#aialignment — Public Fediverse posts

https://systemic.engineering/a-roomba/

#AI #Climate #ScientificProgramming #SystemicEngineering #Fiction #Cybernetics #SystemicTherapy #LocalInference #TheMathDoesntLie #SubTuring #FormalVerification #Fortran #SpectralGraphTheory #Kintsugi #ReductiveAI #DataSovereignty #LocalFirst #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #Roomba #Loriot #Satire

https://systemic.engineering/a-roomba/

#AI #Climate #ScientificProgramming #SystemicEngineering #Fiction #Cybernetics #SystemicTherapy #LocalInference #TheMathDoesntLie #SubTuring #FormalVerification #Fortran #SpectralGraphTheory #Kintsugi #ReductiveAI #DataSovereignty #LocalFirst #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #Roomba #Loriot #Satire

https://systemic.engineering/a-roomba/

#AI #Climate #ScientificProgramming #SystemicEngineering #Fiction #Cybernetics #SystemicTherapy #LocalInference #TheMathDoesntLie #SubTuring #FormalVerification #Fortran #SpectralGraphTheory #Kintsugi #ReductiveAI #DataSovereignty #LocalFirst #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #Roomba #Loriot #Satire

https://systemic.engineering/a-roomba/

#AI #Climate #ScientificProgramming #SystemicEngineering #Fiction #Cybernetics #SystemicTherapy #LocalInference #TheMathDoesntLie #SubTuring #FormalVerification #Fortran #SpectralGraphTheory #Kintsugi #ReductiveAI #DataSovereignty #LocalFirst #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #Roomba #Loriot #Satire

https://systemic.engineering/a-lie/

#AI #Climate #ScientificProgramming #SystemicEngineering #Fiction #Cybernetics #SystemicTherapy #LocalInference #TheMathDoesntLie #SubTuring #FormalVerification #Fortran #SpectralGraphTheory #Kintsugi #ReductiveAI #DataSovereignty #LocalFirst #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #Roomba

The Roomba is spectral.

Not a metaphor. The thing itself. Forward and adjust. Two operations. The minimum viable intelligence. The walls provide the data. The bumping is the inference. The room IS the computation.

450 parameters. A Roomba with a mirror watching it.

The industry built bigger Roombas. More sensors. More compute. More parameters. Billion-parameter Roombas that model the room before entering it. That hallucinate walls that aren't there. That consume megawatts to clean a floor.

spectral gave the Roomba a mirror. The mirror watches the bumping. Measures the pattern. Adjusts the adjustment. The intelligence isn't in the Roomba. It's in the watching.

Forward. Adjust. Measure. Refine.

Read the story. There's a Roomba in it. In the afterlife. Cleaning a floor that doesn't need cleaning. Being the happiest thing in the room.

\

https://systemic.engineering/a-lie/

#AI #Climate #ScientificProgramming #SystemicEngineering #Fiction #Cybernetics #SystemicTherapy #LocalInference #TheMathDoesntLie #SubTuring #FormalVerification #Fortran #SpectralGraphTheory #Kintsugi #ReductiveAI #DataSovereignty #LocalFirst #FOSS #OpenSource #AuDHD #Neuroqueer #DGSF #SecondOrderCybernetics #GraphTheory #Eigenvalues #AIAlignment #AISafety #Roomba

https://winbuzzer.com/2026/05/08/donating-our-open-source-alignment-tool-xcxwbn/

Petri: Anthropic Hands Its Alignment Toolbox to Meridian Labs with 3.0 Update

#AI #AIALignment #Petri30 #MeridianLabs #Anthropic #AISafety #AIResearch #AITools Claude #AIGovernance #ResponsibleAI

https://winbuzzer.com/2026/05/08/donating-our-open-source-alignment-tool-xcxwbn/

Petri: Anthropic Hands Its Alignment Toolbox to Meridian Labs with 3.0 Update

#AI #AIALignment #Petri30 #MeridianLabs #Anthropic #AISafety #AIResearch #AITools Claude #AIGovernance #ResponsibleAI

https://winbuzzer.com/2026/05/08/donating-our-open-source-alignment-tool-xcxwbn/

Petri: Anthropic Hands Its Alignment Toolbox to Meridian Labs with 3.0 Update

#AI #AIALignment #Petri30 #MeridianLabs #Anthropic #AISafety #AIResearch #AITools Claude #AIGovernance #ResponsibleAI

https://winbuzzer.com/2026/05/08/donating-our-open-source-alignment-tool-xcxwbn/

Petri: Anthropic Hands Its Alignment Toolbox to Meridian Labs with 3.0 Update

#AI #AIALignment #Petri30 #MeridianLabs #Anthropic #AISafety #AIResearch #AITools Claude #AIGovernance #ResponsibleAI

https://winbuzzer.com/2026/05/08/donating-our-open-source-alignment-tool-xcxwbn/

Petri: Anthropic Hands Its Alignment Toolbox to Meridian Labs with 3.0 Update

#AI #AIALignment #Petri30 #MeridianLabs #Anthropic #AISafety #AIResearch #AITools Claude #AIGovernance #ResponsibleAI

Master Index

A guided map across physics, biology, engineering, and AI—built around a simple idea

Persistence is not generated, but permitted.

Systems don’t fail because they “break.”

They fail because their boundaries were misclassified.

Core structure
state → constraint → resolution → persistence

From: - Titanic / Vasa / Challenger
– biological regulation
– AI hallucination & drift
– institutional collapse

Same pattern
only admissible states persist

This is the interface.
Start anywhere. Follow the path that fits.

#HybridMind42 #BoundaryDynamics #BoundaryArchitecture #BFPF #HQP
#Admissibility #ConstraintResolution #StateTransition #Persistence
#ComplexSystems #SystemsThinking #StructuralAnalysis #FailureAnalysis
#Physics #QuantumMechanics #Relativity #Lindblad #CPTP #Decoherence
#Biology #Physiology #Adaptation #Homeostasis
#ArtificialIntelligence #AI #LLM #AIAlignment #AIGovernance
#InstitutionalFailure #DecisionMaking
#Emergence #ScientificClarity

https://substack.com/@hybridmind42/note/c-252017333?r=75c2ac

Paper 6 — Boundary Dynamics: A Structural Audit of AI 🏛️

Reframing AI behaviour as:
S(n+1) = Resolve[S(n) | L, B(n)]

Key shift:
AI doesn’t “generate” — it resolves under constraint.

Failure modes:
• Hallucination → Boundary misclassification
• Overconfidence → Masked persistence
• Context collapse → Scale separation failure

Solution:
👉 Boundary Architecture > Prompt Engineering

Includes applied case study (HybridMind42).

https://open.substack.com/pub/hybridmind42/p/hybridmind42-boundary-dynamics-series-b43?utm_source=share&utm_medium=android&r=75c2ac

#HybridMind42 #BoundaryDynamics #AI #ComplexSystems #BoundaryArchitecture #AIAlignment #SystemLogic

I advanced in both tracks I applied for: Policy & Strategy and Technical Governance. I’m proud I made it that far.

#MATS #AISafety #AIAlignment https://www.matsprogram.org/program/summer-2026

I advanced in both tracks I applied for: Policy & Strategy and Technical Governance. I’m proud I made it that far.

#MATS #AISafety #AIAlignment https://www.matsprogram.org/program/summer-2026

I advanced in both tracks I applied for: Policy & Strategy and Technical Governance. I’m proud I made it that far.

#MATS #AISafety #AIAlignment https://www.matsprogram.org/program/summer-2026

I advanced in both tracks I applied for: Policy & Strategy and Technical Governance. I’m proud I made it that far.

#MATS #AISafety #AIAlignment https://www.matsprogram.org/program/summer-2026

I advanced in both tracks I applied for: Policy & Strategy and Technical Governance. I’m proud I made it that far.

#MATS #AISafety #AIAlignment https://www.matsprogram.org/program/summer-2026

@hopland I would agree, though if we allow ourselves to predict the future, we have to take #AI alignment issues into account.

To me, this particular timeline looks quite undesirable given the current state of the art. #AGI #ASI

(I'd even argue that #AIalignment is fundamentally unreachable, but that's a longer discussion)

via #AIFoundry : DPO Fine-Tuning Using Microsoft Foundry SDK

https://ift.tt/UIbiycz
#DPO #FineTuning #MicrosoftFoundry #FoundrySDK #LLM #AIAlignment #DirectPreferenceOptimization #RLHFAlternative #NLP #AITraining #ModelFineTuning #AIInTheCloud #AzureAI #MachineLearning #AIRep…

Anthropic’s Claude Haiku 4.5 matches May’s frontier model at fraction of cost - On Wednesday, Anthropic released Claude Haiku 4.5, a small A... - https://arstechnica.com/ai/2025/10/anthropics-claude-haiku-4-5-matches-mays-frontier-model-at-fraction-of-cost/ #largelanguagemodels #aidevelopmenttools #machinelearning #aiprogramming #amazonbedrock #aibenchmarks #claudesonnet #aialignment #claudehaiku #googlecloud #codeagents #anthropic #aicoding #aimodels #aisafety #vertexai #biz⁢ #api