Andreas Donath
@inherentdata.bsky.social
I was into data before it was big
Last time I went, the plane couldn’t land in Munich and dropped us off in Vienna at 1 am..
October 19, 2025 at 4:53 PM
Last time I went, the plane couldn’t land in Munich and dropped us off in Vienna at 1 am..
Waiting in the plane for a fight to maybe still take off tonight. Something doesn’t like me traveling to London.
October 19, 2025 at 4:52 PM
Waiting in the plane for a fight to maybe still take off tonight. Something doesn’t like me traveling to London.
I’ll read that as Elon’s take
September 20, 2025 at 2:46 PM
I’ll read that as Elon’s take
We have known this for years. Research has shown that rigid structures collapse in unpredictable environments.
📌 Burns & Stalker (1961)
"The appropriate system of management is that which is most relevant to the conditions of its operation."
📌 Burns & Stalker (1961)
"The appropriate system of management is that which is most relevant to the conditions of its operation."
February 24, 2025 at 8:25 PM
We have known this for years. Research has shown that rigid structures collapse in unpredictable environments.
📌 Burns & Stalker (1961)
"The appropriate system of management is that which is most relevant to the conditions of its operation."
📌 Burns & Stalker (1961)
"The appropriate system of management is that which is most relevant to the conditions of its operation."
For decades, businesses were designed like machines—structured, predictable, and built for efficiency.
Then everything changed.
Today’s organizations are fast, adaptive, and decentralized.
Agents? They still assume rigid workflows, fixed roles, and top-down decision-making.
Then everything changed.
Today’s organizations are fast, adaptive, and decentralized.
Agents? They still assume rigid workflows, fixed roles, and top-down decision-making.
February 24, 2025 at 8:24 PM
For decades, businesses were designed like machines—structured, predictable, and built for efficiency.
Then everything changed.
Today’s organizations are fast, adaptive, and decentralized.
Agents? They still assume rigid workflows, fixed roles, and top-down decision-making.
Then everything changed.
Today’s organizations are fast, adaptive, and decentralized.
Agents? They still assume rigid workflows, fixed roles, and top-down decision-making.
How closely does your actual job match your original job description?
February 20, 2025 at 10:44 AM
How closely does your actual job match your original job description?
Humans can adjust when their job evolves.
AI agents (as currently designed) cannot.
AI agents (as currently designed) cannot.
February 20, 2025 at 10:44 AM
Humans can adjust when their job evolves.
AI agents (as currently designed) cannot.
AI agents (as currently designed) cannot.
But in today's reality:
❌ Markets shift overnight
❌ Priorities change in real time
❌ Decision-making happens at the edges, not just the center
❌ Markets shift overnight
❌ Priorities change in real time
❌ Decision-making happens at the edges, not just the center
February 20, 2025 at 10:44 AM
But in today's reality:
❌ Markets shift overnight
❌ Priorities change in real time
❌ Decision-making happens at the edges, not just the center
❌ Markets shift overnight
❌ Priorities change in real time
❌ Decision-making happens at the edges, not just the center
They’re being conceptualized for a world where:
✅ Tasks were predictable
✅ Workflows were structured
✅ Roles were fixed
✅ Tasks were predictable
✅ Workflows were structured
✅ Roles were fixed
February 20, 2025 at 10:43 AM
They’re being conceptualized for a world where:
✅ Tasks were predictable
✅ Workflows were structured
✅ Roles were fixed
✅ Tasks were predictable
✅ Workflows were structured
✅ Roles were fixed
Today’s businesses are fast, adaptive, and unpredictable.
AI agents? They still assume structure, stability, and predictability.
AI agents? They still assume structure, stability, and predictability.
February 20, 2025 at 10:43 AM
Today’s businesses are fast, adaptive, and unpredictable.
AI agents? They still assume structure, stability, and predictability.
AI agents? They still assume structure, stability, and predictability.
AI Agents Are Stuck in a World That No Longer Exists
February 20, 2025 at 10:42 AM
AI Agents Are Stuck in a World That No Longer Exists
AI Agents are stuck in the past —
before they’re even launched
before they’re even launched
February 16, 2025 at 7:55 PM
AI Agents are stuck in the past —
before they’re even launched
before they’re even launched
Are we building AI for the future of business—
or just rebranding old models in shinier code?
or just rebranding old models in shinier code?
February 16, 2025 at 7:48 PM
Are we building AI for the future of business—
or just rebranding old models in shinier code?
or just rebranding old models in shinier code?
If we don’t rethink AI’s design now,
it will fail the moment it hits real-world complexity.
it will fail the moment it hits real-world complexity.
February 16, 2025 at 7:48 PM
If we don’t rethink AI’s design now,
it will fail the moment it hits real-world complexity.
it will fail the moment it hits real-world complexity.
If we implement outdated structures,
it’s not the fault of the designers from the last century—it’s ours.
it’s not the fault of the designers from the last century—it’s ours.
February 16, 2025 at 7:48 PM
If we implement outdated structures,
it’s not the fault of the designers from the last century—it’s ours.
it’s not the fault of the designers from the last century—it’s ours.
The result? AI agents are stuck in a past they were never part of.
February 16, 2025 at 7:47 PM
The result? AI agents are stuck in a past they were never part of.
But today’s businesses are agile, adaptive, and constantly shifting.
So why are AI agents still designed like bureaucratic assistants?
So why are AI agents still designed like bureaucratic assistants?
February 16, 2025 at 7:47 PM
But today’s businesses are agile, adaptive, and constantly shifting.
So why are AI agents still designed like bureaucratic assistants?
So why are AI agents still designed like bureaucratic assistants?
They’re built using Multi-Agent System (MAS) principles—
A framework designed for the slow, structured workflows of the 20th century.
A framework designed for the slow, structured workflows of the 20th century.
February 16, 2025 at 7:47 PM
They’re built using Multi-Agent System (MAS) principles—
A framework designed for the slow, structured workflows of the 20th century.
A framework designed for the slow, structured workflows of the 20th century.
Most AI agents aren’t even live yet—
And they’re already obsolete.
And they’re already obsolete.
February 16, 2025 at 7:47 PM
Most AI agents aren’t even live yet—
And they’re already obsolete.
And they’re already obsolete.
AI Agents Are Stuck in the Past—Before They’ve Even Launched
February 16, 2025 at 7:46 PM
AI Agents Are Stuck in the Past—Before They’ve Even Launched