docs: Rename cognitive architecture to Associative/Deliberate and Foreground/Background

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2026-04-12 14:09:47 -04:00
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:PROPERTIES:
:ID: org-skill-peripheral-vision
:CREATED: [2026-04-12 Sun 14:15]
:END:
#+TITLE: SKILL: Peripheral Vision (Universal Literate Note)
#+STARTUP: content
#+FILETAGS: :context:foveal:peripheral:pruning:psf:
* Overview
The *Peripheral Vision* skill implements the Foveal-Peripheral Hybrid model for context pruning. It ensures that the LLM receives a semantically relevant and manageable view of the Object Store, preventing context window overflow.
* Phase A: Demand (PRD)
:PROPERTIES:
:STATUS: SIGNED
:END:
** 1. Purpose
Refine the global awareness provided to the LLM by pruning irrelevant branches of the Org DAG while maintaining high-fidelity focus on the current task.
** 2. User Needs
- *Semantic Pruning:* Use vector similarity to include only related nodes.
- *Structural Integrity:* Always include top-level projects and recent tasks.
- *Foveal Focus:* Provide full-body content for the currently active node.
** 3. Success Criteria
- [ ] Correctly calculate semantic relevance using the Embedding skill.
- [ ] Recursively render the Org DAG with depth-based and similarity-based pruning.
- [ ] Successfully generate the `GLOBAL MEMEX AWARENESS` block for the neuro-gate.
* Phase B: Blueprint (PROTOCOL)
:PROPERTIES:
:STATUS: SIGNED
:END:
** 1. Architectural Intent
Move context pruning and rendering logic out of `context.lisp` to allow for more sophisticated, pluggable pruning strategies.
** 2. Semantic Interfaces
#+begin_src lisp
(defun context-render-to-org (obj &key depth foveal-id semantic-threshold foveal-vector)
"Recursively renders an org-object with foveal-peripheral pruning.")
(defun context-assemble-global-awareness (&optional signal)
"Assembles the full context block for a neural request.")
#+end_src
* Phase D: Build (Implementation)
** Foveal-Peripheral Pruning
#+begin_src lisp :tangle ../src/context-logic.lisp
(in-package :org-agent)
(defun context-render-to-org (obj &key (depth 1) (foveal-id nil) (semantic-threshold 0.75) (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))
(similarity (if (and foveal-vector obj-vector (not is-foveal))
(cosine-similarity foveal-vector obj-vector)
0.0))
(is-semantically-relevant (>= similarity semantic-threshold))
;; We always render depth 1 and 2 (Projects and main tasks).
;; We always render the foveal node and its immediate children.
;; We render deeper nodes ONLY if they are semantically relevant.
(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 (and is-semantically-relevant (> similarity 0))
(setf output (concatenate 'string output (format nil ":SEMANTIC_SCORE: ~,2f~%" similarity))))
(setf output (concatenate 'string output (format nil ":END:~%")))
;; Only include full body content if this is the Foveal focus or highly relevant
(when (and content (or is-foveal is-semantically-relevant))
(setf output (concatenate 'string output content (string #\Newline))))
;; Recursively render children
(dolist (child-id children)
(let ((child-obj (lookup-object child-id)))
(when child-obj
;; If the current node is Foveal, its children should be rendered (depth effectively resets)
(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 semantic-threshold
:foveal-vector foveal-vector))))))))
output))
(defun context-assemble-global-awareness (&optional signal)
"Produces a high-level skeletal outline of the current Object Store for the LLM."
(let* ((payload (when signal (getf signal :payload)))
(foveal-id (when payload (getf payload :target-id)))
(foveal-vector (when foveal-id (org-object-vector (lookup-object foveal-id))))
(projects (context-get-active-projects))
(output "GLOBAL MEMEX AWARENESS (Peripheral Vision):
"))
(if projects
(dolist (project projects)
(setf output (concatenate 'string output
(context-render-to-org project
:foveal-id foveal-id
:foveal-vector foveal-vector))))
(setf output (concatenate 'string output "No active projects found.~%")))
output))
#+end_src
* Registration
#+begin_src lisp :tangle ../src/context-logic.lisp
(defskill :skill-peripheral-vision
:priority 90
:dependencies ("org-skill-embedding")
:trigger (lambda (ctx) (member (getf (getf ctx :payload) :sensor) '(:perceive :context-refresh)))
:neuro nil
:symbolic (lambda (action ctx)
(declare (ignore action ctx))
;; This skill primarily provides the context-assemble-global-awareness function
;; used by the neuro-gate, rather than handling specific actions.
nil))
#+end_src