Published — 8 notes
Research Dataset Apr 11, 2026 7 min read →
901 Observations: What the DLI Dataset Shows at Scale
At 47 participants, the distribution looked normal. At 901, the tail behavior is clear: high decision load is not an edge case — it is a structural feature of knowledge work. High-load outliers are 3× more common than low-load. Retest stability holds at ~80%.
Finding: High-load outliers are 3× more common than low-load
Research Burnout Apr 9, 2026 5 min read →
Remote vs. In-Office Decision Load: What the Numbers Show
Remote workers report 22% higher unresolved-input burden vs. in-office peers. Location doesn’t change decision difficulty — it removes ambient resolution mechanisms that close open loops automatically.
Finding: 22% higher unresolved-input burden for remote workers
AI Research Apr 7, 2026 6 min read →
AI Governance Is a Decision Load Problem
Manual AI oversight is itself a decision load problem. BCG data shows 33% decision fatigue from AI oversight. When governance is constitutional — hard constraints and gate architecture — the human decision surface shrinks to escalations only.
Finding: Autonomous governance reduces oversight decisions by ~73%
Research Burnout Mar 22, 2026 5 min read →
Manager vs. IC Decision Load: The Overhead Nobody Measures
Managers don’t make harder decisions than ICs. They make more of them. DLI data shows the gap concentrates in context switching and delegation — not in decision difficulty.
Finding: Context switching is the #1 manager-IC differentiator
AI Research Mar 22, 2026 6 min read →
When AI Oversight Becomes the Burnout: What BCG’s “Brain Fry” Data Shows
BCG surveyed 1,500 workers and found a 33% increase in decision fatigue from AI oversight. The variable is not AI itself — it is whether AI use adds decisions or removes them. That is a governance question.
Finding: 33% decision fatigue increase from AI oversight
ADHD Burnout Feb 17, 2026 5 min read →
Why ADHD Burnout Looks Like Laziness (It's Decision Load)
Executive function research suggests people with ADHD face significantly higher decision load than neurotypical peers doing comparable work. The gap isn't effort — it's the number of unresolved decisions in working memory at any moment.
Finding: 3× higher DLI in ADHD group
Academia Burnout Feb 18, 2026 7 min read →
Why PhD Students Stall: The Decision Load Behind Dissertation Paralysis
A dissertation isn't one task. It's thousands of unresolved decisions about scope, argument, advisor dynamics, and field positioning — all held simultaneously. Here's what the data shows about why ABD syndrome makes sense through a decision-load lens.
Finding: Decision load predicts stall rate in academic writing
Retest ADHD Feb 18, 2026 6 min read →
What Actually Lowers Decision Load: 7-Day Retest Findings
We re-tested 47 participants one week after their initial DLI. 81% of scores were stable — suggesting the measure captures something structural, not just mood. The 19% who improved shared three behaviors. The ADHD subgroup finding was unexpected.
Finding: Externalizing open loops correlates with score reduction

More field notes in progress. Next up: decision load by industry, sleep correlation data, and meeting density patterns.

Sleep + decision load Decision load by industry Meeting density patterns
Decision Load Index: Measuring the Cognitive Cost of Knowledge Work DOI: 10.5281/zenodo.18217577 · Zenodo Constitutional Self-Governance for Autonomous AI Systems DOI: 10.5281/zenodo.19162104 · Zenodo Detecting Normalization of Deviance in Multi-Agent Systems DOI: 10.5281/zenodo.19195516 · Zenodo Beyond Identity Governance: A Protocol-Level Security Testing Framework for Multi-Agent AI Systems DOI: 10.5281/zenodo.19343034 · Zenodo Community-Driven Security for AI Agents: Evolution of an Adversarial Testing Framework DOI: 10.5281/zenodo.19343108 · Zenodo Read the full whitepaper →

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