(in-package :passepartout) (defvar *backend-registry* (make-hash-table :test 'equal)) (defvar *provider-cascade* nil) (defvar *model-selector* nil) (defvar *consensus-enabled* nil) (defun backend-register (name fn) (setf (gethash name *backend-registry*) fn)) (defun backend-cascade-call (prompt &key (system-prompt "You are the Probabilistic engine.") (cascade nil) (context nil)) (let ((backends (or cascade *provider-cascade*))) (or (dolist (backend backends) (let ((backend-fn (gethash backend *backend-registry*))) (when backend-fn (log-message "PROBABILISTIC: Attempting backend ~a..." backend) (let* ((model (when *model-selector* (funcall *model-selector* backend context))) (result (if model (funcall backend-fn prompt system-prompt :model model) (funcall backend-fn prompt system-prompt)))) (cond ((and (listp result) (eq (getf result :status) :success)) (return (getf result :content))) ((stringp result) (return result)) (t (log-message "PROBABILISTIC: Backend ~a failed: ~a" backend (getf result :message)))))))) (list :type :LOG :payload (list :text "Neural Cascade Failure: All providers exhausted."))))) (defun markdown-strip (text) (if (and text (stringp text)) (let ((cleaned text)) (setf cleaned (cl-ppcre:regex-replace-all "^```[a-z]*\\n" cleaned "")) (setf cleaned (cl-ppcre:regex-replace-all "\\n```$" cleaned "")) (setf cleaned (cl-ppcre:regex-replace-all "```" cleaned "")) (string-trim '(#\Space #\Newline #\Tab) cleaned)) text)) (defun plist-keywords-normalize (plist) (when (listp plist) (loop for (k v) on plist by #'cddr collect (if (and (symbolp k) (not (keywordp k))) (intern (string k) :keyword) k) collect v))) (defun think (context) (let* ((active-skill (find-triggered-skill context)) (tool-belt (generate-tool-belt-prompt)) (global-context (context-assemble-global-awareness)) (system-logs (context-get-system-logs)) (assistant-name (or (uiop:getenv "MEMEX_ASSISTANT") "Agent")) (rejection-trace (proto-get (proto-get context :payload) :rejection-trace)) (prompt-generator (when active-skill (skill-probabilistic-prompt active-skill))) (raw-prompt (if prompt-generator (funcall prompt-generator context) (let ((p (proto-get (proto-get context :payload) :text))) (if (and p (stringp p)) p "Maintain metabolic stasis.")))) (reflection-feedback (if rejection-trace (format nil "~%~%PREVIOUS PROPOSAL REJECTED: ~a" rejection-trace) "")) (skill-augments (let ((augments "")) (maphash (lambda (name skill) (declare (ignore name)) (let ((aug-fn (skill-system-prompt-augment skill))) (when aug-fn (let ((aug-text (ignore-errors (funcall aug-fn context)))) (when (and aug-text (stringp aug-text) (> (length aug-text) 0)) (setf augments (concatenate 'string augments aug-text (string #\Newline)))))))) *skill-registry*) (when (> (length augments) 0) augments))) (system-prompt (format nil "IDENTITY: ~a~a~%~%TOOLS:~%~a~%~%CONTEXT:~%~a~%~%LOGS:~%~a~%~a" assistant-name reflection-feedback tool-belt global-context system-logs (or skill-augments "")))) (let* ((thought (backend-cascade-call raw-prompt :system-prompt system-prompt :context context)) (cleaned (markdown-strip thought))) (if (and cleaned (stringp cleaned) (> (length cleaned) 0) (or (char= (char cleaned 0) #\() (char= (char cleaned 0) #\[))) (handler-case (let ((parsed (read-from-string cleaned))) (if (listp parsed) (plist-keywords-normalize parsed) (list :TYPE :REQUEST :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned :EXPLANATION "Generated by the Probabilistic engine.")))) (error () (list :TYPE :REQUEST :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned :EXPLANATION "Generated by the Probabilistic engine.")))) (list :TYPE :REQUEST :PAYLOAD (list :ACTION :MESSAGE :TEXT (if (stringp cleaned) cleaned "No response") :EXPLANATION "Generated by the Probabilistic engine.")))))) (defun cognitive-verify (proposed-action context) "Runs all registered deterministic gates against the proposed action. Returns either a rejection plist (for :LOG or :EVENT errors) or the modified action (for approval-required or pass)." (let ((current-action (copy-tree proposed-action)) (approval-needed nil) (approval-action nil)) (maphash (lambda (name skill) (declare (ignore name)) (when (skill-deterministic-fn skill) (let ((gate (skill-deterministic-fn skill))) (when gate (let ((result (funcall gate current-action context))) (cond ;; Approval-required: remember it and continue checking ((eq (getf result :level) :approval-required) (setf approval-needed t approval-action (getf (getf result :payload) :action))) ;; Hard rejection: return immediately ((member (getf result :type) '(:LOG :EVENT)) (return-from cognitive-verify result)) ;; Normal: update action (t (setf current-action result)))))))) *skill-registry*) (if approval-needed (list :type :EVENT :level :approval-required :payload (list :sensor :approval-required :action approval-action)) current-action))) (defun loop-gate-reason (signal) (let* ((type (proto-get signal :type)) (payload (proto-get signal :payload)) (sensor (proto-get payload :sensor))) (unless (and (eq type :EVENT) (member sensor '(:user-input :chat-message))) (return-from loop-gate-reason signal)) (let ((retries 3) (current-signal (copy-tree signal)) (last-rejection nil)) (loop (when (<= retries 0) (setf (getf signal :approved-action) last-rejection) (setf (getf signal :status) :reasoned) (return signal)) (when last-rejection (setf (getf (getf current-signal :payload) :rejection-trace) last-rejection)) (let ((candidate (think current-signal))) (if (and candidate (listp candidate)) (let ((verified (cognitive-verify candidate current-signal))) ;; Approval-required is not a rejection — pass to act for Flight Plan (if (eq (getf verified :level) :approval-required) (progn (setf (getf signal :approved-action) verified) (setf (getf signal :status) :requires-approval) (return signal)) ;; Hard rejection: retry with feedback (if (member (getf verified :type) '(:LOG :EVENT)) (progn (decf retries) (setf last-rejection verified)) (progn (setf (getf signal :approved-action) verified) (setf (getf signal :status) :reasoned) (return signal))))) (progn (setf (getf signal :approved-action) nil) (setf (getf signal :status) :reasoned) (return signal)))))))) (eval-when (:compile-toplevel :load-toplevel :execute) (ql:quickload :fiveam :silent t)) (defpackage :passepartout-pipeline-reason-tests (:use :cl :fiveam :passepartout) (:export #:pipeline-reason-suite)) (in-package :passepartout-pipeline-reason-tests) (def-suite pipeline-reason-suite :description "Test suite for Reason pipeline") (in-suite pipeline-reason-suite) (test test-decide-gate-safety (clrhash passepartout::*skill-registry*) (passepartout::defskill :mock-safety :priority 50 :trigger (lambda (ctx) (declare (ignore ctx)) t) :deterministic (lambda (action ctx) (declare (ignore ctx)) (if (search "rm -rf" (format nil "~s" action)) (list :type :LOG :payload (list :text "Rejected")) action))) (let* ((candidate '(:type :REQUEST :payload (:action :shell :cmd "rm -rf /"))) (signal '(:type :EVENT :payload (:sensor :user-input))) (result (cognitive-verify candidate signal))) (is (eq :LOG (getf result :type)))))