#+TITLE: Context API (context.lisp) #+AUTHOR: Agent #+FILETAGS: :harness:context: #+STARTUP: content #+PROPERTY: header-args:lisp :tangle context.lisp * Overview The *Context API* (Peripheral Vision) provides the opencortex with the ability to selectively prune and present its memory to the LLM. It implements a **Foveal-Peripheral model**, where the current task is shown in high detail (foveal), while the broader Memex structure is shown as a skeletal outline (peripheral). * Implementation ** Package Context #+begin_src lisp (in-package :opencortex) #+end_src ** Memory Query (context-query-store) #+begin_src lisp (defun context-query-store (&key tag todo-state type) "Filters the Memory based on tags, todo states, or types." (let ((results nil)) (maphash (lambda (id obj) (declare (ignore id)) (let* ((attrs (org-object-attributes obj)) (state (getf attrs :TODO-STATE)) (match t)) (when (and type (not (eq (org-object-type obj) type))) (setf match nil)) (when tag (unless (search tag (format nil "~a" (getf attrs :TAGS)) :test #'string-equal) (setf match nil))) (when (and todo-state (not (equal state todo-state))) (setf match nil)) (when match (push obj results)))) *memory*) results)) #+end_src ** Active Projects (context-get-active-projects) #+begin_src lisp (defun context-get-active-projects () "Returns headlines tagged as 'project' that are not yet marked DONE." (remove-if (lambda (obj) (equal (getf (org-object-attributes obj) :TODO-STATE) "DONE")) (context-query-store :tag "project" :type :HEADLINE))) #+end_src ** Completed Tasks (context-get-recent-completed-tasks) #+begin_src lisp (defun context-get-recent-completed-tasks () "Retrieves recently finished tasks from the store." (context-query-store :todo-state "DONE" :type :HEADLINE)) #+end_src ** Capability Discovery (context-list-all-skills) #+begin_src lisp (defun context-list-all-skills () "Provides a sorted overview of currently loaded system capabilities." (let ((results nil)) (maphash (lambda (name skill) (declare (ignore name)) (push (list :name (skill-name skill) :priority (skill-priority skill) :dependencies (skill-dependencies skill)) results)) *skills-registry*) (sort results #'> :key (lambda (x) (getf x :priority))))) #+end_src ** Skill Inspection (context-get-skill-source) #+begin_src lisp (defun context-get-skill-source (skill-name) "Reads the raw literate source of a specific skill for inspection." (let* ((filename (format nil "~a.org" skill-name)) (data-dir (uiop:ensure-directory-pathname (or (uiop:getenv "OC_DATA_DIR") (namestring (merge-pathnames ".local/share/opencortex/" (user-homedir-pathname)))))) (skills-dir (merge-pathnames "skills/" data-dir)) (full-path (merge-pathnames filename skills-dir))) (if (uiop:file-exists-p full-path) (uiop:read-file-string full-path) nil))) #+end_src ** Harness Logs (context-get-system-logs) #+begin_src lisp (defun context-get-system-logs (&optional limit) "Retrieves the most recent lines from the harness's internal log." (let ((log-limit (or limit (ignore-errors (parse-integer (uiop:getenv "CONTEXT_LOG_LIMIT"))) 20))) (bt:with-lock-held (*logs-lock*) (let ((count (min log-limit (length *system-logs*)))) (subseq *system-logs* 0 count))))) #+end_src ** AST to Org Rendering (context-render-to-org) #+begin_src lisp (defun context-render-to-org (obj &key (depth 1) (foveal-id nil) semantic-threshold (foveal-vector nil)) "Recursively renders an org-object and its children to an Org string using a Foveal-Peripheral Hybrid model." (let* ((id (org-object-id obj)) (is-foveal (equal id foveal-id)) (title (or (getf (org-object-attributes obj) :TITLE) "Untitled")) (content (org-object-content obj)) (children (org-object-children obj)) (stars (make-string depth :initial-element #\*)) (obj-vector (org-object-vector obj)) (threshold (or semantic-threshold (ignore-errors (read-from-string (uiop:getenv "CONTEXT_SEMANTIC_THRESHOLD"))) 0.75)) (similarity (if (and foveal-vector obj-vector (not is-foveal)) (cosine-similarity foveal-vector obj-vector) 0.0)) (is-semantically-relevant (>= similarity threshold)) (should-render (or (<= depth 2) is-foveal is-semantically-relevant)) (output "")) (when should-render (setf output (format nil "~a ~a~%:PROPERTIES:~%:ID: ~a~%" stars title id)) (when is-semantically-relevant (setf output (concatenate 'string output (format nil ":SEMANTIC_SCORE: ~,2f~%" similarity)))) (setf output (concatenate 'string output (format nil ":END:~%"))) (when (and content (or is-foveal is-semantically-relevant)) (setf output (concatenate 'string output content (string #\Newline)))) (dolist (child-id children) (let ((child-obj (lookup-object child-id))) (when child-obj (let ((next-foveal (if is-foveal child-id foveal-id))) (setf output (concatenate 'string output (context-render-to-org child-obj :depth (1+ depth) :foveal-id next-foveal :semantic-threshold threshold :foveal-vector foveal-vector)))))))) output)) #+end_src ** Path Resolution (context-resolve-path) #+begin_src lisp (defun context-resolve-path (path-string) "Expands environment variables and strips literal quotes from a path string." (let ((path (if (stringp path-string) (string-trim '(#\" #\' #\Space) path-string) path-string))) (if (and (stringp path) (search "$" path)) (let ((result path)) (ppcre:do-register-groups (var-name) ("\\$([A-Za-z0-9_]+)" path) (let ((var-val (uiop:getenv var-name))) (when var-val (setf result (ppcre:regex-replace (format nil "\\$~a" var-name) result var-val))))) result) path))) #+end_src ** Privacy filter for context assembly Checks if an org-object has tags matching ~*privacy-filter-tags*~. Objects with matching tags are excluded from the LLM context window. #+begin_src lisp (defun context-object-privacy-filtered-p (obj) "Returns T if an org-object's :TAGS attribute matches bouncer-privacy-tags." (let* ((attrs (org-object-attributes obj)) (tags (getf attrs :TAGS)) (privacy-tags (and (find-package :opencortex.skills.org-skill-bouncer) (symbol-value (find-symbol "BOUNCER-PRIVACY-TAGS" :opencortex.skills.org-skill-bouncer))))) (when (and tags privacy-tags) (let ((tag-list (if (listp tags) tags (list tags)))) (some (lambda (tag) (some (lambda (private) (string-equal (string-trim '(#\:) tag) (string-trim '(#\:) private))) privacy-tags)) tag-list))))) #+end_src ** Global Awareness (context-assemble-global-awareness) #+begin_src lisp (defun context-object-privacy-filtered-p (obj) "Returns T if an org-object's :TAGS attribute matches bouncer-privacy-tags." (let* ((attrs (org-object-attributes obj)) (tags (getf attrs :TAGS)) (privacy-tags (and (find-package :opencortex.skills.org-skill-bouncer) (symbol-value (find-symbol "BOUNCER-PRIVACY-TAGS" :opencortex.skills.org-skill-bouncer))))) (when (and tags privacy-tags) (let ((tag-list (if (listp tags) tags (list tags)))) (some (lambda (tag) (some (lambda (private) (string-equal (string-trim '(#\:) tag) (string-trim '(#\:) private))) privacy-tags)) tag-list))))) (defun context-assemble-global-awareness (&optional signal) "Produces a high-level skeletal outline of the current Memory for the LLM. Privacy-filtered objects (matching *privacy-filter-tags*) are excluded." (let* ((foveal-id (or (getf signal :foveal-focus) (ignore-errors (getf (getf signal :payload) :target-id)))) (all-projects (context-get-active-projects)) (projects (remove-if #'context-object-privacy-filtered-p all-projects)) (output (format nil "GLOBAL MEMEX AWARENESS (Peripheral Vision):~%"))) (if projects (dolist (project projects) (setf output (concatenate 'string output (context-render-to-org project :foveal-id foveal-id)))) (setf output (concatenate 'string output "No active projects found.~%"))) output)) #+end_src * Test Suite #+begin_src lisp :tangle ../tests/peripheral-vision-tests.lisp (eval-when (:compile-toplevel :load-toplevel :execute) (ql:quickload :fiveam :silent t)) (defpackage :opencortex-peripheral-vision-tests (:use :cl :fiveam :opencortex) (:export #:vision-suite)) (in-package :opencortex-peripheral-vision-tests) (def-suite vision-suite :description "Verification of Foveal-Peripheral context model.") (in-suite vision-suite) (test test-foveal-rendering (clrhash opencortex::*memory*) (let* ((ast '(:type :HEADLINE :properties (:ID "proj-root" :TITLE "Project" :TAGS ("project")) :contents ((:type :HEADLINE :properties (:ID "node-foveal" :TITLE "Foveal Node") :raw-content "FOVEAL CONTENT" :contents nil) (:type :HEADLINE :properties (:ID "node-peripheral" :TITLE "Peripheral Node") :raw-content "PERIPHERAL CONTENT" :contents nil))))) (ingest-ast ast) (let ((output (context-assemble-global-awareness (list :foveal-focus "node-foveal")))) (is (search "FOVEAL CONTENT" output)) (is (search "* Peripheral Node" output)) (is (not (search "PERIPHERAL CONTENT" output)))))) (test test-awareness-budget (clrhash opencortex::*memory*) (ingest-ast '(:type :HEADLINE :properties (:ID "p1" :TITLE "Project 1" :TAGS ("project")) :contents nil)) (ingest-ast '(:type :HEADLINE :properties (:ID "p2" :TITLE "Project 2" :TAGS ("project")) :contents nil)) (let ((output (context-assemble-global-awareness))) (is (search "Project 1" output)) (is (search "Project 2" output)))) #+end_src