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passepartout/literate/skills.org

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The Skill Engine (skills.lisp)

The Skill Engine (skills.lisp)

Deep Reasoning: Late-Binding Intelligence

Hardcoding logic into a compiled binary creates a "Brittle Kernel."

  • Institutional Memory: By using Literate Org files as skills, the "Why" (PRD) and the "How" (Lisp) are unified.
  • Hot-Reloading: The agent can "learn" a new trick (recompile a package) while running. This allows for a continuous evolutionary loop where the agent can eventually rewrite its own skills to fix bugs it perceives.

Package Context

(in-package :org-agent)

Skill Registry

The central hub for all loaded capabilities.

(defvar *skills-registry* (make-hash-table :test 'equal))

(defstruct skill name priority dependencies trigger-fn neuro-prompt symbolic-fn)

Cognitive Tool Registry

Tools are discrete actions that System 1 (Neuro) can request. This registry tracks tool definitions, their parameters, and their safety guards.

(defvar *cognitive-tools* (make-hash-table :test 'equal))

(defstruct cognitive-tool name description parameters guard body)

(defmacro def-cognitive-tool (name description &key parameters guard body)
  `(setf (gethash (string-downcase (string ,name)) *cognitive-tools*)
         (make-cognitive-tool :name (string-downcase (string ,name))
                             :description ,description
                             :parameters ',parameters
                             :guard ,guard
                             :body ,body)))

Toolbelt Prompt Generation (generate-tool-belt-prompt)

Constructs the technical documentation of available tools that is injected into the LLM system prompt.

(defun generate-tool-belt-prompt ()
  (let ((output (format nil "AVAILABLE TOOLS:
You can call tools by returning a Lisp plist: (:target :tool :action :call :tool <name> :args (...))

EXAMPLES:
(:target :tool :action :call :tool \"eval\" :args (:code \"(+ 1 1)\"))
(:target :tool :action :call :tool \"grep-search\" :args (:pattern \"sovereignty\"))
(:target :tool :action :call :tool \"shell\" :args (:cmd \"ls -la\"))

---
")))
    (maphash (lambda (name tool)
               (setf output (concatenate 'string output
                                         (format nil "- ~a: ~a~%  Parameters: ~s~%~%"
                                                 name
                                                 (cognitive-tool-description tool)
                                                 (cognitive-tool-parameters tool)))))
             *cognitive-tools*)
    output))

Defining Skills (defskill)

The primary macro used within Org files to register new agent capabilities.

(defmacro defskill (name &key priority dependencies trigger neuro symbolic)
  `(setf (gethash ,(string-downcase (string name)) *skills-registry*)
         (make-skill :name ,(string-downcase (string name)) :priority (or ,priority 10) :dependencies ,dependencies
                     :trigger-fn ,trigger :neuro-prompt ,neuro :symbolic-fn ,symbolic)))

Skill Selection (find-triggered-skill)

Iterates through the registry to find the highest-priority skill whose trigger function matches the current context.

(defun find-triggered-skill (context)
  (let ((triggered nil))
    (maphash (lambda (name skill) (declare (ignore name)) (when (ignore-errors (funcall (skill-trigger-fn skill) context)) (push skill triggered))) *skills-registry*)
    (first (sort triggered #'> :key #'skill-priority))))

Dependency Resolution

Ensures that skills are loaded and unloaded in the correct order.

(defun resolve-skill-dependencies (skill-name)
  (let ((resolved nil) (seen nil))
    (labels ((visit (name) (unless (member name seen :test #'equal) (push name seen)
                             (let ((skill (gethash (string-downcase (string name)) *skills-registry*)))
                               (when skill (dolist (dep (skill-dependencies skill)) (visit dep))))
                             (push name resolved))))
      (visit skill-name) (nreverse resolved))))

Metadata Parsing (parse-skill-metadata)

Robustly extracts `#+DEPENDS_ON:` and `:ID:` tags from an Org file without full AST parsing.

(defun parse-skill-metadata (filepath)
  "Extracts ID and DEPENDS_ON tags using robust line-scanning."
  (let ((dependencies nil)
        (id nil))
    (with-open-file (stream filepath)
      (loop for line = (read-line stream nil :eof)
            until (eq line :eof)
            do (let ((clean (string-trim '(#\Space #\Tab #\Return #\Newline) line)))
                 (cond
                   ((uiop:string-prefix-p "#+DEPENDS_ON:" (string-upcase clean))
                    (let* ((deps-part (string-trim " " (subseq clean 13))))
                      (setf dependencies (append dependencies 
                                                 (mapcar (lambda (s) (string-trim "[] " s))
                                                         (uiop:split-string deps-part :separator '(#\Space #\Tab)))))))
                   ((uiop:string-prefix-p ":ID:" (string-upcase clean))
                    (setf id (string-trim '(#\Space #\Tab) (subseq clean 4))))))))
    (values id (remove-if (lambda (s) (= 0 (length s))) dependencies))))

Topological Sorting (topological-sort-skills)

Calculates the correct load order for a directory of skill files, detecting circular dependencies.

(defun topological-sort-skills (skills-dir)
  "Returns a list of skill filepaths sorted by dependency (dependencies first)."
  (let ((files (uiop:directory-files skills-dir "org-skill-*.org"))
        (adj (make-hash-table :test 'equal))
        (id-to-file (make-hash-table :test 'equal))
        (result nil)
        (visited (make-hash-table :test 'equal))
        (stack (make-hash-table :test 'equal)))
    (dolist (file files)
      (let ((filename (pathname-name file)))
        (multiple-value-bind (id deps) (parse-skill-metadata file)
          (setf (gethash (string-downcase filename) id-to-file) file)
          (when id (setf (gethash (string-downcase id) id-to-file) file))
          (setf (gethash (string-downcase filename) adj) deps))))
    (labels ((visit (file)
               (let* ((filename (pathname-name file))
                      (node-key (string-downcase filename)))
                 (unless (gethash node-key visited)
                   (setf (gethash node-key stack) t)
                   (dolist (dep (gethash node-key adj))
                     (let* ((dep-id (if (and (> (length dep) 3) (uiop:string-prefix-p "id:" (string-downcase dep)))
                                        (subseq dep 3)
                                        dep))
                            (dep-file (gethash (string-downcase dep-id) id-to-file)))
                       (when dep-file
                         (let ((dep-filename (pathname-name dep-file)))
                           (if (gethash (string-downcase dep-filename) stack)
                               (error "Circular dependency detected: ~a -> ~a" filename dep-filename)
                               (visit dep-file))))))
                   (setf (gethash node-key stack) nil)
                   (setf (gethash node-key visited) t)
                   (push file result)))))
      (let ((filenames (sort (mapcar #'pathname-name files) #'string<)))
        (dolist (name filenames)
          (let ((file (gethash (string-downcase name) id-to-file)))
            (when file (visit file)))))
      result)))

Jailed Loading (load-skill-from-org)

The core "hot-loading" mechanism. It extracts Lisp blocks from an Org file and evaluates them within a dedicated package ("Jail"). This prevents skills from accidentally polluting the global namespace while still allowing them to access the `org-agent` API.

(defun load-skill-from-org (filepath)
  "Parses and evaluates Lisp blocks from an Org file into a jailed package."
  (when (uiop:file-exists-p filepath)
    (let* ((content (uiop:read-file-string filepath)) (lines (uiop:split-string content :separator '(#\Newline)))
           (in-lisp-block nil) (lisp-code "") (dependencies nil) (skill-base-name (pathname-name filepath))
           (pkg-name (intern (string-upcase (format nil "ORG-AGENT.SKILLS.~a" skill-base-name)) :keyword)))
      (dolist (line lines)
        (let ((clean-line (string-trim '(#\Space #\Tab #\Return) line)))
          (when (uiop:string-prefix-p "#+DEPENDS_ON:" (string-upcase clean-line))
            (setf dependencies (mapcar (lambda (s) (string-trim "[] " s)) (uiop:split-string (subseq clean-line 13) :separator '(#\Space)))))))
      (dolist (line lines)
        (let ((clean-line (string-trim '(#\Space #\Tab #\Return) line)))
          (cond ((uiop:string-prefix-p "#+begin_src lisp" (string-downcase clean-line)) (setf in-lisp-block t))
                ((uiop:string-prefix-p "#+end_src" (string-downcase clean-line)) (setf in-lisp-block nil))
                (in-lisp-block (setf lisp-code (concatenate 'string lisp-code line (string #\Newline)))))))
      (when (> (length lisp-code) 0)
        (kernel-log "KERNEL: Jailing skill '~a' in package ~a" skill-base-name pkg-name)
        (unless (find-package pkg-name)
          (let ((new-pkg (make-package pkg-name :use '(:cl))))
            (do-external-symbols (sym (find-package :org-agent)) (shadowing-import sym new-pkg))))
        (let ((*read-eval* nil) (*package* (find-package pkg-name)))
          (handler-case (eval (read-from-string (format nil "(progn ~a)" lisp-code)))
            (error (c) (kernel-log "READER ERROR in skill '~a': ~a~%" skill-base-name c))))))))

Safe Loading with Timeout

Wraps the skill loader in a thread with a hard timeout to prevent a single malformed skill from hanging the entire kernel boot sequence.

(defun load-skill-with-timeout (filepath timeout-seconds)
  "Loads a skill Org file with a hard execution timeout."
  (let* ((finished nil)
         (thread (bt:make-thread (lambda () 
                                   (handler-case
                                       (progn
                                         (load-skill-from-org filepath)
                                         (setf finished t))
                                     (error (c) 
                                       (kernel-log "THREAD ERROR: ~a" c)
                                       (setf finished :error))))
                                 :name (format nil "loader-~a" (pathname-name filepath))))
         (start-time (get-internal-real-time))
         (timeout-units (truncate (* timeout-seconds internal-time-units-per-second))))
    (loop 
      (when (eq finished t) (return :success))
      (when (eq finished :error) (return :error))
      (unless (bt:thread-alive-p thread) (return :error))
      (when (> (- (get-internal-real-time) start-time) timeout-units)
        (kernel-log "KERNEL: Timing out skill ~a..." (pathname-name filepath))
        #+sbcl (sb-thread:terminate-thread thread)
        #-sbcl (bt:destroy-thread thread)
        (return :timeout))
      (sleep 0.05))))

Syntax Validation

(defun validate-lisp-syntax (code-string)
  "Checks if a string contains valid, readable Common Lisp forms."
  (handler-case (let ((*read-eval* nil)) (with-input-from-string (stream (format nil "(progn ~a)" code-string))
                                          (loop for form = (read stream nil :eof) until (eq form :eof)) (values t nil)))
    (error (c) (values nil (format nil "~a" c)))))

The Default Tool Belt

We register a set of standard cognitive tools that all skills can use.

The Eval Tool

(def-cognitive-tool :eval "Evaluates raw Common Lisp code in the kernel image. Use this for complex calculations or internal state inspection."
  :parameters ((:code :type :string :description "The Lisp code to evaluate"))
  :guard (lambda (args context)
           (declare (ignore context))
           (let ((code (getf args :code)))
             (let ((harness-pkg (find-package :org-agent.skills.org-skill-safety-harness)))
               (if harness-pkg 
                   (uiop:symbol-call :org-agent.skills.org-skill-safety-harness :safety-harness-validate code)
                   t))))
  :body (lambda (args)
          (let ((code (getf args :code)))
            (handler-case (let ((result (eval (read-from-string code))))
                            (format nil "~s" result))
              (error (c) (format nil "ERROR: ~a" c))))))

The Grep Tool

(def-cognitive-tool :grep-search "Searches for a pattern in the project files."
  :parameters ((:pattern :type :string :description "The regex pattern to search for")
               (:dir :type :string :description "Directory to search in (default is project root)"))
  :body (lambda (args)
          (let ((pattern (getf args :pattern))
                (dir (or (getf args :dir) (uiop:getenv "MEMEX_DIR"))))
            (uiop:run-program (list "grep" "-r" "-n" "--exclude-dir=node_modules" pattern dir) 
                              :output :string :ignore-error-status t))))

The Shell Tool

(def-cognitive-tool :shell "Executes a shell command on the local machine. Use this for file operations, system checks, or running tests."
  :parameters ((:cmd :type :string :description "The full bash command to execute"))
  :guard (lambda (args context)
           (declare (ignore context))
           (let ((cmd (getf args :cmd)))
             (not (or (search "rm -rf /" cmd) (search ":(){ :|:& };:" cmd)))))
  :body (lambda (args)
          (let ((cmd (getf args :cmd)))
            (multiple-value-bind (out err code)
                (uiop:run-program (list "bash" "-c" cmd) :output :string :error-output :string :ignore-error-status t)
              (format nil "EXIT-CODE: ~a~%~%STDOUT:~%~a~%~%STDERR:~%~a" code out err)))))