Workflow intensity × tokens
Each point is a project. Both axes use log scales; hover a point for exact values.
10 100 1,000 1 10 100
Wakterm.org · intensity 2,518 · tokens 248 MTok · compute skew 1.90× Wakterm.org Trading competition · intensity 2,444 · tokens 344 MTok · compute skew 2.71× Trading competition UFOpedia.fyi · intensity 2,116 · tokens 85.10 MTok · compute skew 0.76× UFOpedia.fyi Panetone · intensity 1,570 · tokens 77.62 MTok · compute skew 0.92× Panetone Personal Project Tracking · intensity 1,096 · tokens 28.63 MTok · compute skew 0.47× Personal Project Tracking Zola · intensity 1,090 · tokens 72.95 MTok · compute skew 1.20× Zola Agent Orchestration Process · intensity 787 · tokens 31.24 MTok · compute skew 0.69× Agent Orchestration Process FreeTranscribe.org · intensity 710 · tokens 34.48 MTok · compute skew 0.84× FreeTranscribe.org Codex · intensity 636 · tokens 32.26 MTok · compute skew 0.87× Codex Sycophant Bench · intensity 533 · tokens 52.97 MTok · compute skew 1.67× Sycophant Bench MihaiCosma.com · intensity 284 · tokens 12.67 MTok · compute skew 0.71× MihaiCosma.com Options market-making research · intensity 275 · tokens 11.79 MTok · compute skew 0.68× Options market-making research Autoresearch speedrun · intensity 257 · tokens 15.09 MTok · compute skew 0.93× Autoresearch speedrun Refined GitHub · intensity 192 · tokens 5.61 MTok · compute skew 0.45× Refined GitHub Clanker analytics · intensity 185 · tokens 12.18 MTok · compute skew 1.01× Clanker analytics GitHub activity tool · intensity 173 · tokens 3.33 MTok · compute skew 0.29× GitHub activity tool Infobase · intensity 112 · tokens 15.48 MTok · compute skew 2.03× Infobase Debate groupchat · intensity 75.6 · tokens 4.50 MTok · compute skew 0.84× Debate groupchat Business opportunity evaluator · intensity 70.7 · tokens 4.05 MTok · compute skew 0.81× Business opportunity evaluator Parsync · intensity 70.3 · tokens 24.60 MTok · compute skew 4.92× Parsync Autoresearch · intensity 65.7 · tokens 3.62 MTok · compute skew 0.77× Autoresearch Personal scripts · intensity 53.4 · tokens 2.87 MTok · compute skew 0.74× Personal scripts Automated video creation · intensity 36.5 · tokens 2.95 MTok · compute skew 1.07× Automated video creation YTubic · intensity 32.1 · tokens 1.79 MTok · compute skew 0.73× YTubic GPU price tracker · intensity 31.3 · tokens 4.47 MTok · compute skew 1.87× GPU price tracker Codex CLI Usage · intensity 27.6 · tokens 5.23 MTok · compute skew 2.45× Codex CLI Usage gitrep.fyi · intensity 24.5 · tokens 1.57 MTok · compute skew 0.82× gitrep.fyi NikoRun app · intensity 17.9 · tokens 2.62 MTok · compute skew 1.82× NikoRun app Cheap food optimizer · intensity 6.5 · tokens 0.33 MTok · compute skew 0.58× Cheap food optimizer ASR GPU inference optimization · intensity 3.9 · tokens 0.29 MTok · compute skew 0.82× ASR GPU inference optimization
↖ more compute-led
more attention-led ↘
Workflow intensity
Tokens (MTok)
log-log fit · ρ 0.92
Projects
Metrics use the 14d window unless labeled otherwise.
Project
Attention
Agent resources
Automation
Responses? Interactive Codex task completions followed by your next message within one hour.
Latency? Median time from an AI task completion to your next message, excluding delays of one hour or more.
Intensity? Total session time divided by median sub-hour response latency. It rises with longer project sessions and faster supervision cadence.
14d share? Share of total workflow-intensity scores across all measured projects in the 14d reporting window, including private projects omitted from this table. This is a relative engagement index, not a share of clock time. 1d share? Share of total workflow-intensity scores across all measured projects in the 1d comparison window, including private projects omitted from this table. Compare it with the main-window share to see where workflow focus has shifted.
Tokens? Millions of total tokens after discounting cache-read tokens by 90%, matching Clanker's normalized resource measure .
Compute skew? Actual normalized tokens divided by the tokens predicted from workflow intensity by the chart's log-log fit. Above 1× is compute-heavy; below 1× is workflow-heavy.
Sub-agents? Share of AI output generated by sub-agents or headless executions.
AOP? Share of AI output generated with aop .
Wakterm.org
432
1.8m
2,518
13.1% 4.6%
248
1.90×
0%
0%
Trading competition
119
1.5m
2,444
12.7% 18.6%
344
2.71×
68%
68%
UFOpedia.fyi
206
1.8m
2,116
11.0% 5.3%
85.10
0.76×
65%
65%
Panetone
217
2.4m
1,570
8.2% 2.1%
77.62
0.92×
8%
0%
Personal Project Tracking
221
1.8m
1,096
5.7% 9.0%
28.63
0.47×
0%
0%
Zola
271
2.3m
1,090
5.7% 0.0%
72.95
1.20×
0%
0%
Agent Orchestration Process
149
1.9m
787
4.1% 6.1%
31.24
0.69×
2%
1%
FreeTranscribe.org
153
2.4m
710
3.7% 12.0%
34.48
0.84×
0%
0%
Codex
60
1.5m
636
3.3% 2.5%
32.26
0.87×
0%
0%
Sycophant Bench
93
1.8m
533
2.8% 0.0%
52.97
1.67×
72%
72%
MihaiCosma.com
77
3.4m
284
1.5% 0.0%
12.67
0.71×
0%
0%
Options market-making research
55
2.5m
275
1.4% 4.6%
11.79
0.68×
0%
0%
Autoresearch speedrun
37
2.0m
257
1.3% 4.0%
15.09
0.93×
5%
5%
Refined GitHub
48
1.9m
192
1.0% 0.0%
5.61
0.45×
0%
0%
Clanker analytics
62
3.9m
185
1.0% 0.0%
12.18
1.01×
0%
0%
GitHub activity tool
27
1.3m
173
0.9% 0.0%
3.33
0.29×
0%
0%
Infobase
30
5.0m
112
0.6% 0.2%
15.48
2.03×
0%
0%
Debate groupchat
15
2.5m
75.6
0.4% 0.0%
4.50
0.84×
0%
0%
Business opportunity evaluator
9
1.4m
70.7
0.4% 0.0%
4.05
0.81×
0%
0%
Parsync
16
3.9m
70.3
0.4% 0.0%
24.60
4.92×
0%
0%
Autoresearch
23
2.2m
65.7
0.3% 0.0%
3.62
0.77×
0%
0%
Personal scripts
24
5.3m
53.4
0.3% 0.1%
2.87
0.74×
0%
0%
Automated video creation
8
32s
36.5
0.2% 0.0%
2.95
1.07×
0%
0%
YTubic
11
2.3m
32.1
0.2% 0.0%
1.79
0.73×
0%
0%
GPU price tracker
18
2.5m
31.3
0.2% 0.0%
4.47
1.87×
0%
0%
Codex CLI Usage
19
8.7m
27.6
0.1% 0.0%
5.23
2.45×
66%
0%
gitrep.fyi
9
1.5m
24.5
0.1% 0.7%
1.57
0.82×
0%
0%
NikoRun app
6
5.9m
17.9
0.1% 0.0%
2.62
1.82×
0%
0%
Cheap food optimizer
4
1.4m
6.5
0.0% 0.2%
0.33
0.58×
0%
0%
ASR GPU inference optimization
1
26s
3.9
0.0% 0.0%
0.29
0.82×
0%
0%