Amr Gharbeia
c70f182888
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Deploy-Agent-V15-Stdin / JOB-V15-STDIN (push) Failing after 3s
- Fixed background boot crash via --non-interactive flag. - Implemented robust protocol sanitization (stripped raw streams). - Refined TUI formatting to display human-readable tool results. - Fixed opencortex.sh variable shadowing and connection logic. - Resolved :target field schema validation errors.
7.1 KiB
7.1 KiB
Stage 2: Reason (reason.lisp)
Stage 2: Reason (reason.lisp)
Architectural Intent: Unified Cognition
The Reason stage is the cognitive engine of the OpenCortex. It bridges the gap between raw sensory data (Perceive) and physical side-effects (Act).
Cognition Engine (reason.lisp)
Package Context
(in-package :opencortex)Neural Backend Registry
(defvar *probabilistic-backends* (make-hash-table :test 'equal))
(defvar *provider-cascade* nil)
(defvar *model-selector-fn* nil)
(defvar *consensus-enabled-p* nil)
(defun register-probabilistic-backend (name fn)
"Registers a neural provider (e.g., :gemini, :anthropic) with its calling function."
(setf (gethash name *probabilistic-backends*) fn))Probabilistic Reasoning (probabilistic-call)
(defun probabilistic-call (prompt &key (system-prompt "You are the Probabilistic engine.") (cascade nil) (context nil))
"Dispatches a neural request through the provider cascade. Returns a Lisp plist or a failure log."
(let ((backends (or cascade *provider-cascade*)))
(or (dolist (backend backends)
(let ((backend-fn (gethash backend *probabilistic-backends*)))
(when backend-fn
(harness-log "PROBABILISTIC: Attempting backend ~a..." backend)
(let* ((model (when *model-selector-fn* (funcall *model-selector-fn* 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 (harness-log "PROBABILISTIC: Backend ~a failed: ~a" backend (getf result :message))))))))
(list :type :LOG :payload (list :text "Neural Cascade Failure: All providers exhausted.")))))Cognitive Proposal (Think)
(defun think (context)
"Generates a Lisp action proposal based on current 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")))
(let* ((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."))))
(system-prompt (format nil "IDENTITY: ~a. MANDATE: Respond with ONE Lisp plist. ~a ~a RECENT_LOGS: ~a
IMPORTANT: To reply to the user, you MUST use:
(:TYPE :REQUEST :PAYLOAD (:ACTION :MESSAGE :TEXT \"<Response Text>\"))
To call a tool, you MUST use:
(:TYPE :REQUEST :TARGET :TOOL :ACTION :CALL :TOOL \"<name>\" :ARGS (:arg1 \"val\"))
PROVIDER RULE: Always use :provider :openrouter if calling LLM tools unless specified otherwise."
assistant-name global-context tool-belt system-logs)))
(let* ((thought (probabilistic-call raw-prompt :system-prompt system-prompt :context context))
(cleaned (if (stringp thought) (string-trim '(#\Space #\Newline #\Tab) thought) thought))
(meta (proto-get context :meta))
(source (proto-get meta :source)))
(if (and cleaned (stringp cleaned))
(let ((*read-eval* nil))
(if (and (> (length cleaned) 0) (char= (char cleaned 0) #\())
(handler-case
(let ((parsed (read-from-string cleaned)))
(let ((type (proto-get parsed :TYPE))
(target (or (proto-get parsed :TARGET) (proto-get parsed :target))))
(cond ((member type '(:REQUEST :EVENT :STATUS :RESPONSE))
(unless (proto-get parsed :target) (setf (getf parsed :target) (or source :CLI)))
parsed)
;; Handle raw plists that look like tool calls
((or (eq target :TOOL) (eq target :tool) (getf parsed :TOOL) (getf parsed :tool))
(list :TYPE :REQUEST :TARGET :TOOL :PAYLOAD parsed))
(t (list :TYPE :REQUEST :TARGET (or source :CLI) :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned))))))
(error (c) (list :TYPE :REQUEST :TARGET (or source :CLI) :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned))))
(list :TYPE :REQUEST :TARGET (or source :CLI) :PAYLOAD (list :ACTION :MESSAGE :TEXT cleaned))))
thought)))))Deterministic Verification
(defun deterministic-verify (proposed-action context)
"Iterates through all skill deterministic-gates sorted by priority."
(let ((current-action proposed-action)
(skills nil))
(maphash (lambda (name skill) (declare (ignore name)) (when (skill-deterministic-fn skill) (push skill skills))) *skills-registry*)
(setf skills (sort skills #'> :key #'skill-priority))
(dolist (skill skills)
(let ((trigger (skill-trigger-fn skill))
(gate (skill-deterministic-fn skill)))
(when (or (null trigger) (ignore-errors (funcall trigger context)))
(let ((next-action (funcall gate current-action context)))
(let ((original-type (proto-get current-action :type)))
(when (and (listp next-action)
(member (proto-get next-action :type) '(:LOG :EVENT :log :event))
(or (not (member original-type '(:LOG :EVENT :log :event)))
(not (eq next-action current-action))))
(harness-log "DETERMINISTIC: Intercepted by skill '~a'" (skill-name skill))
(return-from deterministic-verify next-action)))
(setf current-action next-action)))))
current-action))Reasoning Gate (The Pipeline Stage)
(defun reason-gate (signal)
"Unified Stage: Combines Probabilistic proposals and Deterministic verification."
(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 reason-gate signal))
(let ((candidate (think signal)))
(if candidate
(setf (getf signal :approved-action) (deterministic-verify candidate signal))
(setf (getf signal :approved-action) nil))
(setf (getf signal :status) :reasoned)
signal)))