Automated README summary
Automatically summarized from the README on 26 Sept 2026; not a run by jevbooks. Run instructions and author-reported outcomes still need verification.
What it is
Qualm is a macOS menu bar app for Apple silicon that reads your screen as text and steps in when you drift into short videos, feeds or livestreams, while staying out of the way for learning or work.
How it uses Jev
On each new screen, Qualm asks Jev (or Kev) one Choice per user rule plus a Noul on whether the page is a payment, login or banking screen. Plain code decides from the calibrated probabilities; a pop-up appears only when a rule's probability clears its threshold and never on sensitive pages.
Primitives:choicenoul
Technique worth stealing
Use typed questions with calibrated probabilities to separate content types on the same site, then let plain code enforce thresholds.
Try it
Download Qualm.dmg from Releases, drag to Applications, open, and follow setup.
Model judgments from README excerpts
Project signals use repository metadata, an existing summary and the first 700 README characters, not the full project. “Not found” means not detected in that material; it does not establish absence. These are the original judgments with recorded models and dates, not source audits or run results.
Models & evaluation dates
- Inclusion gate
jev-1.13.0- Project signals
jev-1.13.0- Category
jev-1.13.0- Pattern tags
jev-1.13.0
Evidence
These signals use repository metadata, an existing summary and at most 700 cleaned README characters. ≥ 0.60 means reported in that excerpt; ≤ 0.40 means not found there. The middle band is inconclusive. None is a source-code audit or a test result. The runnable-tool question excludes research experiments; the recommendation question asks for a learning shortlist, not a quality verdict.
- Jev is core to the projectFound in material0.90
- Shows a System One patternFound in material0.88
- Describes handling uncertaintyFound in material0.62
- Reports measured numbersFound in material0.98
- Is a runnable toolFound in material0.96
- Top-10 learning shortlist signalunclear0.41
- Is a replica of the modelnot found in the excerpt0.11
- Solves a common problem (0–2)score on a 0–2 scale1.02 / 2
- About JevFound in material0.96
no-judgment band (0.40–0.60)
no-judgment band (0.40–0.60)
The Jev model and date for each judgment stage are listed above. Card written by DeepSeek V4.1 Flash from the README on 26 Sept 2026.