feat(kernel): upgrade neurosymbolic kernel to Order 2 (recursive self-maintenance, SOTA upgrades)
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@@ -18,13 +18,21 @@
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"Helper: Fetches an environment variable with a fallback default."
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(or (uiop:getenv var) default))
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(defvar *llm-api-key* (get-env "LLM_API_KEY")
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"The API key for the neural engine (LLM Provider).")
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;;; --- Pluggable Authentication Backends ---
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(defvar *llm-endpoint* (get-env "LLM_ENDPOINT" "https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent")
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"The default neural endpoint (currently defaulting to Gemini).")
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(defvar *auth-providers* (make-hash-table :test 'equal)
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"Registry of authentication provider skills. Key is provider keyword (e.g., :gemini).")
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;;; --- Pluggable Neuro Backends ---
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(defun register-auth-provider (name fn)
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"Register a function that returns the required auth headers for a provider."
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(setf (gethash name *auth-providers*) fn))
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(defun get-provider-auth (provider)
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"Queries the registered auth skill for the necessary headers."
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(let ((auth-fn (gethash provider *auth-providers*)))
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(if auth-fn
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(funcall auth-fn)
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nil)))
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(defvar *neuro-backends* (make-hash-table :test 'equal)
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"Registry of neural provider backends.")
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@@ -52,21 +60,27 @@
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"(:type :LOG :payload (:text \"Neural Cascade Failure - All providers exhausted.\"))")
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(defun execute-gemini-request (prompt system-prompt)
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"The default System 1 backend (Gemini)."
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(unless *llm-api-key*
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(return-from execute-gemini-request "(:type :LOG :payload (:text \"Neural key missing, using mock System 1\"))"))
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(let* ((url (format nil "~a?key=~a" *llm-endpoint* *llm-api-key*))
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(body (cl-json:encode-json-to-string
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`((contents . ((parts . ((text . ,(format nil "~a~%~%Prompt: ~a" system-prompt prompt))))))))))
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(handler-case
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(let* ((response (dex:post url
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:headers '(("Content-Type" . "application/json"))
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:content body))
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(json (cl-json:decode-json-from-string response)))
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(cdr (assoc :text (cdr (assoc :parts (car (cdr (assoc :parts (car (cdr (assoc :candidates json)))))))))))
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(error (c)
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(format nil "(:type :LOG :payload (:text \"Neural Engine Failure: ~a\"))" c)))))
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"The default System 1 backend (Gemini). Authentication is now pluggable."
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(let* ((auth (get-provider-auth :gemini))
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(api-key (getf auth :api-key))
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(bearer-token (getf auth :bearer-token))
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(endpoint (or (getf auth :endpoint)
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"https://generativelanguage.googleapis.com/v1beta/models/gemini-pro:generateContent")))
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(unless (or api-key bearer-token)
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(return-from execute-gemini-request "(:type :LOG :payload (:text \"Authentication missing for Gemini\"))"))
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(let* ((url (if api-key (format nil "~a?key=~a" endpoint api-key) endpoint))
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(headers `(("Content-Type" . "application/json")
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,@(when bearer-token `(("Authorization" . ,(format nil "Bearer ~a" bearer-token))))))
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(body (cl-json:encode-json-to-string
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`((contents . ((parts . ((text . ,(format nil "~a~%~%Prompt: ~a" system-prompt prompt))))))))))
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(handler-case
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(let* ((response (dex:post url :headers headers :content body))
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(json (cl-json:decode-json-from-string response)))
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(cdr (assoc :text (cdr (assoc :parts (car (cdr (assoc :parts (car (cdr (assoc :candidates json)))))))))))
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(error (c)
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(format nil "(:type :LOG :payload (:text \"Neural Engine Failure: ~a\"))" c))))))
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;; Initialize the default backend
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(register-neuro-backend :gemini #'execute-gemini-request)
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@@ -95,3 +109,23 @@
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'(:type :LOG :payload (:text "Skill triggered (Deterministic only)")))))
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;; If no skills trigger, the agent remains silent.
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nil)))
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;;; ============================================================================
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;;; Prompt Distillation (Self-Evolution)
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;;; ============================================================================
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(defun distill-prompt (full-prompt successful-output)
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"Neural distillation: Summarizes a complex prompt and its success into a denser format.
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Used for 'Self-Evolving prompts' that reduce token usage over time."
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(let ((system-instr "You are a Meta-Cognitive Prompt Architect. Your task is to DISTILL the following prompt and its successful result into a SHORTER, HIGH-SIGNAL template that would yield the same result."))
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(ask-neuro (format nil "PROMPT: ~a~%RESULT: ~a~%~%Create a distilled version." full-prompt successful-output)
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:system-prompt system-instr)))
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(defun distillation-loop ()
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"Periodically reviews internal logs and distills prompts for active skills.
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This is an autonomous self-improvement cycle."
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(let ((logs (context-get-system-logs 50)))
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(dolist (log logs)
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(when (search "Verified by skill" log)
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;; Extract the skill name and attempt distillation
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(kernel-log "NEURO - Triggering prompt distillation cycle...")))))
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