Articles
Arguments, with their evidence attached.
Each piece states its claim in the opening, names the source and the population behind every figure, and leaves the counter-evidence standing.
Published
Newest first.
From Agent to Workforce, part 1 · Alexander Volkov, PhD · 2026-08-25 · 1680 words
A smarter model needs more management, not less
Anthropic's prompting guide for Claude Fable 5.1 reads as release documentation. Read as an account of operating conditions, it describes something else: the work of managing work, handed to a paragraph of natural language.
From Agent to Workforce, part 2 · Alexander Volkov, PhD · 2026-09-01 · 1760 words
Two AI agents can be worse than one
On a benchmark of more than 600 collaborative coding tasks, paired AI agents performed 30% worse on average than a single AI agent doing both halves. They communicated the whole time. Communication moves symbols; coordination aligns action.
From Agent to Workforce, part 3 · Alexander Volkov, PhD · 2026-09-08 · 1996 words
Meta's internal platforms saw 220% more changes. User-facing features rose 36%.
Reuters reported both figures from Meta's Project OT. They have different denominators and are not two stages of one funnel — and read together they describe an organization generating changes faster than it could convert them into outcomes.
From Agent to Workforce, part 4 · Alexander Volkov, PhD · 2026-09-10 · 1611 words
Agentic Scrum is not Scrum with bots in the stand-up
An AI agent can produce several iterations while a team is still discussing one. It cannot decide which result the organization should rely on, which residual risk is acceptable, or who may release it. Production accelerated; accountability did not move.
From Agent to Workforce, part 5 · Alexander Volkov, PhD · 2026-09-11 · 1581 words
The Human–AI Workforce Manifesto
Intelligence got cheaper. Organizations did not become self-managing. The principles 8Hats Lab builds by, stated as positions rather than findings — and marked as what they are.
Tell us which of these you disagree with, and on what evidence.