GPT Agents: The Co-evolution of Brain and Machine
GPT agents as a new infrastructure for thinking: why AI does not kill the brain, but demands more precise task design, coordination, and verification.
July 26, 2025 · Anton Kolhonen
DET Notes🤖 AI
Rubric
DET Notes
A rubric collecting working thoughts, clarifications, observations, links, and context that help understand the approach — texts that complement the core DET rubrics but do not form a separate theoretical axis.
In DET there is room for text that does not have to fit into predefined axes. “DET Notes” capture meaning, context, and working links without forcing them into rubrics. Not every significant text must become a rubric. “DET Notes” preserve living transitions, clarifications, and working fragments of meaning from which axes, methodologies, and formal sections later grow.
Key ideas
- •DET context
- •links between rubrics
- •working formulations
- •observations from practice
- •clarifications and notes
- •hypotheses and draft models
- •meta-level understanding
- •limits of applicability
Practical application
Use this rubric when a post relates to DET but does not meet the criteria of any rubric: it may be a marginal note, a case breakdown, a term clarification, a link between ideas, a note on applicability, an intermediate hypothesis, or a context fragment that helps read other texts. If a text clearly matches another rubric, that rubric has priority; “DET Notes” serve as a fallback.
Key ideas⌄
- •DET context
- •links between rubrics
- •working formulations
- •observations from practice
- •clarifications and notes
- •hypotheses and draft models
- •meta-level understanding
- •limits of applicability
Practical application⌄
Use this rubric when a post relates to DET but does not meet the criteria of any rubric: it may be a marginal note, a case breakdown, a term clarification, a link between ideas, a note on applicability, an intermediate hypothesis, or a context fragment that helps read other texts. If a text clearly matches another rubric, that rubric has priority; “DET Notes” serve as a fallback.
Rubric articles
PTSD
A mini post about PTSD, crisis support, and the importance of timely professional help after traumatic experience.
July 20, 2025 · Anton Kolhonen
DET Notes🕎 Psychotherapy
The Vicious Cycle of Stress
A mini post about the vicious cycle of stress, negative time perspective, and recognizing recurring anxious patterns.
July 16, 2025 · Anton Kolhonen
DET Notes🔂 Patterns
Therapy
A mini post about therapy as a space for focus, openness, awareness, and transferring inner discoveries into everyday life.
June 26, 2025 · Anton Kolhonen
DET Notes🕎 Psychotherapy
Group Therapy
A mini post on group therapy, personal experience, interpersonal roles, and bringing therapeutic insights into real life.
June 23, 2025 · Anton Kolhonen
DET Notes🕎 Psychotherapy
Integration
A mini post on Frederick Perls, integration of opposites, inner polarity, and a Gestalt view of wholeness.
June 15, 2025 · Anton Kolhonen
DET Notes🌓 Dark and Light Side of Personality
GPT Remote Relay
A technical note on GPT Remote Relay Bridge: remote OpenAI calls, log handling, fallback logic, and scalable AI infrastructure.
June 02, 2025 · Anton Kolhonen
DET Notes🤖 AI
The risk of entrepreneurship
A mini post about entrepreneurial risk, determination, and belief in one's own idea through a passage from Ray Kroc.
May 26, 2025 · Anton Kolhonen
DET Notes⛳️ Effectiveness
The Last Train
Neural networks and twenty-first-century society: Harari's technoreligion, Marx, digital progress, Psykhḗ AI, and psychology's responsible role in AI.
May 04, 2025 · Anton Kolhonen
The Psychological Assistance Bill: Bourdieu’s Lesson for Psychologists
The psychological assistance bill through Bourdieu: how the state unifies professions and what that experience can teach psychologists.
March 14, 2025 · Anton Kolhonen
DET Notes⚛️ Science and Psychology
Psychology under lock and key: do we need this law?
An authorial analysis of the 2025 version of Russian bill No. 846497-8 on psychological practice, qualifications, and professional boundaries.
March 06, 2025 · Anton Kolhonen
DET Notes⚛️ Science and Psychology
75 posts later
A reflection after 75 posts on the development of an authorial voice, expressive writing, openness to criticism, and the integration of difficult experience.
February 09, 2025 · Anton Kolhonen
On Psychotherapy, Science, and Life
A post about the connection between psychotherapy and science: why a therapist needs lived experience, academic training, and professional boundaries at the same time.
April 24, 2023 · Anton Kolhonen
DET Notes🕎 Psychotherapy
Stars Over Pantelleria
Stars Over Pantelleria is a poetic reflection on memory, inner silence, Henry David Thoreau, Kant's moral law, and the search for a durable inner point of orientation.
June 18, 2022 · Anton Kolhonen
DET Notes✴️ Unusual Style
Reverence for Life
Reverence for life as a stance: love as a path to knowing oneself and the world, opposed to destruction.
November 06, 2020 · Anton Kolhonen
DET Notes⚜️ Humanistic Principles
Multidisciplinary Approach
Explore how integrating training, wellness practices, and psychology creates a holistic approach to personal and societal health.
November 15, 2017 · Anton Kolhonen
DET Notes⚜️ Humanistic Principles
Mutual Aid as a Factor of Evolution
Mutual aid as a factor of evolution: how relationships with others shape humanity, self-knowledge, and mature development.
November 04, 2017 · Anton Kolhonen
DET Notes⚜️ Humanistic Principles
Closeness and Independence
Closeness and independence in relationships: love as care, responsibility, and respect for another person’s freedom and growth.
December 15, 2016 · Anton Kolhonen
DET Notes💙 Ideas about Relationships