Jetson-Symbolics + Neuromorphics

Integrating Symbolic AI Programming and Neuromorphic Modeling for Edge Research Laboratories with NVIDIA Jetson, DGX Spark, and GPU-based Deep Neural Network Systems

AI Lab Notes

• Why Use Robot Brains? Historical Reflections on the Science of Artificial Intelligence and Global Commercial Bubbles
• Updates 2025 - Latest Jetson CLIPS binaries - - - GraalVM 23 for Linux aarch64

1. Adding symbolic AI programming to Jetson deep neural network development systems
2. Making symbolic AI programming (and other things) 'go-faster' on Jetsons with GraalVM and grCUDA
3. Bringing up the AI Lab symbolic software suite on Jetson AGX Orin: To Graal and beyond
4. Research Reviews -- Neuro-Symbolic Artificial Intelligence: The State of the Art, IOS Press, 2021. Compendium of Neurosymbolic AI, IOS Press, 2023.
5. Gedankenexperiment 1: Ontologies for semantic linking with deep neural network identifications of neuroanatomical structures in brain magnetic resonance images
6. Integrating MONAI imaging: Adding a new OSS build chain for neurosymbolic fusion
7. Beyond artificial 'neural networks': Adding neuromorphic computing capabilities
8. Biological neurons as networked analog computers: Thinking analog for new realtime hybrid neuromorphic processing models
9. Controlling dynamic neuronal modeling hardware: Gearing up for Arduino microcontrollers and all THAT analog modeling - Autumn-Winter 2023 updates
10. 2022 Holidays break reading and homework - - Analog and hybrid computing, controllers, and the Grand Central Express to Jupyter (NeuroSim Notebooks)
11. Sorting the IDEs of MCUs, from AVRs to ARMs
12. Cellular automata, Turing machines, and the Game of Life with Jetson CLIPS
13. ARM Cortex M0+ analog spiking neocortical microcircuit modeling with M4F hybrid controller and AGX Orin DK simulation programming
14. Functional characteristics of local modules in microcontroller-based neocortical microcircuit models: Cellular neural networks theory revisited
15. Hybrid Controller - Analog synaptic programming interface design
16. Integrating Circuit Python microcontrollers with the Jetson AGX Orin lab computing development environment - Mu Editor update and CPX pulse rate data acquisition
17. 2024 Compendium of references and compatible open source software links for the Jetson AGX Orin
18. Edge lab tools for teaching AI/CV basics, physical computing, and robotics in high school - Building workstations with easy real-time access to Jetson-Inference DNN binaries for teachers and students
19. Jetson RBTX: Intelligent lab microcontrollers and robotic data systems development
20. Expanding Jetson DAQ: Beyond CV with extra sensory data streams
21. Cognitive modeling with ACT-R - More Python resources for neurosymbolics on Jetson
22. MatLab revisited: From DNN building to DynaSym and Octave, neuromorphic modeling, analog data acquisition, and signal processing
23. Jetson Generative AI Lab container debut on AGX Orin 64: Stable Diffusion, LLaVA, LLaMa2
24. Chats with Doctor Anatomy - Core anatomical knowledge in an open source large language model
25. Reevaluating Python-based DNN and neuromorphic simulations with Nengo
26. Yale Neuron - Building neuromorphic simulations with Python on AGX Orin DK
27. Application Note: Analog/Hybrid Physical Computing Approaches to Neuromorphic Cortical Microcircuit Modeling
28. Finite-State Machine Automata and Neuromorphic Neural Networks
29. Beyond Automata: Intelligent agents, network models, and the view from Python Mesa
30. Owlready2 revisited: Python methods for neurosymbolic ontology integration
31. CLIPSPY revisited: CLIPS symbolic programing and execution with Python
32. DeepImageJ and connecting scientific image processing with deep learning
33. NVIDIA Project DIGITS introduced as DGX Spark: PetaOps range modeling for the edge desktop -- DGX Spark User Guide -- Spark-Symbolics + Neuromorphics
34. AGX Thor Developer Kit - Thor has landed - User Guide - AI Lab Software Installations
35. ELIZA's Grandchildren and Computational Psychiatry on the Edge in 2025
36. Ollama Server runs most available open source LLMs on AGX Orin - Comparing models' operational capabilities for computational anatomy tasks
37. Assessing Ollama Functional Knowledge in Its Most Capable Coder LLMs
38. Neurosymbolics 0 - Analyzing and Transforming Symbolic Applications with Large Language Models
39. What 7920's GPT-OSS has to say about being an AI Lab amanuensis
40. Conversations with Thor: Exploring Autonomous Machine Inference and Reasoning Behaviors
41. Also Sprach Orin: Exploring Neuromorphic and Hybrid Computing Models
42. Edge Computer Visions 1: Emergent infinity tunnels and other physical computing phenomena
43. Parse this: Reifying neuro-symbolic neuromorphic AI
44. Polymorphic Neural Systems: Integrating multiple structural paradigms for new autonomous machines
45. AGX Orin Dev Kit A/V Exoskeleton: Supporting sound and vision
46. Toward a silicon amanuensis? Reflections on personal research lab HPC+AI in the Age of Big Data Sciences and Teams in The Cloud
47. The Neuroscientist's Edge HPC: Workstation RTX GPUs, AGX Orin + Neurosymbolic and Neurobiological Modeling and Imaging Tools
48. LXXV and counting: Neuromorphic development as a Diamond-Scheibel gero-protective agent/process
49. Ontogenesis: Legacy computing technology and artificial intelligence publications

=---> Anatomical reasoning and pose analysis, on the way to neurosymbolic applications

Canonical neocortex microcircuits - Anatomical Processing Units

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