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passepartout/harness/context.org

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#+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))
(skills-dir-str (or (uiop:getenv "SKILLS_DIR") (namestring (merge-pathnames "notes/" (user-homedir-pathname)))))
(skills-dir (uiop:ensure-directory-pathname (context-resolve-path skills-dir-str)))
(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
** Global Awareness (context-assemble-global-awareness)
#+begin_src lisp
(defun context-assemble-global-awareness (&optional signal)
"Produces a high-level skeletal outline of the current Memory for the LLM."
(let* ((foveal-id (or (getf signal :foveal-focus)
(ignore-errors (getf (getf signal :payload) :target-id))))
(projects (context-get-active-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
(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
"Verify that the foveal target is rendered with content, while siblings are skeletal."
(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
"Verify that context-assemble-global-awareness handles multiple projects."
(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