    (VC-PILOT)   MUM-T  :      
 


       VC-PILOT,       (MUM-T)       ().  ,        ,        .    ,    :  ,     .  ,                  .   ,  ,   ,        .





 

    (VC-PILOT)   MUM-T  :      





:      


  MUM-T (Manned-Unmanned Teaming)    ,     .  : 7080%       ,    .  ,      ,   ,       ,        .

     :    ,   ,        .    ,   ,  :

1. MUM-T      

2.  (   )     

           ,       .




 I.  :     



    MUM-T

      MUM-T   - .

  :

-    (, , , )

-    (, ,  )

-     (, , )

-      (, ,  )

-    ( , , )

-             

         ,   7  2  .      .

 :  MUM-T          .     ,  ,      :

-        

-       ,        

-          :   


     

           .           :

 :     (deskilling).

    ,      .   .                    .

 :     (automation bias).

     ,         ,       ,    ,     .

 :    .

     ,   .     :    ,   ,    .       .

 MUM-T    .  :             .

     .    .




 II.       



       ,  

       .  . ,       ,    ,        ,    ,    .

      ,    .

   :

- 

- 

-    

- 

- - 

- 

-  

 , ,    ,    :      .

          ,   ,  ,         .


    

    ,   ,  ,   :    .

 ,   ,         .         .  -    (, , , ),   .

 ,           .      ,     .       ,           .

 :      ,         .

 MUM-T    :

    ,   .     ,   .    ,   ,      .    .

       , ,         .     .   ,    ,   .


      

      ,      :

|  |  |    | ACT-R  |

|   | ,  ,    |  ,      |  G,  :egs,      |

|   | ,  ,    |      |  G,  :egs  ,      |

|   |    ,     |    ,  |  ,    |

|   |   ,    |       |  ,  |

|   |  ,   |  ,   |     ,  G |

  ACT-R    :

-   : ,     ,   .       ,   ( :egs)        .

-   :       ,             .

          ,   . ,   ,      ,   ,      -  .




 III. VC-PILOT:   



  

VC-PILOT (Virtual Cognitive Pilot)     ,     .      :

 1: Digital Mirror Twin ( )

  .         ,  , ,              .

     .      .       ,   ,     .   ,       ,  ,  ,  .           .

 2: Virtual Configurable Pilot (  )

 .        ,   .        ,        .

     .           ,  ,       ,    .

      . ,      Virtual Configurable Pilot,     Digital Mirror Twin.         .


ACT-R   

  VC-PILOT  ACT-R (Adaptive Control of Thought  Rational)   . ACT-R    ,     :

  ( )

-        ,   

-        ,  

-               ,    

  ( )

-          , , 

-   ,      ,  ,     

-              ,    

 ,  ACT-R      ,    ,       .


OWL/JSON-LD :    

ACT-R     .      ?    ,   , ,  ,   ?

  .

VC-PILOT  ACT-R  OWL/JSON-LD . OWL (Web Ontology Language)       ,    . JSON-LD         .

   ?

1.   .      ,    .  ,   ,   ,  .

2.    .          .     ?  .

3.   .          .


   

       ACT-R     .   ,   , , .     ,   MUM-T,    ,   .

VC-PILOT            .     ,       .

:

1.      

2.           ACT-R

3.        (, ,  )

4.             ACT-R


     

       .    :    ? VC-PILOT  .   .

 :   

       .  VC-PILOT       ACT-R   .

,       ,        .     ,    ,     (SEEV-).

 :   

            ACT-R:

-  G (goal activation) ,       .            ,   .

-  W (working memory capacity) ,       .         ,   .

-  :egs (utility noise)       .         ,        .

 :     

     ,   ACT-R  ,       ,     .

  ,         .   :

-  G  ( )

-  W  (  )

-  :egs  ( )

-      




 IV.  :    



  

     :  ?   ? -,     . -,   ,      . -,      .

    .    .

  VC-PILOT       :

|  |   |   |

|  |   |  ,  , ,  |

|  |   () | -, -, -, - |

|  |   (HRV) |  , , LF/HF ratio |

|  |   | ,  , ,   |

|  |   (EDA) |  SCL,  ,  SCR |

   .             .            ,     .


 

      .  ,   ,     ,         .

|  |   |    |

|   |  ,    |  |

|   |    |  |

|   |   |  |

|   |    |  |

|    |      |   |

 :  ,    ,      .


-

        .           .  ,       .

|  |  |     |

|  | 37  |  , ,  .    |

|  | 812  |    .    (-) |

|  | 1329  |   , .    |

|  | >30  |  ,    |

            --   -.  ,      ,       .


   (HRV)

     ,  HRV      .

|  |   |    |

| SDNN |   |  |

| RMSSD |   |  |

| pNN20/pNN50 |      >20/50  |  |

| LF/HF ratio | -  |  |

        ,   HRV .


   

      .       ,   :

 1:        .

 2:          (  ,  , - ).

 3:      :

-  ( )    ,  ,  ,  HRV,  -  

-  ( )   ,  ,   HRV,  -

-           

-     ,     

 4:    :

1.   ()     

2.   (  )    

3. -         

 5:    :

1.      

2.      

3. Ƹ       

4.       




 V.     



:   

  ,          ,   .      :

 ()

-     

-      

-    

-   ACT-R:   G,  :egs

 ()

-    

-  

-    

-   ACT-R:  G,  W,   :egs


      

    :

|  |   |  |

|  |       |    |

|   |    |  ,   |

|   |    |    |


 

VC-PILOT      / :

|  |  |  |

| 0:  |  ,   |    |

| 1:   |  ,    | ˸  |

| 2: Ƹ  |  ,   |    |

| 3:   |   ,   |    |


 

    ,          ,    .

 1:   .

      ,  .      ,       30%.        30 .

 2:     .

    .        ,    .

 3:     .

            .

 4:    .

             ,  ;    ,   .




 VI.   :    



  Intent-Driven Control

   MUM-T   .   90 .   5000 .     .     ,      ,    .

      .         .    90    .

    .    .

 Intent-Driven Control        .     ,    ,     .


 

   Intent-Driven Control          :

 :  

    LLM-,    .     ,      ,  ,  .         ,      .

    .  : -   ? (    )

-   ? ( ,  ,  )

-  ? (  ,   )

 :    

     ,          .     ,     .

              .           .


RAG   RAG

  ,    ?   Retrieval-Augmented Generation (RAG)   :

Feature RAG           .

State RAG          .

 RAG       .        , RAG     .            ,    .

 RAG         ,      .  ,          .  ,        ,     .


 Agentic Command Assistant

Agentic Command Assistant     :

|  |  |   |

| - |   ,     | ,    ,     |

| - |      |    ,   |

| - |      |    ,    |

| - |      |  ,   |




 VII.     



 

       :     ,     .      ,     : ,    ,   .

      ,     ,   ,        ,    .


   

         ,     .        :    ,   .

    :

1.   .         ,   ,        .

2.   .   ,  ,      ,          .

3.    .    ,      -      ,       ,    ,      ,   .


   

  2026    -   PLA Daily  ,    AI sycophancy        ,     .

 AI sycophancy         ,      ,      - .

PLA Daily   :

1.       ,     ,    .

2.         .

3.        -    .

 NEXTGEN  20  2026    :  LLM    ,          ,      .


  

    ,          ?

 1:    ( )

-     ,      

-    (ROE)      

-        

 2:    ( )

-   (  vs   )

-    

-   (  )

-   ( ,  )

 3:    ( )

-    ,     ,    

-           

-             


  (Forced Contestation)

  ,       ,   ?

Forced Contestation    ,        ,    ,    .

PLA Daily   : -,     ,       , ,  ,      .

   :

1.            

2. -       -

3.            

4. Human-in-the-Loop             




 VIII.     



 

,   ,      ,     ,      .

     :

|  |   |  |

| 1:   |    |  ,         |

| 2:    |   | FlyTrap         |

| 3:     |   |    |


   (Chain-of-Thought Hijacking)

 20252026         Chain-of-Thought Hijacking.

 ShadowCoT ,         LLM,      .      91,2%    84,9%     .

    ,      ,        ,      .

  VC-PILOT:

1.           

2.        

3.        


  (Thought Virus)

      ,           .

 ,        ,    (bias)    .          .

  VC-PILOT:

1.              

2.      SHIELD      

3.       ,    


 

  ,    ,  ,          ,      .       ,          .

   :

1.               

2.         

3.         




 IX.     



   

   ,       ,       .   .

      .    ,         .  ,                   ,    .

        ,      :

- Reward Prediction Error (RPE)    

- Action Prediction Error (APE)       

   ,       ,      ,     .


    37,3%

           :        .

      37,3%       .

    .   :        ,     ,   .


    

   VC-PILOT       .     .

   :

1.                

2.                        

3.          




 X.   



 

 VC-PILOT             ,      ,       ,         .

 1: .

  .  ,  Intent-Driven Control,      . ACT-R      ,  LLM-  .

 2: .

     :

1.         

2.        

3.        , ,  

4.             

 3: .

   -,          .     ,     .

 4:  .

       ,  ,   .     ,       ,  ,  .


   

 VC-PILOT    :

 1:     .

     :

-     G, W  :egs     

-          

-        

 2:  .

          .  ,   ,   .

 3:  .

           ,   .


    

VC-PILOT     :  .   ,   .       ,   .

   :

1. ,             

2. ,        ,     ( ,  ,  )

3.   ,       ,    ,       




 XI.      



 

    ,          ?

       .      ,      ,      .


HALO Act 2026   

2026        :

HALO Act of 2026 ():

-        -

-         

-           

  (16  2026):

-   ,   ,          

- ,    ,   ,    ,     


  

 1:      .

          :

-   (, , )

-    (     )

-  ,   

-        

 2:       .

 :

1.      

2.        

3.            

 3:  .

|  |   |

|  |   ,  ,   |

|  |     ,    |

|  |  ROE   ,       |

|  |        ,    |

|    |     |




 XII.  :   



     

      .    ,     .

     ?

     ,   .     .

         .     ,    .     .   ,     ,     ,      .


      

VC-PILOT    :

   :

-          

-         

-         

   :

-          

-     

-       

- Authority of Correction      


    

 Neuro-Secure MUM-T      ,    ,       -. VC-PILOT         .

,   :

- ,        ,     

- ,              

- ,          




  .


   .

   ,     (https://www.litres.ru/pages/biblio_book/?art=74334488)  .

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