Amr Gharbeia
b63f5477c1
- Fix unbalanced parens in config-manager (set-config-value, setup-gateways) - Fix assoc :key #'car SBCL compatibility issue in setup-llm-providers - Add missing generate-tool-belt-prompt function - Fix deterministic-verify to not overwrite action when skills return nil - Add :explanation to think fallback responses for policy compliance - Update opencortex.sh to tangle from repo org to XDG .lisp - Remove generated .lisp artifacts from repo (skills, tests, state)
133 lines
6.6 KiB
Common Lisp
133 lines
6.6 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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(defvar *model-selector-fn* nil)
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(defvar *consensus-enabled-p* nil)
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(defun register-probabilistic-backend (name fn)
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(setf (gethash name *probabilistic-backends*) fn))
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(defun probabilistic-call (prompt &key
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(system-prompt "You are the Probabilistic engine.")
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(cascade nil)
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(context nil))
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(let ((backends (or cascade *provider-cascade*)))
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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*
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(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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(cond ((and (listp result) (eq (getf result :status) :success))
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(return (getf result :content)))
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((stringp result)
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(return result))
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(t
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(harness-log "PROBABILISTIC: Backend ~a failed: ~a"
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backend (getf result :message))))))))
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(list :type :LOG
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:payload (list :text "Neural Cascade Failure: All providers exhausted.")))))
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(defun strip-markdown (text)
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(if (and text (stringp text))
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(let ((cleaned text))
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(setf cleaned (cl-ppcre:regex-replace-all "^```[a-z]*\\n" cleaned ""))
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(setf cleaned (cl-ppcre:regex-replace-all "\\n```$" cleaned ""))
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(setf cleaned (cl-ppcre:regex-replace-all "```" cleaned ""))
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(string-trim '(#\Space #\Newline #\Tab) cleaned))
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text))
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(defun normalize-plist-keywords (plist)
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(when (listp plist)
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(loop for (k v) on plist by #'cddr
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collect (if (and (symbolp k) (not (keywordp k)))
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(intern (string k) :keyword)
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k)
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collect v)))
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(defun think (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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(system-logs (context-get-system-logs))
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(assistant-name (or (uiop:getenv "MEMEX_ASSISTANT") "Agent"))
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(rejection-trace (proto-get (proto-get context :payload) :rejection-trace))
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(prompt-generator (when active-skill (skill-probabilistic-prompt active-skill)))
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(raw-prompt (if prompt-generator
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(funcall prompt-generator context)
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(let ((p (proto-get (proto-get context :payload) :text)))
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(if (and p (stringp p)) p "Maintain metabolic stasis."))))
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(reflection-feedback (if rejection-trace
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(format nil "~%~%PREVIOUS PROPOSAL REJECTED: ~a" rejection-trace)
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""))
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(system-prompt (format nil "IDENTITY: ~a~a~%~%TOOLS:~%~a~%~%CONTEXT:~%~a~%~%LOGS:~%~a"
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assistant-name reflection-feedback tool-belt global-context system-logs)))
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(let* ((thought (probabilistic-call raw-prompt :system-prompt system-prompt :context context))
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(cleaned (strip-markdown thought)))
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(if (and cleaned (stringp cleaned) (> (length cleaned) 0) (or (char= (char cleaned 0) #\() (char= (char cleaned 0) #\[)))
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(handler-case
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(let ((parsed (read-from-string cleaned)))
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(if (listp parsed)
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(normalize-plist-keywords parsed)
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(list :TYPE :REQUEST :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned :EXPLANATION "Generated by the Probabilistic engine."))))
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(error () (list :TYPE :REQUEST :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned :EXPLANATION "Generated by the Probabilistic engine."))))
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(list :TYPE :REQUEST :PAYLOAD (list :ACTION :MESSAGE :TEXT (if (stringp cleaned) cleaned "No response") :EXPLANATION "Generated by the Probabilistic engine."))))))
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(defun deterministic-verify (proposed-action context)
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(let ((current-action proposed-action)
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(skills nil))
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(maphash (lambda (name skill)
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(declare (ignore name))
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(when (skill-deterministic-fn skill)
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(push skill skills)))
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*skills-registry*)
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(setf skills (sort skills #'> :key #'skill-priority))
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(dolist (skill skills)
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(let ((trigger (skill-trigger-fn skill))
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(gate (skill-deterministic-fn skill)))
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(when (or (null trigger) (ignore-errors (funcall trigger context)))
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(let ((next-action (funcall gate current-action context)))
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(when (and (listp next-action)
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(member (proto-get next-action :type) '(:LOG :EVENT)))
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(harness-log "DETERMINISTIC: Intercepted by skill '~a'" (skill-name skill))
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(return-from deterministic-verify next-action))
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(when next-action (setf current-action next-action))))))
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current-action))
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(defun reason-gate (signal)
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(let* ((type (proto-get signal :type))
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(payload (proto-get signal :payload))
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(sensor (proto-get payload :sensor)))
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(unless (and (eq type :EVENT) (member sensor '(:user-input :chat-message)))
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(return-from reason-gate signal))
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(let ((retries 3)
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(current-signal (copy-tree signal))
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(last-rejection nil))
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(loop
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(when (<= retries 0)
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(setf (getf signal :approved-action) last-rejection)
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(setf (getf signal :status) :reasoned)
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(return signal))
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(when last-rejection
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(setf (getf (getf current-signal :payload) :rejection-trace) last-rejection))
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(let ((candidate (think current-signal)))
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(if (and candidate (listp candidate))
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(let ((verified (deterministic-verify candidate current-signal)))
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(if (member (getf verified :type) '(:LOG :EVENT))
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(progn (decf retries) (setf last-rejection verified))
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(progn
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(setf (getf signal :approved-action) verified)
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(setf (getf signal :status) :reasoned)
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(return signal))))
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(progn
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(setf (getf signal :approved-action) nil)
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(setf (getf signal :status) :reasoned)
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(return signal))))))))
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