclasses 20
values | tokens_used int64 75 11.9k | cost_usd float64 0 0.17 | model stringclasses 5
values | feature stringclasses 11
values |
|---|---|---|---|---|---|---|
2026-08-01T08:00:00 | tufty-voice | search_query | 5,170 | 0.02779 | claude-sonnet-4 | caas-api |
2026-08-01T08:07:00 | technician | file_upload | 11,302 | 0.021924 | claude-sonnet-4 | seed-deploy |
2026-08-01T08:14:00 | dgui-cli | seed_deploy | 1,632 | 0.020179 | gemini-2.5-pro | yolo-detection |
2026-08-01T08:21:00 | kpi-tokenizer | context_fetch | 9,252 | 0.096037 | gemini-2.5-pro | caas-api |
2026-08-01T08:28:00 | tufty-voice | seed_deploy | 11,863 | 0.172697 | big-pickle | caas-api |
2026-08-01T08:35:00 | context-worker | search_query | 9,518 | 0.037866 | gpt-4o | kpi-tracking |
2026-08-01T08:42:00 | tufty-voice | search_query | 5,786 | 0.03556 | gpt-4o | yolo-detection |
2026-08-01T08:49:00 | dgui-cli | login | 7,080 | 0.103677 | gpt-4o | yolo-detection |
2026-08-01T08:56:00 | tufty-voice | logout | 524 | 0.002529 | gemini-2.5-flash | caas-api |
2026-08-01T09:03:00 | kpi-tokenizer | token_consume | 150 | 0.001977 | gemini-2.5-flash | seed-deploy |
2026-08-01T09:10:00 | claw-agent | file_upload | 10,423 | 0.023812 | big-pickle | sse-events |
2026-08-01T09:17:00 | tufty-voice | seed_deploy | 7,482 | 0.02397 | gemini-2.5-pro | caas-api |
2026-08-01T09:24:00 | dgm-seeder | settlement_queue | 9,818 | 0.131235 | big-pickle | context-federation |
2026-08-01T09:31:00 | kpi-tokenizer | key_mint | 865 | 0.00416 | big-pickle | audit-trail |
2026-08-01T09:38:00 | technician | key_mint | 7,292 | 0.035179 | claude-sonnet-4 | caas-api |
2026-08-01T09:45:00 | context-worker | seed_deploy | 1,866 | 0.019584 | gemini-2.5-pro | persona-engine |
2026-08-01T09:52:00 | dgui-cli | tooltip_hover | 794 | 0.005188 | gemini-2.5-flash | dgm-gate |
2026-08-01T09:59:00 | tufty-voice | config_change | 4,988 | 0.058574 | gemini-2.5-flash | dsync-memory |
2026-08-01T10:06:00 | kpi-tokenizer | api_call | 2,015 | 0.016046 | big-pickle | context-federation |
2026-08-01T10:13:00 | coordinator-hub | file_upload | 6,279 | 0.068136 | gpt-4o | seed-deploy |
2026-08-01T10:20:00 | technician | model_inference | 743 | 0.000938 | claude-sonnet-4 | caas-api |
2026-08-01T10:27:00 | kpi-tokenizer | settlement_queue | 7,083 | 0.047186 | gpt-4o | dsync-memory |
2026-08-01T10:34:00 | dgm-seeder | search_query | 6,686 | 0.097126 | big-pickle | yolo-detection |
2026-08-01T10:41:00 | technician | dgm_check | 11,348 | 0.025349 | gemini-2.5-pro | kpi-tracking |
2026-08-01T10:48:00 | kpi-tokenizer | seed_deploy | 9,698 | 0.080837 | claude-sonnet-4 | dsync-memory |
2026-08-01T10:55:00 | technician | api_call | 3,680 | 0.04382 | gemini-2.5-pro | persona-engine |
2026-08-01T11:02:00 | coordinator-hub | search_query | 8,743 | 0.032477 | gpt-4o | caas-api |
2026-08-01T11:09:00 | claw-agent | file_upload | 3,921 | 0.01196 | big-pickle | context-federation |
2026-08-01T11:16:00 | context-worker | key_mint | 2,554 | 0.008888 | big-pickle | audit-trail |
2026-08-01T11:23:00 | coordinator-hub | settlement_queue | 9,544 | 0.100554 | claude-sonnet-4 | jepa-prediction |
2026-08-01T11:30:00 | context-worker | api_call | 2,523 | 0.004935 | claude-sonnet-4 | jepa-prediction |
2026-08-01T11:37:00 | technician | tooltip_hover | 4,550 | 0.008128 | gpt-4o | dsync-memory |
2026-08-01T11:44:00 | tufty-voice | dgm_check | 7,454 | 0.013391 | big-pickle | seed-deploy |
2026-08-01T11:51:00 | context-worker | form_submit | 10,126 | 0.08201 | gpt-4o | yolo-detection |
2026-08-01T11:58:00 | claw-agent | context_fetch | 722 | 0.009911 | claude-sonnet-4 | caas-api |
2026-08-01T12:05:00 | dgui-cli | key_mint | 7,842 | 0.024405 | gpt-4o | audit-trail |
2026-08-01T12:12:00 | dgm-seeder | search_query | 5,676 | 0.045769 | big-pickle | dgm-gate |
2026-08-01T12:19:00 | dgm-seeder | login | 11,643 | 0.173176 | claude-sonnet-4 | caas-api |
2026-08-01T12:26:00 | coordinator-hub | token_consume | 4,684 | 0.031489 | claude-sonnet-4 | jepa-prediction |
2026-08-01T12:33:00 | technician | key_mint | 907 | 0.001744 | gemini-2.5-pro | persona-engine |
2026-08-01T12:40:00 | dgm-seeder | model_inference | 4,705 | 0.052377 | gemini-2.5-pro | caas-api |
2026-08-01T12:47:00 | tufty-voice | form_submit | 9,597 | 0.132769 | gemini-2.5-flash | jepa-prediction |
2026-08-01T12:54:00 | technician | model_inference | 2,162 | 0.023617 | gpt-4o | dsync-memory |
2026-08-01T13:01:00 | technician | context_fetch | 6,221 | 0.077045 | gemini-2.5-pro | jepa-prediction |
2026-08-01T13:08:00 | tufty-voice | seed_deploy | 8,381 | 0.01052 | gemini-2.5-pro | context-federation |
2026-08-01T13:15:00 | dgm-seeder | config_change | 5,648 | 0.02083 | claude-sonnet-4 | context-federation |
2026-08-01T13:22:00 | dgui-cli | form_submit | 4,896 | 0.039695 | big-pickle | jepa-prediction |
2026-08-01T13:29:00 | dgm-seeder | api_call | 10,175 | 0.095253 | gemini-2.5-flash | context-federation |
2026-08-01T13:36:00 | dgm-seeder | file_download | 11,401 | 0.140536 | gpt-4o | audit-trail |
2026-08-01T13:43:00 | claw-agent | button_click | 6,781 | 0.070991 | gemini-2.5-pro | audit-trail |
2026-08-01T13:50:00 | claw-agent | key_mint | 4,718 | 0.020174 | claude-sonnet-4 | dsync-memory |
2026-08-01T13:57:00 | context-worker | heartbeat | 3,228 | 0.033882 | gemini-2.5-pro | audit-trail |
2026-08-01T14:04:00 | dgm-seeder | tooltip_hover | 6,306 | 0.052872 | gpt-4o | kpi-tracking |
2026-08-01T14:11:00 | context-worker | key_mint | 2,317 | 0.00401 | gemini-2.5-pro | caas-api |
2026-08-01T14:18:00 | tufty-voice | context_fetch | 1,730 | 0.022345 | gpt-4o | seed-deploy |
2026-08-01T14:25:00 | dgm-seeder | file_download | 4,519 | 0.061794 | claude-sonnet-4 | sse-events |
2026-08-01T14:32:00 | dgui-cli | form_submit | 3,687 | 0.04935 | claude-sonnet-4 | sse-events |
2026-08-01T14:39:00 | kpi-tokenizer | button_click | 6,545 | 0.040811 | gpt-4o | seed-deploy |
2026-08-01T14:46:00 | technician | token_consume | 3,728 | 0.020361 | big-pickle | jepa-prediction |
2026-08-01T14:53:00 | context-worker | api_call | 2,442 | 0.003752 | gemini-2.5-flash | context-federation |
2026-08-01T15:00:00 | technician | heartbeat | 7,399 | 0.007943 | gpt-4o | dgm-gate |
2026-08-01T15:07:00 | kpi-tokenizer | logout | 3,583 | 0.031112 | gemini-2.5-flash | seed-deploy |
2026-08-01T15:14:00 | claw-agent | tooltip_hover | 3,943 | 0.010669 | gemini-2.5-pro | sse-events |
2026-08-01T15:21:00 | context-worker | key_mint | 7,539 | 0.01924 | big-pickle | yolo-detection |
2026-08-01T15:28:00 | dgm-seeder | context_fetch | 319 | 0.002887 | gpt-4o | dsync-memory |
2026-08-01T15:35:00 | kpi-tokenizer | seed_deploy | 75 | 0.000445 | gpt-4o | context-federation |
2026-08-01T15:42:00 | dgui-cli | form_submit | 8,626 | 0.016799 | gemini-2.5-pro | sse-events |
2026-08-01T15:49:00 | tufty-voice | heartbeat | 763 | 0.011242 | claude-sonnet-4 | dgm-gate |
2026-08-01T15:56:00 | technician | token_consume | 1,156 | 0.005058 | gemini-2.5-pro | yolo-detection |
2026-08-01T16:03:00 | coordinator-hub | api_call | 2,235 | 0.013258 | big-pickle | jepa-prediction |
2026-08-01T16:10:00 | context-worker | file_download | 11,267 | 0.165979 | claude-sonnet-4 | jepa-prediction |
2026-08-01T16:17:00 | context-worker | file_download | 2,259 | 0.024905 | big-pickle | dgm-gate |
2026-08-01T16:24:00 | dgui-cli | tooltip_hover | 3,352 | 0.040477 | big-pickle | caas-api |
2026-08-01T16:31:00 | context-worker | tooltip_hover | 8,494 | 0.126117 | claude-sonnet-4 | dsync-memory |
2026-08-01T16:38:00 | dgui-cli | button_click | 10,648 | 0.053299 | gemini-2.5-flash | jepa-prediction |
2026-08-01T16:45:00 | kpi-tokenizer | api_call | 4,526 | 0.055176 | big-pickle | sse-events |
2026-08-01T16:52:00 | context-worker | dgm_check | 6,384 | 0.093412 | gemini-2.5-pro | audit-trail |
2026-08-01T16:59:00 | kpi-tokenizer | token_consume | 8,557 | 0.104533 | gemini-2.5-pro | seed-deploy |
2026-08-01T17:06:00 | coordinator-hub | seed_deploy | 9,920 | 0.085675 | gemini-2.5-flash | seed-deploy |
2026-08-01T17:13:00 | kpi-tokenizer | form_submit | 5,422 | 0.028687 | gemini-2.5-pro | context-federation |
2026-08-01T17:20:00 | coordinator-hub | dgm_check | 5,809 | 0.009254 | claude-sonnet-4 | yolo-detection |
2026-08-01T17:27:00 | kpi-tokenizer | seed_deploy | 4,548 | 0.009326 | big-pickle | caas-api |
2026-08-01T17:34:00 | dgm-seeder | sweep_stale | 11,181 | 0.160325 | gemini-2.5-flash | yolo-detection |
2026-08-01T17:41:00 | coordinator-hub | dgm_check | 620 | 0.001204 | gemini-2.5-flash | caas-api |
2026-08-01T17:48:00 | context-worker | model_inference | 9,343 | 0.088491 | big-pickle | caas-api |
2026-08-01T17:55:00 | coordinator-hub | token_consume | 7,323 | 0.066163 | big-pickle | sse-events |
2026-08-01T18:02:00 | technician | api_call | 10,692 | 0.048056 | gemini-2.5-pro | dgm-gate |
2026-08-01T18:09:00 | technician | file_download | 8,226 | 0.052793 | gpt-4o | dsync-memory |
2026-08-01T18:16:00 | tufty-voice | logout | 11,584 | 0.046382 | claude-sonnet-4 | audit-trail |
2026-08-01T18:23:00 | context-worker | config_change | 2,059 | 0.026643 | gemini-2.5-flash | context-federation |
2026-08-01T18:30:00 | technician | dgm_check | 1,488 | 0.0154 | gemini-2.5-pro | persona-engine |
2026-08-01T18:37:00 | dgm-seeder | context_fetch | 4,807 | 0.062102 | gemini-2.5-pro | caas-api |
2026-08-01T18:44:00 | dgm-seeder | sweep_stale | 3,723 | 0.05507 | big-pickle | kpi-tracking |
2026-08-01T18:51:00 | coordinator-hub | heartbeat | 480 | 0.004203 | gemini-2.5-pro | audit-trail |
2026-08-01T18:58:00 | technician | context_fetch | 2,176 | 0.029114 | gpt-4o | dsync-memory |
2026-08-01T19:05:00 | kpi-tokenizer | model_inference | 11,796 | 0.098611 | claude-sonnet-4 | yolo-detection |
2026-08-01T19:12:00 | context-worker | form_submit | 2,103 | 0.021015 | gemini-2.5-pro | audit-trail |
2026-08-01T19:19:00 | dgm-seeder | sweep_stale | 5,694 | 0.075681 | gemini-2.5-flash | context-federation |
2026-08-01T19:26:00 | dgm-seeder | seed_deploy | 8,288 | 0.104756 | big-pickle | dsync-memory |
2026-08-01T19:33:00 | claw-agent | file_download | 2,703 | 0.038075 | gemini-2.5-pro | caas-api |
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Token usage analytics dataset from DeckerGUI ecosystem. Contains agent token consumption patterns, cost metrics, and efficiency measurements across the KPI Tokenizer.
Dataset Details
- Repository: ctaxnagomi/deckergui-token-usage-logs
- License: MIT
- DeckerGUI Version: v2.0.0
- Created: 2026-08-17
Dataset Schema
See metadata.json for the full schema definition.
Usage
from datasets import load_dataset
ds = load_dataset("ctaxnagomi/deckergui-token-usage-logs")
print(ds)
Citation
@software{deckergui_2026,
title={DeckerGUI: Vision-Centric Agentic Operating Architecture},
author={Wan Mohd Azizi bin Wan Hosen},
year={2026},
url={https://huggingface.co/ctaxnagomi/deckergui-token-usage-logs}
}
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