Our applied perspective.

Evidence-Sealed Authorization

A framework for cryptographically verifiable security compliance infrastructure

A proposal for modernizing software security authorization through machine-generated evidence and automated control evaluation.

14 March 2026 · 15 min read

Task Compression Framework

Which work is vulnerable to disruption by AI, agents, and robotics, and which gains value.

A structured method for scoring tasks, not titles, so you can see which parts of your work are being compressed, which become more leveraged, and which become more valuable because they remain distinctly human.

Version 1.0 · 12 March 2026 · 12 min read

Outcome Leverage Framework

What a person can produce end-to-end with current LLM access, how good it is, and how much value it displaces.

Modeled outcome-level scores across 16 dimensions measuring achievability, output quality, displacement value, and contextual modifiers. Scored 1 to 5 per dimension to produce a Raw Achievability Score, a Displacement Multiplier, and a composite Outcome Leverage Score. These are modeled estimates for current commercial LLM capabilities as of early 2026, not predictions about future models.

Version 1.0 · 21 March 2026 · 18 min read