AutoScientist: Automating the Science of Model Training

AutoScientist는 모델 훈련과 정렬 연구 과정을 자동화하는 시스템으로, 데이터와 훈련 레시피를 공동 최적화하여 목표에 맞는 모델을 빠르게 생성한다. Together AI의 다양한 모델과 도메인에서 인간 연구자 대비 평균 35% 성능 향상을 보이며, 8개 산업 분야 전반에 걸쳐 안정적인 성능 개선을 입증했다. 이 도구는 AI 연구자가 아니어도 모델을 직접 조정하고 소유할 수 있게 하여 AI 개발 접근성을 크게 높인다. 향후 실시간 적응 기술 개발도 계획 중이다.

https://www.adaptionlabs.ai/blog/autoscientist

#automl #modeltraining #finetuning #airesearch #adaptivesystems

Adaption

Phase 5 — Paper 6

“Persistence Ecologies and Long-Horizon Coherence”

This paper moves beyond isolated persistence systems and examines how large-scale coherence emerges from interacting persistence regimes.

Within the Boundary-Filtered Persistence Framework (BFPF), long-horizon stability is treated as an ecological phenomenon produced through:

• heterogeneous overlap
• distributed persistence
• unresolved-state reservoirs
• substrate continuity
• adaptive recombination
• low-pressure coherence maintenance

The VR-06 infographic now functions as the canonical synthesis card for the entire

Phase 5 sequence:
VR-02 — Anchor Regime
VR-03 — Limit-State Regime
VR-04 — Threshold Failure
VR-05 — The Fortress
VR-06 — Persistence Ecologies

Persistence is maintained through interaction networks — not isolated stability.

https://open.substack.com/pub/hybridmind42/p/phase-5-summary-paper-6-persistence?utm_source=share&utm_medium=android&r=75c2ac

#HybridMind42 #AtlasRosetta #BFPF #SystemsTheory #ComplexSystems #Persistence #Ecology #Topology #AdaptiveSystems #Phase5

Phase 5 Summary Paper 6 Persistence Ecologies and Long-Horizon Coherence

A Structural Synthesis of the Boundary-Filtered Persistence Framework

Hybridmind42

HQP remains descriptive.

Phase 6 does not prescribe policy, ethics, or governance models. It identifies the conditions under which stabilising behaviour becomes necessary for system survival.

This is not utopian thinking.
It is a description of resilience once complexity can no longer be simplified away.

Further work now shifts toward observation, education, and careful application.

#Boundaries #Stewardship #Systems
#HumanSystems #AdaptiveSystems #ComplexityScience #HQP

New paper: Adaptation of Agentic AI

The paper examines how agentic AI systems adapt over time through interaction, feedback, and environmental change. Rather than treating agents as static tools, it frames adaptation as a core design challenge—linking learning dynamics, autonomy, and control to questions of robustness, alignment, and long-term system behavior.

#AgenticAI #AIResearch #AdaptiveSystems
https://arxiv.org/abs/2512.16301v1

Erevos - công cụ mô phỏng thời gian thực giúp hiểu cách hệ thống duy trì cân bằng khi thay đổi. Có thể điều chỉnh mục tiêu, thêm nhiễu & quan sát sự ổn định. Dành cho mô phỏng, thiết kế hệ thống.

#Erevos #StabilityEngine #Simulation #SystemDesign #AdaptiveSystems #CôngNghệ #MôPhỏng #HệThốngThíchỨng

https://www.reddit.com/r/SideProject/comments/1oqf593/erevos_a_realtime_stability_engine_for_adaptive/

Dynamic withdrawal strategies in retirement can be modeled as feedback control systems (like in physics engineering). They adjust withdrawals based on portfolio performance, creating a responsive system that can adapt to market conditions instead of rigidly following fixed rules. #SystemDynamics #RetirementPlanning #AdaptiveSystems

Theory and Therapy of Representations • 5
https://inquiryintoinquiry.com/2025/02/25/theory-and-therapy-of-representations-5-b/

Re: R.J. Lipton and K.W. Regan • Legal Complexity
https://rjlipton.com/2022/09/04/legal-complexity/

❝I do not pretend to understand the moral universe;
the arc is a long one, my eye reaches but little ways;
I cannot calculate the curve and complete the figure by
the experience of sight; I can divine it by conscience.
And from what I see I am sure it bends towards justice.❞

🙞 Theodore Parker
https://web.archive.org/web/20200302045624/https://books.google.com/books?id=eHgYAAAAYAAJ&pg=PA48#v=onepage&q&f=false

The arc of the moral universe may bend toward justice — there's hope it will.
For the logic of laws to converge on justice may take some doing on our part.

Resources —

Survey of Cybernetics
https://inquiryintoinquiry.com/2024/01/25/survey-of-cybernetics-4/

Survey of Differential Logic
https://inquiryintoinquiry.com/2024/02/25/survey-of-differential-logic-7/

Survey of Inquiry Driven Systems
https://inquiryintoinquiry.com/2024/02/28/survey-of-inquiry-driven-systems-6/

#AdaptiveSystems #Cybernetics #SystemsTheory #Governance #Democracy
#Plato #Peirce #MaxWeber #Accountability #Representation #Statistics
#Inquiry #InquiryDrivenSystems #Observation #Expectation #Intention

Theory and Therapy of Representations • 5

Re: R.J. Lipton and K.W. Regan • Legal Complexity I do not pretend to understand the moral universe; the arc is a long one, my eye reaches but little ways; I cannot calculate the curve and com…

Inquiry Into Inquiry

Theory and Therapy of Representations • 4
https://inquiryintoinquiry.com/2025/02/24/theory-and-therapy-of-representations-4-b/

Re: Ontolog Forum • Paola Di Maio
https://groups.google.com/g/ontolog-forum/c/Ek_7cCCyFkQ/m/qI0kQv4UAgAJ

JA: What are the forces distorting our representations of what's observed, what's expected, and what's intended?

PDM: The short answer is — the force behind all distortions is our own unenlightened mind, and all the shortfalls this comes with.

I think that's true, we have to keep reflecting on the state of our personal enlightenments. If we can do that without losing our heads and our systems thinking caps, there will be much we can do to promote the general Enlightenment of the State.

On both personal and general grounds we have a stake in the projects of self‑governing systems — whether it is possible for them to exist and what it takes for them to thrive in given environments. Systems on that order have of course been studied from many points of view and at many levels of organization. Whether we address them under the names of adaptive, cybernetic, error-correcting, intelligent, or optimal control systems they all must be capable to some degree of learning, reasoning, and self‑guidance.

Resources —

Survey of Cybernetics
https://inquiryintoinquiry.com/2024/01/25/survey-of-cybernetics-4/

Survey of Differential Logic
https://inquiryintoinquiry.com/2024/02/25/survey-of-differential-logic-7/

Survey of Inquiry Driven Systems
https://inquiryintoinquiry.com/2024/02/28/survey-of-inquiry-driven-systems-6/

#AdaptiveSystems #Cybernetics #SystemsTheory #Governance #Democracy
#Plato #Peirce #MaxWeber #Accountability #Representation #Statistics
#Inquiry #InquiryDrivenSystems #Observation #Expectation #Intention

Theory and Therapy of Representations • 4

Re: Theory and Therapy of Representations • 3 Re: Ontolog Forum • Paola Di Maio JA: What are the forces distorting our representations of what’s observed, what’s expected…

Inquiry Into Inquiry

Theory and Therapy of Representations • 3.2
https://inquiryintoinquiry.com/2025/02/23/theory-and-therapy-of-representations-3-b/

Scene 2. Theory and Therapy of Representations • 1
https://inquiryintoinquiry.com/2025/02/21/theory-and-therapy-of-representations-1-b/

Statistics were originally the data a ship of state needed for stationkeeping and staying on course. The Founders of the United States, like the Cybernauts of the Enlightenment they were, engineered a ship of state with checks and balances and error-controlled feedbacks for the sake of representing both reality and the will of the people. In that connection Max Weber saw how a state's accounting systems are intended as representations of realities its crew and passengers must observe or perish.

That brings us to Question 2 —

• What are the forces distorting our representations of what's observed, what's expected, and what's intended?

Resources ─

Survey of Cybernetics
https://inquiryintoinquiry.com/2024/01/25/survey-of-cybernetics-4/

Pragmatic Theory Of Truth
https://oeis.org/wiki/Pragmatic_Theory_Of_Truth

#AdaptiveSystems #Cybernetics #SystemsTheory #Governance #Democracy
#Plato #Peirce #MaxWeber #Accountability #Representation #Statistics
#Inquiry #InquiryDrivenSystems #Observation #Expectation #Intention

Theory and Therapy of Representations • 3

Representation is a concept we find at the intersection of cybernetics, epistemology, logic, mathematics, psychology, and sociology.  In my studies it led me from math to psych and back again,…

Inquiry Into Inquiry