Versai Labs
@versailabs.bsky.social
Decision Intelligence that holds up
— even when your data doesn't.
— even when your data doesn't.
Seven in ten leaders pick speed over security.
If you are in that majority, your risk is PREDICTABLE.
IBM's 2025 study maps exactly where your governance gaps cluster.
If you are in that majority, your risk is PREDICTABLE.
IBM's 2025 study maps exactly where your governance gaps cluster.
October 9, 2025 at 2:46 PM
Seven in ten leaders pick speed over security.
If you are in that majority, your risk is PREDICTABLE.
IBM's 2025 study maps exactly where your governance gaps cluster.
If you are in that majority, your risk is PREDICTABLE.
IBM's 2025 study maps exactly where your governance gaps cluster.
What is DataWell?
Your system is like a school where every kid whispers secrets to other kids. Some kids spread rumors to everyone, some barely talk. 🧵
Your system is like a school where every kid whispers secrets to other kids. Some kids spread rumors to everyone, some barely talk. 🧵
October 7, 2025 at 2:58 PM
What is DataWell?
Your system is like a school where every kid whispers secrets to other kids. Some kids spread rumors to everyone, some barely talk. 🧵
Your system is like a school where every kid whispers secrets to other kids. Some kids spread rumors to everyone, some barely talk. 🧵
AI Hallucinations
Everyone calls them bugs
They're AI's only honest moment
Admitting what it doesn't know
Everyone calls them bugs
They're AI's only honest moment
Admitting what it doesn't know
October 2, 2025 at 2:34 PM
AI Hallucinations
Everyone calls them bugs
They're AI's only honest moment
Admitting what it doesn't know
Everyone calls them bugs
They're AI's only honest moment
Admitting what it doesn't know
Browsers can click faster than humans.
They still can't think before they click.
Browsers are learning to act for you.
None understand what breaks when they act wrong.
And neither will you!
They still can't think before they click.
Browsers are learning to act for you.
None understand what breaks when they act wrong.
And neither will you!
September 30, 2025 at 2:35 PM
Browsers can click faster than humans.
They still can't think before they click.
Browsers are learning to act for you.
None understand what breaks when they act wrong.
And neither will you!
They still can't think before they click.
Browsers are learning to act for you.
None understand what breaks when they act wrong.
And neither will you!
Kill switches stop processes.
They don't prevent the WRONG decisions that caused the problem.
OpenAI's Richard Ho warned about hardware safety for future AI infrastructure.
But he may have missed something critical.
They don't prevent the WRONG decisions that caused the problem.
OpenAI's Richard Ho warned about hardware safety for future AI infrastructure.
But he may have missed something critical.
September 25, 2025 at 2:37 PM
Kill switches stop processes.
They don't prevent the WRONG decisions that caused the problem.
OpenAI's Richard Ho warned about hardware safety for future AI infrastructure.
But he may have missed something critical.
They don't prevent the WRONG decisions that caused the problem.
OpenAI's Richard Ho warned about hardware safety for future AI infrastructure.
But he may have missed something critical.
From alert triage to influence control.
Most companies are stuck in reactive mode, chasing symptoms while the real drivers hide upstream.
DataWell just changed the game. Here's how they cracked the code on STRUCTURAL INTELLIGENCE 🧵
Most companies are stuck in reactive mode, chasing symptoms while the real drivers hide upstream.
DataWell just changed the game. Here's how they cracked the code on STRUCTURAL INTELLIGENCE 🧵
September 16, 2025 at 2:24 PM
From alert triage to influence control.
Most companies are stuck in reactive mode, chasing symptoms while the real drivers hide upstream.
DataWell just changed the game. Here's how they cracked the code on STRUCTURAL INTELLIGENCE 🧵
Most companies are stuck in reactive mode, chasing symptoms while the real drivers hide upstream.
DataWell just changed the game. Here's how they cracked the code on STRUCTURAL INTELLIGENCE 🧵
Why Uber tracks metric relationships, not just metrics.
Companies operating at scale discovered that individual metrics lie, but relationships reveal truth.
Companies operating at scale discovered that individual metrics lie, but relationships reveal truth.
September 9, 2025 at 1:36 PM
Why Uber tracks metric relationships, not just metrics.
Companies operating at scale discovered that individual metrics lie, but relationships reveal truth.
Companies operating at scale discovered that individual metrics lie, but relationships reveal truth.
150 enterprise leaders just admitted their AI strategies are broken.
MIT's latest research exposes a SHOCKING reality:
95% of generative AI pilots FAIL to deliver measurable business impact.
Here's what's really happening:
MIT's latest research exposes a SHOCKING reality:
95% of generative AI pilots FAIL to deliver measurable business impact.
Here's what's really happening:
September 2, 2025 at 2:12 PM
150 enterprise leaders just admitted their AI strategies are broken.
MIT's latest research exposes a SHOCKING reality:
95% of generative AI pilots FAIL to deliver measurable business impact.
Here's what's really happening:
MIT's latest research exposes a SHOCKING reality:
95% of generative AI pilots FAIL to deliver measurable business impact.
Here's what's really happening:
AI development just shifted from move-fast-break-things to prove-every-step.
August 28, 2025 at 3:57 PM
AI development just shifted from move-fast-break-things to prove-every-step.
Decision systems that can reason backwards change everything forward.
When your architecture can model what would have happened under different conditions, you stop reacting to outcomes and start ENGINEERING them.
When your architecture can model what would have happened under different conditions, you stop reacting to outcomes and start ENGINEERING them.
August 26, 2025 at 3:20 PM
Decision systems that can reason backwards change everything forward.
When your architecture can model what would have happened under different conditions, you stop reacting to outcomes and start ENGINEERING them.
When your architecture can model what would have happened under different conditions, you stop reacting to outcomes and start ENGINEERING them.
The $100B Databricks round proves we've reached PEAK data processing.
What comes next will separate winners from losers.
What comes next will separate winners from losers.
August 20, 2025 at 1:55 PM
The $100B Databricks round proves we've reached PEAK data processing.
What comes next will separate winners from losers.
What comes next will separate winners from losers.
Every founder I built systems for had the same blind spot.
After supporting multiple successful exits and NSF-funded research, the pattern became CRYSTAL clear.
Brilliant leaders were making critical decisions on fundamentally unstable inputs.
After supporting multiple successful exits and NSF-funded research, the pattern became CRYSTAL clear.
Brilliant leaders were making critical decisions on fundamentally unstable inputs.
August 15, 2025 at 2:42 PM
Every founder I built systems for had the same blind spot.
After supporting multiple successful exits and NSF-funded research, the pattern became CRYSTAL clear.
Brilliant leaders were making critical decisions on fundamentally unstable inputs.
After supporting multiple successful exits and NSF-funded research, the pattern became CRYSTAL clear.
Brilliant leaders were making critical decisions on fundamentally unstable inputs.
Your proprietary data contains:
• Causal relationships
• Operational context
• Domain-specific patterns
No public dataset can replicate this.
The challenge? Architecting systems that extract signal before traditional analytics CORRUPT it.
• Causal relationships
• Operational context
• Domain-specific patterns
No public dataset can replicate this.
The challenge? Architecting systems that extract signal before traditional analytics CORRUPT it.
July 31, 2025 at 1:38 PM
Your proprietary data contains:
• Causal relationships
• Operational context
• Domain-specific patterns
No public dataset can replicate this.
The challenge? Architecting systems that extract signal before traditional analytics CORRUPT it.
• Causal relationships
• Operational context
• Domain-specific patterns
No public dataset can replicate this.
The challenge? Architecting systems that extract signal before traditional analytics CORRUPT it.
"The real problem is not whether machines think but whether men do."
B.F. Skinner's 1969 observation has become the defining challenge of operational AI.
B.F. Skinner's 1969 observation has become the defining challenge of operational AI.
July 18, 2025 at 3:18 PM
"The real problem is not whether machines think but whether men do."
B.F. Skinner's 1969 observation has become the defining challenge of operational AI.
B.F. Skinner's 1969 observation has become the defining challenge of operational AI.
In the post-data-failure economy, TRUST isn't optional - it's survival
Your systems are making billion-dollar decisions on unstable inputs
Correlation masquerades as cause
Metrics lack traceability
Your systems are making billion-dollar decisions on unstable inputs
Correlation masquerades as cause
Metrics lack traceability
July 17, 2025 at 1:15 PM
In the post-data-failure economy, TRUST isn't optional - it's survival
Your systems are making billion-dollar decisions on unstable inputs
Correlation masquerades as cause
Metrics lack traceability
Your systems are making billion-dollar decisions on unstable inputs
Correlation masquerades as cause
Metrics lack traceability
When systems fail, they don't announce it.
They drift. They decay. They lie.
DataWell catches what your dashboards miss.
They drift. They decay. They lie.
DataWell catches what your dashboards miss.
July 11, 2025 at 11:35 AM
When systems fail, they don't announce it.
They drift. They decay. They lie.
DataWell catches what your dashboards miss.
They drift. They decay. They lie.
DataWell catches what your dashboards miss.
Your systems are making decisions without traceability.
You're gambling at scale.
Here's how Decision Trust changes everything:
You're gambling at scale.
Here's how Decision Trust changes everything:
July 9, 2025 at 12:05 PM
Your systems are making decisions without traceability.
You're gambling at scale.
Here's how Decision Trust changes everything:
You're gambling at scale.
Here's how Decision Trust changes everything:
As systems grow more complex, the gap between those with and without causal intelligence will determine which organizations survive.
Here's why DECISION TRUST matters more than data:
Here's why DECISION TRUST matters more than data:
July 8, 2025 at 1:27 PM
As systems grow more complex, the gap between those with and without causal intelligence will determine which organizations survive.
Here's why DECISION TRUST matters more than data:
Here's why DECISION TRUST matters more than data:
DECISION INTELLIGENCE isn't about perfect choices
It's about making HIGHER-QUALITY decisions consistently
This is how the world's top minds view the future of decision-making:
It's about making HIGHER-QUALITY decisions consistently
This is how the world's top minds view the future of decision-making:
July 7, 2025 at 2:59 PM
DECISION INTELLIGENCE isn't about perfect choices
It's about making HIGHER-QUALITY decisions consistently
This is how the world's top minds view the future of decision-making:
It's about making HIGHER-QUALITY decisions consistently
This is how the world's top minds view the future of decision-making:
DECISION TRUST: The missing link between data and action
Most companies have data
Few have intelligence
Even fewer understand WHY things happen
#CausalIntelligence #DecisionMaking #SystemThinking #CausalReasoning
Most companies have data
Few have intelligence
Even fewer understand WHY things happen
#CausalIntelligence #DecisionMaking #SystemThinking #CausalReasoning
July 5, 2025 at 1:51 PM
DECISION TRUST: The missing link between data and action
Most companies have data
Few have intelligence
Even fewer understand WHY things happen
#CausalIntelligence #DecisionMaking #SystemThinking #CausalReasoning
Most companies have data
Few have intelligence
Even fewer understand WHY things happen
#CausalIntelligence #DecisionMaking #SystemThinking #CausalReasoning
Independence isn't a vibe.
It's an ARCHITECTURE.
We don't celebrate July 4th because freedom appeared.
We celebrate it because systems were built to protect it.
It's an ARCHITECTURE.
We don't celebrate July 4th because freedom appeared.
We celebrate it because systems were built to protect it.
July 4, 2025 at 3:16 PM
Independence isn't a vibe.
It's an ARCHITECTURE.
We don't celebrate July 4th because freedom appeared.
We celebrate it because systems were built to protect it.
It's an ARCHITECTURE.
We don't celebrate July 4th because freedom appeared.
We celebrate it because systems were built to protect it.
The post-data-failure economy is here
Your dashboards are lying to you
Your metrics are unstable
And billion-dollar decisions are being made on correlation, not causality
Your dashboards are lying to you
Your metrics are unstable
And billion-dollar decisions are being made on correlation, not causality
July 3, 2025 at 1:20 PM
The post-data-failure economy is here
Your dashboards are lying to you
Your metrics are unstable
And billion-dollar decisions are being made on correlation, not causality
Your dashboards are lying to you
Your metrics are unstable
And billion-dollar decisions are being made on correlation, not causality
The post-data failure economy isn't coming. It's already here.
Your systems are making decisions on unstable inputs.
Your metrics lack traceability.
Your dashboards show correlation, not causation.
Your systems are making decisions on unstable inputs.
Your metrics lack traceability.
Your dashboards show correlation, not causation.
July 2, 2025 at 1:55 PM
The post-data failure economy isn't coming. It's already here.
Your systems are making decisions on unstable inputs.
Your metrics lack traceability.
Your dashboards show correlation, not causation.
Your systems are making decisions on unstable inputs.
Your metrics lack traceability.
Your dashboards show correlation, not causation.
Think of Business Intelligence as a scoreboard in a game
It shows points, time left, and player stats
But it can't tell you what play to make next
That's where Decision Intelligence comes in
It shows points, time left, and player stats
But it can't tell you what play to make next
That's where Decision Intelligence comes in
June 30, 2025 at 2:58 PM
Think of Business Intelligence as a scoreboard in a game
It shows points, time left, and player stats
But it can't tell you what play to make next
That's where Decision Intelligence comes in
It shows points, time left, and player stats
But it can't tell you what play to make next
That's where Decision Intelligence comes in