Campbell Robertson
@finhaven.bsky.social
AI & Data Strategy Leader | Customer Success Expert
Pioneering AI and data solutions to drive business value and customer success.
Pioneering AI and data solutions to drive business value and customer success.
If governance, accountability, and trust show up after AI deployment — you’ve already waited too long.
What is your take on ROI for AI? Listen to our three takes at threetakesonai.com.
🎙️ Three Takes on AI
#AI #AIROI #BusinessTech
What is your take on ROI for AI? Listen to our three takes at threetakesonai.com.
🎙️ Three Takes on AI
#AI #AIROI #BusinessTech
December 16, 2025 at 5:55 PM
If governance, accountability, and trust show up after AI deployment — you’ve already waited too long.
What is your take on ROI for AI? Listen to our three takes at threetakesonai.com.
🎙️ Three Takes on AI
#AI #AIROI #BusinessTech
What is your take on ROI for AI? Listen to our three takes at threetakesonai.com.
🎙️ Three Takes on AI
#AI #AIROI #BusinessTech
My weekly take on AI - answering two questions: So What? and Who Cares?
October 30, 2025 at 3:11 PM
My weekly take on AI - answering two questions: So What? and Who Cares?
AI This Week: So What? and Who Cares?
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
AI This Week: So What? and Who Cares?
The Infrastructure Reality Check for August 27th, 2025
open.substack.com
August 28, 2025 at 3:59 PM
AI This Week: So What? and Who Cares?
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
I spent the week analyzing every major AI development, and the insights are staggering. Meta’s spending $200-300M per researcher. IBM can build AI agents in 5 minutes. Chinese companies just released powerful models for free.
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
The Monday Meeting for July 14, 2025
Let me tell you – this week felt like being in the eye of a perfect storm.
open.substack.com
July 14, 2025 at 5:03 PM
I spent the week analyzing every major AI development, and the insights are staggering. Meta’s spending $200-300M per researcher. IBM can build AI agents in 5 minutes. Chinese companies just released powerful models for free.
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
Bringing the analysis and research together into a meaningful benchmarking tool for AI Governance. How do you stack up?
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
AI Governance Maturity Model Benchmark Checklist
Bottom line: Do No Harm - but how do you measure up?
open.substack.com
July 10, 2025 at 4:37 PM
Bringing the analysis and research together into a meaningful benchmarking tool for AI Governance. How do you stack up?
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
Which Workers Will A.I. Hurt Most: The Young or the Experienced? www.nytimes.com/2025/07/07/b...
Which Workers Will A.I. Hurt Most: The Young or the Experienced?
www.nytimes.com
July 7, 2025 at 7:26 PM
Which Workers Will A.I. Hurt Most: The Young or the Experienced? www.nytimes.com/2025/07/07/b...
In Pursuit of Godlike Technology, Mark Zuckerberg Amps Up the A.I. Race www.nytimes.com/2025/06/27/t...
In Pursuit of Godlike Technology, Mark Zuckerberg Amps Up the A.I. Race
www.nytimes.com
June 27, 2025 at 11:17 AM
In Pursuit of Godlike Technology, Mark Zuckerberg Amps Up the A.I. Race www.nytimes.com/2025/06/27/t...
Cognitive Impact of AI to knowledge workers could possibly be a major blow back!
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
Cognitive Impact of AI: A possible blow-back on the horizon?
How Artificial Intelligence is Reshaping the Knowledge Worker’s Mind
open.substack.com
June 24, 2025 at 2:04 PM
Cognitive Impact of AI to knowledge workers could possibly be a major blow back!
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
A.I. Sludge Has Entered the Job Search www.nytimes.com/2025/06/21/b...
A.I. Sludge Has Entered the Job Search
www.nytimes.com
June 21, 2025 at 6:38 PM
A.I. Sludge Has Entered the Job Search www.nytimes.com/2025/06/21/b...
They Asked an A.I. Chatbot Questions. The Answers Sent Them Spiraling. www.nytimes.com/2025/06/13/t...
They Asked an A.I. Chatbot Questions. The Answers Sent Them Spiraling.
www.nytimes.com
June 19, 2025 at 10:26 PM
They Asked an A.I. Chatbot Questions. The Answers Sent Them Spiraling. www.nytimes.com/2025/06/13/t...
Reposted by Campbell Robertson
We urgently need better data on mental health and AI chatbots.
There are lots of individual stories of terrible (and also good) outcomes, but the actual studies we have are somewhat mixed and few of them have been conducted long enough to get a sense of the impact over time.
There are lots of individual stories of terrible (and also good) outcomes, but the actual studies we have are somewhat mixed and few of them have been conducted long enough to get a sense of the impact over time.
June 16, 2025 at 9:20 PM
We urgently need better data on mental health and AI chatbots.
There are lots of individual stories of terrible (and also good) outcomes, but the actual studies we have are somewhat mixed and few of them have been conducted long enough to get a sense of the impact over time.
There are lots of individual stories of terrible (and also good) outcomes, but the actual studies we have are somewhat mixed and few of them have been conducted long enough to get a sense of the impact over time.
Reposted by Campbell Robertson
A common trend across recent research in using reinforcement learning to train reasoning models is that the clipping operation within a trust region (core to PPO, adopted by GRPO) is squashing rare tokens that are key to clever behaviors like verification or backtracking.
June 17, 2025 at 2:38 AM
A common trend across recent research in using reinforcement learning to train reasoning models is that the clipping operation within a trust region (core to PPO, adopted by GRPO) is squashing rare tokens that are key to clever behaviors like verification or backtracking.
Is Biography the One A.I.-Proof Genre? www.nytimes.com/2025/06/13/m...
Is Biography the One A.I.-Proof Genre?
www.nytimes.com
June 13, 2025 at 11:16 AM
Is Biography the One A.I.-Proof Genre? www.nytimes.com/2025/06/13/m...
Weekly review and recommendations
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...
The GenAI Weekly: Latest Developments Shaping the Future of Artificial Intelligence
Week of June 9, 2025
open.substack.com
June 12, 2025 at 5:30 PM
Weekly review and recommendations
open.substack.com/pub/campbell...
open.substack.com/pub/campbell...