






Personal collective of ideas, thoughts and notes







Welcome to the family!



The Peter Principle is a management concept formulated by Dr. Laurence J. Peter in his 1969 book “The Peter Principle: Why Things Always Go Wrong.”
The principle states: “In a hierarchy, every employee tends to rise to their level of incompetence.”
Employees who perform well in their current role get promoted
They continue getting promoted as long as they perform well
Eventually, they reach a position where they’re no longer competent
Once incompetent, they stop getting promoted (they’ve “plateaued”)
They remain in that position, performing poorly
This means that over time, every position in a hierarchy tends to be filled by someone incompetent to do that job. Peter observed: “In time, every post tends to be occupied by an employee who is incompetent to carry out its duties.”
And therefore: “Work is accomplished by those employees who have not yet reached their level of incompetence.”
The key insight is that competence at one level doesn’t guarantee competence at the next level. For example:



As Audrey Chanakira wraps up her AK!13 internship with our team at SAP, we want to take a moment to recognize the incredible impact she’s made.
Originally from Zimbabwe, Audrey joined us through the AFRIKA KOMMT! fellowship program and quickly became a valued member of our team. Her curiosity, professionalism, and collaborative spirit enriched our work and brought fresh perspective to everything she touched.
Audrey’s contributions have left a lasting impression, and we’re grateful for the time we had together.
Thank you, Audrey Chanakira — it’s been a pleasure working with you!
hashtag#AFRIKAKOMMT hashtag#AK13 hashtag#SAP hashtag#GlobalTalent hashtag#Zimbabwe hashtag#InternshipExperience hashtag#Teamwork hashtag#FutureReady
This is a nice short paper/read on how (relatively) small the training data for AI systems are, and due to data moats and hoarding, advances in AI models may start to become limited.
When a data owner shares a piece of data, the owner loses all control over how it will be used, copied, and shared further. When the owner sells a piece of data, they don’t sell the original data — they sell a copy. When a dataset is copied, the global supply goes up, the price goes down, and every customer becomes a competitor for the future sale and use of that data.
This is a nice paper covering this topic and other elements of the AI data crisis.
An interesting study of older adults who have positive thinking are less prone to cognitive decline.
“Creativity is doing more than the first thing you think of”
Einstellung Effect:. Research shows that the very first idea that comes to mind, even for experts, can prevent us from finding the best solution. Creativity challenges us to go beyond this initial thought.
If comparison is the thief of joy, context is the redeemer.

























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