(in-package :org-agent) (defun get-nested (alist &rest keys) "Recursively extracts nested values from an alist, handling both objects and arrays." (let ((val alist)) (dolist (k keys) ;; If val is an array (a list where the first element is a list but NOT a pair), ;; descend into the first element. (when (and (listp val) (listp (car val)) (not (keywordp (caar val)))) (setf val (car val))) (let ((pair (assoc k val))) (if pair (setf val (cdr pair)) (return-from get-nested nil)))) val)) (defun execute-llm-request (prompt system-prompt &key provider model) "Unified entry point for all LLM providers." (let ((api-key (vault-get-secret provider :type :api-key)) (full-prompt (format nil "~a~%~%Prompt: ~a" system-prompt prompt))) (kernel-log "SYSTEM 1: Requesting ~a (Model: ~a) [Key: ~a]" provider (or model "default") (vault-mask-string api-key)) (case provider (:gemini-web (let ((res (uiop:symbol-call :org-agent.skills.org-skill-web-research :ask-gemini-web full-prompt))) (if res (list :status :success :content res) (list :status :error :message "Web Research Failure")))) (:ollama (let* ((host (or (uiop:getenv "OLLAMA_HOST") "localhost:11434")) (url (format nil "http://~a/api/generate" host)) (body (cl-json:encode-json-to-string `((model . ,(or model "llama3")) (prompt . ,full-prompt) (stream . :false))))) (handler-case (let* ((response (dex:post url :headers '(("Content-Type" . "application/json")) :content body :connect-timeout 5 :read-timeout 60)) (json (cl-json:decode-json-from-string response))) (list :status :success :content (cdr (assoc :response json)))) (error (c) (list :status :error :message (format nil "Ollama Failure: ~a" c)))))) (t ;; Cloud Providers (Anthropic, Gemini API, Groq, OpenAI, OpenRouter) (when (or (null api-key) (string= api-key "")) (return-from execute-llm-request (list :status :error :message (format nil "API Key missing for ~a" provider)))) (let* ((endpoint (case provider (:anthropic "https://api.anthropic.com/v1/messages") (:gemini-api (format nil "https://generativelanguage.googleapis.com/v1/models/~a:generateContent" (or model "gemini-1.5-flash-latest"))) (:groq "https://api.groq.com/openai/v1/chat/completions") (:openai "https://api.openai.com/v1/chat/completions") (:openrouter "https://openrouter.ai/api/v1/chat/completions"))) (headers (case provider (:anthropic `(("Content-Type" . "application/json") ("x-api-key" . ,api-key) ("anthropic-version" . "2023-06-01"))) (:gemini-api `(("Content-Type" . "application/json") ("x-goog-api-key" . ,api-key))) (:openrouter `(("Content-Type" . "application/json") ("Authorization" . ,(format nil "Bearer ~a" api-key)) ("HTTP-Referer" . "https://github.com/amr/org-agent") ("X-Title" . "org-agent Sovereign Kernel"))) (t `(("Content-Type" . "application/json") ("Authorization" . ,(format nil "Bearer ~a" api-key)))))) (body (case provider (:anthropic (cl-json:encode-json-to-string `((model . ,(or model "claude-3-5-sonnet-20240620")) (max_tokens . 4096) (system . ,system-prompt) (messages . (( (role . "user") (content . ,prompt) )))))) (:gemini-api (cl-json:encode-json-to-string `((contents . (((parts . (((text . ,full-prompt)))))))))) (t (cl-json:encode-json-to-string `((model . ,(or model (case provider (:groq "llama-3.3-70b-versatile") (:openai "gpt-4o") (t "openrouter/auto")))) (messages . (( (role . "system") (content . ,system-prompt) ) ( (role . "user") (content . ,prompt) ))))))))) (handler-case (let* ((response (dex:post endpoint :headers headers :content body :connect-timeout 10 :read-timeout 30)) (json (cl-json:decode-json-from-string response))) (let ((content (case provider (:anthropic (get-nested json :content :text)) (:gemini-api (get-nested json :candidates :parts :text)) (t (get-nested json :choices :message :content))))) (if content (list :status :success :content content) (list :status :error :message (format nil "Failed to parse ~a response structure." provider))))) (error (c) (list :status :error :message (format nil "LLM Gateway Failure (~a): ~a" provider c))))))))) (def-cognitive-tool :ask-llm "Queries an LLM provider via the unified gateway." ((:prompt :type :string :description "The user prompt.") (:system-prompt :type :string :description "The system instructions.") (:provider :type :keyword :description "The provider (e.g., :gemini-api, :anthropic, :groq, :openai, :openrouter, :ollama, :gemini-web).") (:model :type :string :description "Optional specific model ID.")) :body (lambda (args) (execute-llm-request (getf args :prompt) (or (getf args :system-prompt) "You are a helpful assistant.") :provider (getf args :provider) :model (getf args :model)))) (dolist (p '(:anthropic :gemini-api :gemini-web :groq :ollama :openai :openrouter)) (org-agent:register-neuro-backend p (lambda (prompt system-prompt &key model) (execute-llm-request prompt system-prompt :provider p :model model)))) (defskill :skill-llm-gateway :priority 150 ; Higher than individual old skills :trigger (lambda (context) (declare (ignore context)) nil) :neuro (lambda (context) (declare (ignore context)) nil) :symbolic (lambda (action context) (declare (ignore context)) action))