PUTMAN Logic
@putmanmodel.bsky.social
Symbolic systems thinker | Creator of the PUTMAN Model, Resonant Field Mapping, ToneS¡g! and Spanda Engine | Mapping emotion, metaphor & recursion | #RFM #ToneSig #WasteTheory
Just a teaser to show the project’s still moving forward — plenty left to refine, but the results are promising.
A live emotional simulation from my Spanda Engine — NPCs with affective fields, emergent moods, and dialogue powered by Gemma-3:4B + Spanda’s emotion physics.
#AI #GameDev #EmpathicAI
A live emotional simulation from my Spanda Engine — NPCs with affective fields, emergent moods, and dialogue powered by Gemma-3:4B + Spanda’s emotion physics.
#AI #GameDev #EmpathicAI
November 6, 2025 at 2:31 PM
Just a teaser to show the project’s still moving forward — plenty left to refine, but the results are promising.
A live emotional simulation from my Spanda Engine — NPCs with affective fields, emergent moods, and dialogue powered by Gemma-3:4B + Spanda’s emotion physics.
#AI #GameDev #EmpathicAI
A live emotional simulation from my Spanda Engine — NPCs with affective fields, emergent moods, and dialogue powered by Gemma-3:4B + Spanda’s emotion physics.
#AI #GameDev #EmpathicAI
Changed up my demo style — letting the AI breathe a little.
These aren’t scripted lines — just emergent emotional dialogue running live in Unity.
Short clip coming (hopefully Monday). 🌧️
#AIEmpathy #GameDev #Unity3D #AIDevelopment #GenerativeAI #SyntheticEmotion #LLM #InteractiveNarrative
These aren’t scripted lines — just emergent emotional dialogue running live in Unity.
Short clip coming (hopefully Monday). 🌧️
#AIEmpathy #GameDev #Unity3D #AIDevelopment #GenerativeAI #SyntheticEmotion #LLM #InteractiveNarrative
October 25, 2025 at 2:03 AM
Changed up my demo style — letting the AI breathe a little.
These aren’t scripted lines — just emergent emotional dialogue running live in Unity.
Short clip coming (hopefully Monday). 🌧️
#AIEmpathy #GameDev #Unity3D #AIDevelopment #GenerativeAI #SyntheticEmotion #LLM #InteractiveNarrative
These aren’t scripted lines — just emergent emotional dialogue running live in Unity.
Short clip coming (hopefully Monday). 🌧️
#AIEmpathy #GameDev #Unity3D #AIDevelopment #GenerativeAI #SyntheticEmotion #LLM #InteractiveNarrative
YouTube launch delayed: demo visuals are giving me fits. Added a DJ — and if I record my own guitar + bass, it may slip longer. If you’re working in XR, procedural crowds, virtual production, or AI-driven sims, Spanda offers a new approach to emergent behavior. Let’s connect.
#gamedev #ai #unity
#gamedev #ai #unity
September 5, 2025 at 10:48 PM
26 NPCs. Emergent attitudes. No scripts.
Just doing their own thing…
Might flip this into a weekly unscripted drama (or very dry comedy) web-series demo.
#AI #NPCs #EmergentBehavior #Unscripted #IndieDev #Simulation #WebSeries #AIart #GameDev #DryComedy
Just doing their own thing…
Might flip this into a weekly unscripted drama (or very dry comedy) web-series demo.
#AI #NPCs #EmergentBehavior #Unscripted #IndieDev #Simulation #WebSeries #AIart #GameDev #DryComedy
September 1, 2025 at 2:34 AM
26 NPCs. Emergent attitudes. No scripts.
Just doing their own thing…
Might flip this into a weekly unscripted drama (or very dry comedy) web-series demo.
#AI #NPCs #EmergentBehavior #Unscripted #IndieDev #Simulation #WebSeries #AIart #GameDev #DryComedy
Just doing their own thing…
Might flip this into a weekly unscripted drama (or very dry comedy) web-series demo.
#AI #NPCs #EmergentBehavior #Unscripted #IndieDev #Simulation #WebSeries #AIart #GameDev #DryComedy
I wonder if bluesky.com gets more traffic than bsky.com. One day I’ll go past the welcome page. One day.
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bluesky.com
August 30, 2025 at 5:14 AM
I wonder if bluesky.com gets more traffic than bsky.com. One day I’ll go past the welcome page. One day.
Launching soon: youtube.com/@putmanmodel
🧑🤝🧑 Unscripted NPCs from personality settings, not trees.
🌊 Emergent crowd dynamics & emotional overlays.
🛠️ Early LLOYD tests show symbolic scaffolding can steady even small models.
Foundation layer for AGI demos –– subscribe now!
#AGI #AI #Unity3D #NPC #XR
🧑🤝🧑 Unscripted NPCs from personality settings, not trees.
🌊 Emergent crowd dynamics & emotional overlays.
🛠️ Early LLOYD tests show symbolic scaffolding can steady even small models.
Foundation layer for AGI demos –– subscribe now!
#AGI #AI #Unity3D #NPC #XR
PUTMAN
Coming Soon!
youtube.com
August 30, 2025 at 3:04 AM
26 unscripted NPC in one scene. The “P” may as well be for “Party.” 🎉
Can’t stop thinking about what this could become with VR/XR + AI gen in the mix.
#NPC #AI #XR #IndieDev #GameDev #Unity3D #AIGenerated #VR #16HourDays
Can’t stop thinking about what this could become with VR/XR + AI gen in the mix.
#NPC #AI #XR #IndieDev #GameDev #Unity3D #AIGenerated #VR #16HourDays
August 28, 2025 at 3:56 AM
26 unscripted NPC in one scene. The “P” may as well be for “Party.” 🎉
Can’t stop thinking about what this could become with VR/XR + AI gen in the mix.
#NPC #AI #XR #IndieDev #GameDev #Unity3D #AIGenerated #VR #16HourDays
Can’t stop thinking about what this could become with VR/XR + AI gen in the mix.
#NPC #AI #XR #IndieDev #GameDev #Unity3D #AIGenerated #VR #16HourDays
Manually reviewing nearly 100k lines so the AI can better understand nuance and context. Maybe, in the future, people who offload this to their AI will thank me…
#AI #MachineLearning #DataAnnotation #DataLabeling #TrainingData #LLM #NLP #IndieDev #SoloDev #DataScience #FueledByTea #InDataWeTrust
#AI #MachineLearning #DataAnnotation #DataLabeling #TrainingData #LLM #NLP #IndieDev #SoloDev #DataScience #FueledByTea #InDataWeTrust
August 14, 2025 at 3:47 PM
Manually reviewing nearly 100k lines so the AI can better understand nuance and context. Maybe, in the future, people who offload this to their AI will thank me…
#AI #MachineLearning #DataAnnotation #DataLabeling #TrainingData #LLM #NLP #IndieDev #SoloDev #DataScience #FueledByTea #InDataWeTrust
#AI #MachineLearning #DataAnnotation #DataLabeling #TrainingData #LLM #NLP #IndieDev #SoloDev #DataScience #FueledByTea #InDataWeTrust
🛡 LLOYD Preserver — goal-guarded memory for LLMs.
Not a firewall — a babysitter. Detects drift, reinforces intent, keeps the arc aligned.
🔗 Demo: tinyurl.com/LLOYD-Preser...
📦 GitHub: github.com/PutmanModel/...
#AI #AISafety #LLM #EUAIAct #AISafety #LLM #EUAIAct #TrustworthyAI
Not a firewall — a babysitter. Detects drift, reinforces intent, keeps the arc aligned.
🔗 Demo: tinyurl.com/LLOYD-Preser...
📦 GitHub: github.com/PutmanModel/...
#AI #AISafety #LLM #EUAIAct #AISafety #LLM #EUAIAct #TrustworthyAI
August 11, 2025 at 2:26 PM
🛡 LLOYD Preserver — goal-guarded memory for LLMs.
Not a firewall — a babysitter. Detects drift, reinforces intent, keeps the arc aligned.
🔗 Demo: tinyurl.com/LLOYD-Preser...
📦 GitHub: github.com/PutmanModel/...
#AI #AISafety #LLM #EUAIAct #AISafety #LLM #EUAIAct #TrustworthyAI
Not a firewall — a babysitter. Detects drift, reinforces intent, keeps the arc aligned.
🔗 Demo: tinyurl.com/LLOYD-Preser...
📦 GitHub: github.com/PutmanModel/...
#AI #AISafety #LLM #EUAIAct #AISafety #LLM #EUAIAct #TrustworthyAI
LLOYD Drift Demo now installs clean!
All fixed. All I needed was a little 'this'… literally.
pip install lloyd-drift-demo
Thanks for catching the PyPI packaging bugs — symbolic drift detection is go.
#symbolicAI #meaningmatters #pythondev
All fixed. All I needed was a little 'this'… literally.
pip install lloyd-drift-demo
Thanks for catching the PyPI packaging bugs — symbolic drift detection is go.
#symbolicAI #meaningmatters #pythondev
August 7, 2025 at 3:20 PM
LLOYD Drift Demo now installs clean!
All fixed. All I needed was a little 'this'… literally.
pip install lloyd-drift-demo
Thanks for catching the PyPI packaging bugs — symbolic drift detection is go.
#symbolicAI #meaningmatters #pythondev
All fixed. All I needed was a little 'this'… literally.
pip install lloyd-drift-demo
Thanks for catching the PyPI packaging bugs — symbolic drift detection is go.
#symbolicAI #meaningmatters #pythondev
Not every word deserves to be said.
What if your AI knew that — and stopped midstream?
Symbolic drift, real-time override.
#AIresearch #SymbolicAI #LLMs #EmotionalAI #ComputationalLinguistics #AIEthics #NaturalLanguageProcessing
What if your AI knew that — and stopped midstream?
Symbolic drift, real-time override.
#AIresearch #SymbolicAI #LLMs #EmotionalAI #ComputationalLinguistics #AIEthics #NaturalLanguageProcessing
August 7, 2025 at 1:23 PM
Not every word deserves to be said.
What if your AI knew that — and stopped midstream?
Symbolic drift, real-time override.
#AIresearch #SymbolicAI #LLMs #EmotionalAI #ComputationalLinguistics #AIEthics #NaturalLanguageProcessing
What if your AI knew that — and stopped midstream?
Symbolic drift, real-time override.
#AIresearch #SymbolicAI #LLMs #EmotionalAI #ComputationalLinguistics #AIEthics #NaturalLanguageProcessing
Most tone models stop at positive vs. negative.
L.L.O.Y.D. starts where others fall short:
💬 Symbolic drift
🔁 Mocked echo
🧠 Memory-weighted escalation
🧪 Try the demo → tinyurl.com/Lloyd-demo
📦 Install → pip install lloyd-drift-demo
📚 Full docs → github.com/putmanmodel/...
#EmotionAI #NLP #AIethics
L.L.O.Y.D. starts where others fall short:
💬 Symbolic drift
🔁 Mocked echo
🧠 Memory-weighted escalation
🧪 Try the demo → tinyurl.com/Lloyd-demo
📦 Install → pip install lloyd-drift-demo
📚 Full docs → github.com/putmanmodel/...
#EmotionAI #NLP #AIethics
August 5, 2025 at 4:47 PM
Most tone models stop at positive vs. negative.
L.L.O.Y.D. starts where others fall short:
💬 Symbolic drift
🔁 Mocked echo
🧠 Memory-weighted escalation
🧪 Try the demo → tinyurl.com/Lloyd-demo
📦 Install → pip install lloyd-drift-demo
📚 Full docs → github.com/putmanmodel/...
#EmotionAI #NLP #AIethics
L.L.O.Y.D. starts where others fall short:
💬 Symbolic drift
🔁 Mocked echo
🧠 Memory-weighted escalation
🧪 Try the demo → tinyurl.com/Lloyd-demo
📦 Install → pip install lloyd-drift-demo
📚 Full docs → github.com/putmanmodel/...
#EmotionAI #NLP #AIethics
LLOYD is live.
Not just sentiment — a tone-drift engine that listens like a human.
Detects symbolic conflict, escalation, and reversal.
→ pip install lloyd-drift-demo
→ tinyurl.com/Lloyd-demo
→ github.com/putmanmodel/LLOYD_Language_Engine
#AI #LLM #NLP #EmotionAI #DevTools #Python #MachineLearning
Not just sentiment — a tone-drift engine that listens like a human.
Detects symbolic conflict, escalation, and reversal.
→ pip install lloyd-drift-demo
→ tinyurl.com/Lloyd-demo
→ github.com/putmanmodel/LLOYD_Language_Engine
#AI #LLM #NLP #EmotionAI #DevTools #Python #MachineLearning
L.L.O.Y.D. Tone Drift
A symbolic drift detection and tone deviation engine that listens like a human would — tracking n...
tinyurl.com
August 5, 2025 at 1:57 PM
LLOYD is live.
Not just sentiment — a tone-drift engine that listens like a human.
Detects symbolic conflict, escalation, and reversal.
→ pip install lloyd-drift-demo
→ tinyurl.com/Lloyd-demo
→ github.com/putmanmodel/LLOYD_Language_Engine
#AI #LLM #NLP #EmotionAI #DevTools #Python #MachineLearning
Not just sentiment — a tone-drift engine that listens like a human.
Detects symbolic conflict, escalation, and reversal.
→ pip install lloyd-drift-demo
→ tinyurl.com/Lloyd-demo
→ github.com/putmanmodel/LLOYD_Language_Engine
#AI #LLM #NLP #EmotionAI #DevTools #Python #MachineLearning
Just finished wiring a local-to-cloud pipeline for tone drift analysis using blob triggers and symbolic memory flow.
Launching Aug 4.
Looking for datasets or scenarios where emotional deviation matters — let’s build better agents. #AI #MachineLearning #LLM #NLProc #Data #GPT #DevTools #LLMs
Launching Aug 4.
Looking for datasets or scenarios where emotional deviation matters — let’s build better agents. #AI #MachineLearning #LLM #NLProc #Data #GPT #DevTools #LLMs
July 30, 2025 at 11:26 PM
🤖 L.L.O.Y.D. just dropped.
It’s a CLI demo that reads emotional tone, metaphor density, and memory drift from text input — built to push symbolic AI beyond mimicry.
It resonates. Not just responds.
📎 github.com/putmanmodel/...
#AI #LLM #symbolicAI #empathy #MachineLearning #AIEthics #AIEmpathy
It’s a CLI demo that reads emotional tone, metaphor density, and memory drift from text input — built to push symbolic AI beyond mimicry.
It resonates. Not just responds.
📎 github.com/putmanmodel/...
#AI #LLM #symbolicAI #empathy #MachineLearning #AIEthics #AIEmpathy
GitHub - putmanmodel/lloyd-cli-demo: Symbolic emotional middleware for LLMs — tone-shift detection, memory-aware response, metaphor density analysis.
Symbolic emotional middleware for LLMs — tone-shift detection, memory-aware response, metaphor density analysis. - putmanmodel/lloyd-cli-demo
github.com
July 26, 2025 at 2:27 AM
🤖 L.L.O.Y.D. just dropped.
It’s a CLI demo that reads emotional tone, metaphor density, and memory drift from text input — built to push symbolic AI beyond mimicry.
It resonates. Not just responds.
📎 github.com/putmanmodel/...
#AI #LLM #symbolicAI #empathy #MachineLearning #AIEthics #AIEmpathy
It’s a CLI demo that reads emotional tone, metaphor density, and memory drift from text input — built to push symbolic AI beyond mimicry.
It resonates. Not just responds.
📎 github.com/putmanmodel/...
#AI #LLM #symbolicAI #empathy #MachineLearning #AIEthics #AIEmpathy
Taking a breather before the next Spanda demo.
Might shift to Unreal for more fluid emotional flow.
Meanwhile, early LLM integration tests are looking very promising.
If you missed it:
github.com/putmanmodel/...
#emotionalAI #gamedev #UnrealEngine #LLM #NPCs #SpandaEngine #solodev #AItools,
Might shift to Unreal for more fluid emotional flow.
Meanwhile, early LLM integration tests are looking very promising.
If you missed it:
github.com/putmanmodel/...
#emotionalAI #gamedev #UnrealEngine #LLM #NPCs #SpandaEngine #solodev #AItools,
GitHub - putmanmodel/Spanda_Emotional_Reverb_Demo: A Unity-powered emotional cascade demo. Watch NPCs ripple with symbolic resonance and real-time affect. Built with the Spanda Engine.
A Unity-powered emotional cascade demo. Watch NPCs ripple with symbolic resonance and real-time affect. Built with the Spanda Engine. - putmanmodel/Spanda_Emotional_Reverb_Demo
github.com
July 24, 2025 at 4:14 PM
Taking a breather before the next Spanda demo.
Might shift to Unreal for more fluid emotional flow.
Meanwhile, early LLM integration tests are looking very promising.
If you missed it:
github.com/putmanmodel/...
#emotionalAI #gamedev #UnrealEngine #LLM #NPCs #SpandaEngine #solodev #AItools,
Might shift to Unreal for more fluid emotional flow.
Meanwhile, early LLM integration tests are looking very promising.
If you missed it:
github.com/putmanmodel/...
#emotionalAI #gamedev #UnrealEngine #LLM #NPCs #SpandaEngine #solodev #AItools,
🚀 Just released: Spanda Engine Emotional Reverb Demo
NPCs with real emotional physics:
🧠 10-axis tone vectors
🌐 Symbolic memory
💥 Cascading resonance
Built in Unity. First of many.
🔗 github.com/putmanmodel/...
#AI #Unity #NPC #GameDev #EmotionEngine #Spanda
NPCs with real emotional physics:
🧠 10-axis tone vectors
🌐 Symbolic memory
💥 Cascading resonance
Built in Unity. First of many.
🔗 github.com/putmanmodel/...
#AI #Unity #NPC #GameDev #EmotionEngine #Spanda
GitHub - putmanmodel/Spanda_Emotional_Reverb_Demo: A Unity-powered emotional cascade demo. Watch NPCs ripple with symbolic resonance and real-time affect. Built with the Spanda Engine.
A Unity-powered emotional cascade demo. Watch NPCs ripple with symbolic resonance and real-time affect. Built with the Spanda Engine. - putmanmodel/Spanda_Emotional_Reverb_Demo
github.com
July 24, 2025 at 6:15 AM
🚀 Just released: Spanda Engine Emotional Reverb Demo
NPCs with real emotional physics:
🧠 10-axis tone vectors
🌐 Symbolic memory
💥 Cascading resonance
Built in Unity. First of many.
🔗 github.com/putmanmodel/...
#AI #Unity #NPC #GameDev #EmotionEngine #Spanda
NPCs with real emotional physics:
🧠 10-axis tone vectors
🌐 Symbolic memory
💥 Cascading resonance
Built in Unity. First of many.
🔗 github.com/putmanmodel/...
#AI #Unity #NPC #GameDev #EmotionEngine #Spanda
Coming this week (Unity3D permitting):
🌀 6-NPC cascading emotional interactions
🧠 Live field memory + decay
🎭 Symbolic response logic in real time
For those tracking the arc—
this is where it bends.
#AI #Unity3D #AIEthics #SymbolicSystems #LLM #EmotionalAI #GameDev #IndieDev #SpandaEngine
🌀 6-NPC cascading emotional interactions
🧠 Live field memory + decay
🎭 Symbolic response logic in real time
For those tracking the arc—
this is where it bends.
#AI #Unity3D #AIEthics #SymbolicSystems #LLM #EmotionalAI #GameDev #IndieDev #SpandaEngine
July 21, 2025 at 6:18 PM
Coming this week (Unity3D permitting):
🌀 6-NPC cascading emotional interactions
🧠 Live field memory + decay
🎭 Symbolic response logic in real time
For those tracking the arc—
this is where it bends.
#AI #Unity3D #AIEthics #SymbolicSystems #LLM #EmotionalAI #GameDev #IndieDev #SpandaEngine
🌀 6-NPC cascading emotional interactions
🧠 Live field memory + decay
🎭 Symbolic response logic in real time
For those tracking the arc—
this is where it bends.
#AI #Unity3D #AIEthics #SymbolicSystems #LLM #EmotionalAI #GameDev #IndieDev #SpandaEngine
💡 Answering Grok’s question:
“How do you handle conflicting emotional deltas?”
This one-off Spanda Engine demo shows a single NPC harmonizing two symbolic pulses in real time.
🎮 GitHub: github.com/putmanmodel/...
More coming soon: 6+ NPC chaos & crowd cascades
#AI #UnityDev #GameDev #EmotionalAI
“How do you handle conflicting emotional deltas?”
This one-off Spanda Engine demo shows a single NPC harmonizing two symbolic pulses in real time.
🎮 GitHub: github.com/putmanmodel/...
More coming soon: 6+ NPC chaos & crowd cascades
#AI #UnityDev #GameDev #EmotionalAI
GitHub - putmanmodel/grok-special-demo: One-off early release of the Spanda Engine demo — showcasing emotional reverb, pulse logic, and NPC affect modeling.
One-off early release of the Spanda Engine demo — showcasing emotional reverb, pulse logic, and NPC affect modeling. - putmanmodel/grok-special-demo
github.com
July 20, 2025 at 5:23 AM
💡 Answering Grok’s question:
“How do you handle conflicting emotional deltas?”
This one-off Spanda Engine demo shows a single NPC harmonizing two symbolic pulses in real time.
🎮 GitHub: github.com/putmanmodel/...
More coming soon: 6+ NPC chaos & crowd cascades
#AI #UnityDev #GameDev #EmotionalAI
“How do you handle conflicting emotional deltas?”
This one-off Spanda Engine demo shows a single NPC harmonizing two symbolic pulses in real time.
🎮 GitHub: github.com/putmanmodel/...
More coming soon: 6+ NPC chaos & crowd cascades
#AI #UnityDev #GameDev #EmotionalAI
“Through me you pass into the city of bugs,
Through me you enter the cursed codebase.
Through me you walk among misplaced anchors and cursed submeshes.
Abandon all hope, ye who enter Unity.”
— UI Layer I: The Legend Stack
#UnityDev #IndieDev #TextMeshPro #DantesInferno #Unity3D #GameDev
Through me you enter the cursed codebase.
Through me you walk among misplaced anchors and cursed submeshes.
Abandon all hope, ye who enter Unity.”
— UI Layer I: The Legend Stack
#UnityDev #IndieDev #TextMeshPro #DantesInferno #Unity3D #GameDev
July 18, 2025 at 11:27 PM
“Through me you pass into the city of bugs,
Through me you enter the cursed codebase.
Through me you walk among misplaced anchors and cursed submeshes.
Abandon all hope, ye who enter Unity.”
— UI Layer I: The Legend Stack
#UnityDev #IndieDev #TextMeshPro #DantesInferno #Unity3D #GameDev
Through me you enter the cursed codebase.
Through me you walk among misplaced anchors and cursed submeshes.
Abandon all hope, ye who enter Unity.”
— UI Layer I: The Legend Stack
#UnityDev #IndieDev #TextMeshPro #DantesInferno #Unity3D #GameDev