Amr Gharbeia
94a8a0ab0b
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- Folders: literate->harness, src->library, system->environment, scripts->interfaces. - Synchronized all :tangle paths and system definitions. - Hardened .gitignore for binary and log artifacts. - Consolidated all documentation into docs/.
124 lines
7.0 KiB
Common Lisp
124 lines
7.0 KiB
Common Lisp
(in-package :opencortex)
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(defvar *probabilistic-backends* (make-hash-table :test 'equal))
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(defvar *provider-cascade* nil)
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(defun register-probabilistic-backend (name fn) (setf (gethash name *probabilistic-backends*) fn))
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(defvar *model-selector-fn* nil "A function called with (provider context) to return a model ID.")
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(defvar *consensus-enabled-p* nil "If T, ask-probabilistic queries all backends in parallel.")
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(defun ask-probabilistic (prompt &key (system-prompt "You are the Probabilistic engine of a Probabilistic-Deterministic Lisp Machine.") (cascade nil) (context nil))
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"Dispatches a neural request through the provider cascade or parallel consensus."
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(let ((backends (cond
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((and cascade (listp cascade)) cascade)
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((functionp cascade) (funcall cascade context))
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(t *provider-cascade*))))
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(if *consensus-enabled-p*
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;; PARALLEL CONSENSUS MODE
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(let ((results nil)
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(threads nil)
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(lock (bt:make-lock)))
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(dolist (backend backends)
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(let ((backend-fn (gethash backend *probabilistic-backends*)))
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(when backend-fn
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(push (bt:make-thread
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(lambda ()
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(harness-log "PROBABILISTIC [Consensus]: Querying backend ~a..." backend)
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(let* ((model (when *model-selector-fn* (funcall *model-selector-fn* backend context)))
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(result (ignore-errors
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(if model
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(funcall backend-fn prompt system-prompt :model model)
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(funcall backend-fn prompt system-prompt)))))
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(bt:with-lock-held (lock)
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(push result results)))))
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threads))))
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;; Wait for all threads with a timeout (e.g., 30s)
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(let ((start-time (get-universal-time)))
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(loop while (and (< (length results) (length threads))
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(< (- (get-universal-time) start-time) 30))
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do (sleep 0.1)))
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;; Return the list of raw results (filtering out nils or errors)
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(let ((valid-results (remove-if-not #'stringp results)))
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(if valid-results
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(format nil "~{~a~^|CONSENSUS-SEP|~}" valid-results)
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"(:type :LOG :payload (:text \"Neural Consensus Failure\"))")))
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;; SEQUENTIAL CASCADE MODE
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(or (dolist (backend backends)
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(let ((backend-fn (gethash backend *probabilistic-backends*)))
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(when backend-fn
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(harness-log "PROBABILISTIC: Attempting backend ~a..." backend)
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(let* ((model (when *model-selector-fn* (funcall *model-selector-fn* backend context)))
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(result (if model
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(funcall backend-fn prompt system-prompt :model model)
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(funcall backend-fn prompt system-prompt))))
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(unless (or (null result)
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(and (stringp result) (search ":LOG" result) (or (search "Failure" result) (search "missing" result))))
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(return result))))))
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"(:type :LOG :payload (:text \"Neural Cascade Failure\"))"))))
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(defun think (context)
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"Invokes the neural Probabilistic engine to propose a Lisp action based on context."
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(let ((active-skill (find-triggered-skill context))
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(tool-belt (generate-tool-belt-prompt))
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(global-context (context-assemble-global-awareness)))
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(if active-skill
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(progn
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(harness-log "PROBABILISTIC: Engaging skill '~a'~%" (skill-name active-skill))
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(let* ((prompt-generator (skill-probabilistic-prompt active-skill))
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(raw-prompt (when prompt-generator (funcall prompt-generator context)))
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(full-system-prompt (concatenate 'string
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"ACTUATOR IDENTITY: You are the pure Lisp actuator for the opencortex kernel.
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MANDATE: Output EXACTLY ONE Common Lisp property list starting with (:type :REQUEST).
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ZERO CONVERSATION: Do not explain. Do not say 'Okay'. Do not use markdown blocks.
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STRICT RULE: Do not output multiple lists. Do not chain multiple requests.
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DO NOT embed tool calls inside text strings.
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"
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global-context
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"
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"
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tool-belt
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"
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IMPORTANT: To reply to the user, you MUST use:
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(:type :REQUEST :target :emacs :action :insert-at-end :buffer \"*opencortex-chat*\" :text \"* <Response Text>\")
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To call a tool, you MUST use:
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(:type :REQUEST :target :tool :action :call :tool \"<name>\" :args (:arg1 \"val\"))
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")))
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(if (and raw-prompt (> (length raw-prompt) 1))
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(let* ((thought (ask-probabilistic raw-prompt :system-prompt full-system-prompt :context context))
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(raw-thoughts (cl-ppcre:split (cl-ppcre:quote-meta-chars "|CONSENSUS-SEP|") thought))
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(suggestions nil))
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(dolist (raw-thought raw-thoughts)
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(harness-log "PROBABILISTIC RAW: ~a~%" raw-thought)
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(let* ((cleaned-thought
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(let ((match (cl-ppcre:scan-to-strings "(?s)```(?:lisp)?\\n?(.*?)\\n?```" raw-thought)))
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(if match
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(let ((regs (nth-value 1 (cl-ppcre:scan-to-strings "(?s)```(?:lisp)?\\n?(.*?)\\n?```" raw-thought))))
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(if (and regs (> (length regs) 0)) (elt regs 0) raw-thought))
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(string-trim '(#\Space #\Newline #\Tab) raw-thought))))
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(suggestion (handler-case (read-from-string cleaned-thought)
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(error (c)
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;; EMIT ASYNCHRONOUS REPAIR STIMULUS
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(list :type :EVENT :payload
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(list :sensor :syntax-error
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:code cleaned-thought
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:error (format nil "~a" c)))))))
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(harness-log "PROBABILISTIC Suggestion: ~a~%" cleaned-thought)
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(when (and suggestion (listp suggestion))
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(push suggestion suggestions))))
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(if (and *consensus-enabled-p* suggestions)
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(nreverse suggestions)
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(first (nreverse suggestions))))
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'(:type :LOG :payload (:text "Skill triggered (Deterministic only)")))))
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nil)))
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(defun distill-prompt (full-prompt successful-output)
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(let ((system-instr "You are a Meta-Cognitive Prompt Architect. DISTILL into template."))
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(ask-probabilistic (format nil "PROMPT: ~a~%RESULT: ~a" full-prompt successful-output) :system-prompt system-instr)))
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