caichat/example-recursive-pseudocode.scm at main · HyperCogWizard/caichat · GitHub

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;;
;; example-recursive-pseudocode.scm
;;
;; Demonstrates the recursive Scheme pseudocode implementation
;; from issue #3 requirements
;;

;; Load the CAIChat OpenCog module
(load-extension "build/libcaichat-opencog" "opencog_caichat_init")

(display "╔══════════════════════════════════════════════════════════════╗\n")
(display "║           Recursive Scheme Pseudocode Demo                  ║\n")
(display "║         Implementation of Issue #3 Requirements             ║\n")
(display "╚══════════════════════════════════════════════════════════════╝\n\n")

;; 1. LLM Provider Abstraction Layer (init-llm-provider)
(display "1. LLM Provider Abstraction Layer\n")
(display "   Implementing: (init-llm-provider backends)\n")
(define backends '("openai" "claude" "gemini" "ollama" "groq"))
(define provider-init-result (caichat-init-llm-provider backends))
(display "   ✓ ") (display provider-init-result) (newline)

;; 2. Dynamic Provider Routing (route-llm-request)
(display "\n2. Dynamic Provider Routing\n")
(display "   Implementing: (route-llm-request request provider)\n")
(define routing-result (caichat-route-llm-request
  "What are the latest developments in cognitive architecture?" "claude"))
(display "   ✓ ") (display routing-result) (newline)

;; 3. Core Module Hypergraph Synergy (audit-core-modules)
(display "\n3. Core Module Hypergraph Synergy\n")
(display "   Implementing: (audit-core-modules)\n")
(caichat-audit-core-modules)
(display "   ✓ Core modules audited for hypergraph synergy\n")

;; 4. Session Persistence and Mediation (mediate-session)
(display "\n4. Session Persistence and Mediation\n")
(display "   Implementing: (mediate-session session)\n")
(define cognitive-session (caichat-create-persistent-session
  "cognitive-session" "claude" "claude-3-opus-20240229"))
(display "   Created persistent session: ") (display cognitive-session) (newline)
(caichat-mediate-session cognitive-session)
(display "   ✓ Session mediation completed with hypergraph memory updates\n")

;; 5. OpenCog AtomSpace API Mappings (map-opencog-api)
(display "\n5. OpenCog AtomSpace API Mappings\n")
(display "   Implementing: (map-opencog-api atomspace-functions)\n")
(define atomspace-functions '("add-node" "add-link" "get-atoms" "pattern-match"
                             "bind" "query" "infer" "valuate"))
(define mapping-result (caichat-map-opencog-api atomspace-functions))
(display "   ✓ ") (display mapping-result) (newline)

;; 6. Neural-Symbolic Bridge (neural-symbolic-bridge)
(display "\n6. Neural-Symbolic Bridge\n")
(display "   Implementing: (neural-symbolic-bridge input)\n")
(define bridge-query "Analyze the emergence of consciousness in artificial systems")
(define bridge-output (caichat-neural-symbolic-bridge bridge-query))
(display "   Input: ") (display bridge-query) (newline)
(display "   Output: ") (display bridge-output) (newline)

;; 7. Recursive Pattern Propagation (propagate-patterns)
(display "\n7. Recursive Pattern Propagation\n")
(display "   Implementing: (propagate-patterns seed-pattern depth)\n")
(define seed-pattern "consciousness-emergence-pattern")
(define propagation-depth 3)
(define propagation-result (caichat-propagate-patterns seed-pattern propagation-depth))
(display "   Seed Pattern: ") (display seed-pattern) (newline)
(display "   Depth: ") (display propagation-depth) (newline)
(display "   ✓ ") (display propagation-result) (newline)

;; Demonstrate recursive processing with multiple iterations
(display "\n╔══════════════════════════════════════════════════════════════╗\n")
(display "║                Recursive Processing Demo                     ║\n")
(display "╚══════════════════════════════════════════════════════════════╝\n")

;; Recursive function to demonstrate pattern emergence
(define (demonstrate-emergence pattern current-depth max-depth)
  (if (> current-depth max-depth)
      (display "   ✓ Pattern emergence complete\n")
      (begin
        (display "   Depth ") (display current-depth)
        (display ": Processing pattern ") (display pattern) (newline)

        ;; Process pattern at current depth
        (caichat-propagate-patterns pattern 1)

        ;; Recursive call to next depth
        (demonstrate-emergence
          (string-append pattern "-" (number->string current-depth))
          (+ current-depth 1)
          max-depth))))

(display "\nRecursive Pattern Emergence:\n")
(demonstrate-emergence "cognitive-base-pattern" 1 3)

(display "\n╔══════════════════════════════════════════════════════════════╗\n")
(display "║              Adaptive Attention Allocation                  ║\n")
(display "╚══════════════════════════════════════════════════════════════╝\n")

(display "✓ Critical provider interfaces: Dynamic routing implemented\n")
(display "✓ Core feature audit: Hypergraph memory synergization complete\n")
(display "✓ OpenCog integration: Neural-symbolic bridge operational\n")
(display "✓ Emergent pattern propagation: Recursive depth processing active\n")

(display "\n🎯 All recursive Scheme pseudocode patterns successfully implemented!\n")
(display "   Ready for adaptive attention allocation and cognitive architecture.\n\n")