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Looking for testers – a simple model for helping pros that work under pressure

https://emergentskills.com/the-zones-calculator
1•capacity_guy•8h ago

Comments

capacity_guy•8h ago
I'm 71. ADHD and dyslexic. I've been building enterprise systems for 45 years — mainframes to web apps.

Two years ago I built a CBT-I sleep app. It failed.

The failure wasn’t technical. It was cognitive. I designed a tool that assumed users had full executive function available when they used it. They didn’t. When people are depleted, working memory narrows, inhibition weakens, emotional reactivity increases, and sequencing suffers — exactly when structured tools demand those abilities.

That got me thinking: most productivity tools and corporate training assume optimal cognitive state.

But professionals rarely operate in optimal state all day.

So I built a simple model around four capacity states (Green, Yellow, Red, Shutdown). The core claim is:

An hour of cognitively demanding work in a depleted state produces less net value than an hour in a resourced state — and in some cases introduces negative value through rework or error.

To make that concrete, I built a calculator that estimates annualized loss based on:

* Salary (or value of time) * Estimated hours spent in each state * Estimated efficiency degradation %

The default degradation values (20% / 35% / 60%) are derived loosely from cognitive load and sleep restriction literature, but they’re obviously simplified.

What I’m looking for:

1. Are the degradation assumptions directionally sane? 2. Where would this model break down for engineering work? 3. Is there better literature on state-dependent productivity loss that I should be using?

I’m not looking for signups. I’m looking for holes in the model.

apothegm•7h ago
Not impressed with the AI slop post.
capacity_guy•7h ago
I know. It is hard to write something quickly when you are dyslexic. The AI helped me edit it.

Fair point. The ideas are mine. The execution is the work. Judge those separately if you're willing.

Codex for Open Source

https://developers.openai.com/codex/community/codex-for-oss/
1•jonluca•40s ago•0 comments

Nested Training for Mutual Adaptation in Human-AI Teaming

https://arxiv.org/abs/2602.17737
1•PaulHoule•44s ago•0 comments

Codex for Open Source Software

https://openai.com/form/codex-for-oss/
1•tosh•59s ago•0 comments

macOS Tahoe windows have different corner radiuses

https://lapcatsoftware.com/articles/2026/3/1.html
2•robenkleene•1m ago•0 comments

Htmx Infinite Scroll

https://alchemists.io/articles/htmx_infinite_scroll
1•speckx•4m ago•0 comments

Show HN: Tri·TFM Lens – 5-axis quality evaluation for ChatGPT/Gemini responses

1•siris950•4m ago•1 comments

Let's build a tool-using agent

https://educatedguesswork.org/posts/tool-calling/
2•ibobev•4m ago•0 comments

AI bubble probably going to be blown? [video]

https://www.youtube.com/watch?v=4Ql24Z8SIeE
1•kar37•5m ago•0 comments

BYD's Second-Generation Blade Battery Makes Western EV Tech Look Ancient

https://insideevs.com/news/789094/byd-second-generation-blade-battery/
1•mooreds•5m ago•0 comments

Should newbies use IDE autocomplete (Intellisense)? (2011)

https://softwareengineering.stackexchange.com/questions/40172/should-newbies-use-ide-autocomplete...
1•mooreds•5m ago•0 comments

Geoffrey Hinton Explains AI Dangers to Neil DeGrassi Tyson [video]

https://www.youtube.com/watch?v=l6ZcFa8pybE
1•keernan•7m ago•0 comments

I Still Blog – and Why the Future of Blogging Is Connected

https://www.ssp.sh/blog/why-i-still-blog/
2•articsputnik•7m ago•0 comments

Show HN: Claudine – A Kanban board for your Claude Code and Codex conversations

https://claudine.pro
1•ycmatt•8m ago•0 comments

Show HN: I built the first scripting language for multiplayer game dev

https://docs.allout.game/scripting/syntax
2•joshuamanton•8m ago•1 comments

Cognitive and Physical Improvement with Positive Age Beliefs

https://www.mdpi.com/2308-3417/11/2/28
1•wjb3•8m ago•0 comments

Manual to Phil Zimmermans PGPfone Circa 1996 [pdf]

https://philzimmermann.com/docs/pgpfone10b7.pdf
2•smalltorch•9m ago•1 comments

Self taught gen-xers with senior dev/pm exp. Where's my imposter syndrome team?

1•_hugerobots_•9m ago•0 comments

Lotus 1-2-3 on the PC with DOS

https://stonetools.ghost.io/lotus123-dos/
1•TMWNN•10m ago•0 comments

Knightian Uncertainty

https://en.wikipedia.org/wiki/Knightian_uncertainty
1•jerlendds•10m ago•0 comments

Generate cell-type specific mRNAs for better vaccines autoregressively

https://tsone.notion.site/Generate-cell-type-specific-mRNAs-for-better-vaccines-autoregressively-...
1•tdsone3•11m ago•0 comments

Withheld Epstein files with accusations against Trump released by justice dept

https://www.bbc.com/news/articles/c4g0dzg6e4mo
1•tartoran•12m ago•0 comments

Three Quiet Brothers on Long Island, All of Them Related to Hitler

https://www.nytimes.com/2006/04/24/nyregion/three-quiet-brothers-on-long-island-all-of-them-relat...
1•Anon84•14m ago•0 comments

Time to teach our children about finance

https://cointales.ai/en
1•mhalifax•14m ago•1 comments

A Plea for Lean Software (1995) [pdf]

https://berthub.eu/articles/LeanSoftware_text.pdf
1•tosh•16m ago•0 comments

Show HN: CloakPipe – Rust privacy proxy for LLM APIs with pseudonymization

1•rohansx•17m ago•0 comments

An approach to provably safe AI engineering for legacy codebases

https://evok.dev
1•devconcierge•19m ago•1 comments

M6 MacBook Pro could have four innovations new to the Mac

https://9to5mac.com/2026/03/06/m6-macbook-pro-could-have-four-innovations-new-to-the-mac/
3•blacktulip•19m ago•1 comments

We fixed Postgres connection pooling on serverless with PgDog

https://circleback.ai/blog/how-we-fixed-postgres-connection-pooling-on-serverless-with-pgdog
1•levkk•19m ago•0 comments

Interpreting Pull Request Changes Before CI Enforcement

https://github.com/signalprism/execution-boundary-interpretation
1•mattgallant001•20m ago•1 comments

Colorado SB26-051 Age Attestation

https://aphyr.com/posts/408-colorado-sb26-051-age-attestation
1•speckx•21m ago•0 comments