qdash TODOs — 2026-10-01 review
To close: Write the Outcome · Move to HISTORY.md
last activity Oct 2
The Activity page counted sessions, but people ask about tokens and cost, and two of its cards weren't earning their place.
Activity is now two rows of three: sessions, tokens and cost, then providers, models and harnesses. The cycle's write-up isn't finished.
What changed
The two changes that matter most, in plain words. Open any one to see it.
- 1
Activity now leads with sessions, tokens and cost, then shows which providers, models and tools use the most.
Activity in two rows of three · came from Mark Peterson and Mark Parson
- 2
Tokens and cost each flip between people and teams.
People or teams · came from Tyler Flint and Mark Parson
- Busy charts are capped in height, so thousands of sessions still fit. In words
How we got here
Each change, traced back to the conversation it came from. A solid mark means the record names the source; a dashed one was matched by the draft and waits for review.
“For the tokens measured? I mean, Claude will give you, like, essentially a a budget. Right? So maybe knowing if they're over budget, under budget.”
market-analyst /calls/09ecfede… (local)c110-D1 Activity becomes two rows of three, counted in tokens; the Sessions and Harness Installs cards are put away. — Mark Parson
Activity now leads with sessions, tokens and cost, then shows which providers, models and tools use the most.
“we got one guy who uses, like, 10 times the number of tokens as everyone else, and he produces the least amount of of productivity, and he's like, we have no idea what he's doing”
market-analyst /calls/38075ead… (local)c110-D2 Tokens and Cost each get a Users ⇄ Teams switch. — Mark Parson
Tokens and cost each flip between people and teams.
Thanks to
People outside Qpoint first. Every thank-you points at something they said or made.
Asked to see tokens against the budget, not just dollars
Reviewing the dashboard mocks in early September, he asked whether a person's token use is inside their plan or over it, because raw dollars mislead across billing models. Activity now leads with tokens.
“For the tokens measured? I mean, Claude will give you, like, essentially a a budget. Right? So maybe knowing if they're over budget, under budget.” first-hand
Told the story that makes per-person tokens matter
His account of one person using ten times the tokens of everyone else, with nobody able to explain it, is the question the people-or-teams switch answers.
“we got one guy who uses, like, 10 times the number of tokens as everyone else, and he produces the least amount of of productivity, and he's like, we have no idea what he's doing” internal
Wrote the review notes and corrected the result
His 2026-10-01 review notes set the change; on review he capped the chart heights, stacked compliant and non-compliant sessions, and said "make it so".
All images
Every picture from this cycle. Click any one to step through them all.
The pairs
Everything captured · 2
The full record 3 decisions · 4 key-change entries · 1,405 words · 2 captures
The record stays as written, for agents and for audit: Key Changes, every decision, the artifacts and the visual record.
Open the record for c110 →