The 150-hour threshold, in practice.
What the task-length threshold looks like inside a real week of senior work — and where the hours actually go.
In preparationA close reading of Jack Clark's NPR Planet Money interview — AI's trajectory into high-skill knowledge work, the collapse of rote education, and the task-length threshold — and what each says about the world mAInCharacter was built for.
Where the displacement actually lands, layer by layer — and the horizon-by-horizon read for the leaders who absorb it.
From effort to leverage with more intention — clearer decisions, cleaner positioning, and a contribution that sustains instead of peaking late.
The benchmarks behind the 1–5% band, the vehicles that deploy it, and the conversion problem — a sanity check before you spend.
Plain, evidence-led answers to what senior professionals ask before they begin — what to invest in a career, what AI is doing to high-skill work, and how mAInCharacter actually works. Each answer carries its sources and a path deeper into the registry.
Shorter than a brief, longer than a footnote — field notes from the desk as the registry grows. The first dispatches are being prepared.
What the task-length threshold looks like inside a real week of senior work — and where the hours actually go.
In preparationA short read of the numbers behind the 1–5% band — and why the figure is steadier than it looks.
In preparationA field guide to the registry's format — what a signal report claims, what it sources, and what it asks of you.
In preparation
◆ The friendly face of the mC AI edge.
Embedded Memory, Context, Enablement, and Execution — purpose-built agentic counsel that compounds the team work for you.
[ PRIME DIRECTIVE ] Keep the Human-In-The-Loop.