import re path_gateway = 'skills/org-skill-llm-gateway.org' with open(path_gateway, 'r') as f: c = f.read() # 1. Update execute-llm-request to be cascade-aware old_executor = r'\(defun execute-llm-request \(prompt system-prompt &key provider model\).*?\(error \(c\) \(list :status :error :message \(format nil "LLM Gateway Failure \(~a\): ~a" provider c\)\)\)\)\)\)\)\)\)\)' new_executor = """(defun execute-llm-request (prompt system-prompt &key provider model) "Unified entry point for all LLM providers. Respects the global cascade." (let* ((active-provider (or provider (car opencortex::*provider-cascade*))) (api-key (vault-get-secret active-provider :type :api-key)) (full-prompt (format nil "~a~%~%Prompt: ~a" system-prompt prompt))) (harness-log "PROBABILISTIC ENGINE: Requesting ~a (Model: ~a)" active-provider (or model "default")) ;; If the specifically requested provider has no key, try falling back to the cascade (when (or (null api-key) (string= api-key "")) (harness-log "GATEWAY: Provider ~a has no key. Falling back to cascade." active-provider) (return-from execute-llm-request (ask-probabilistic prompt :system-prompt system-prompt :context (list :payload (list :text prompt))))) (case active-provider (:gemini-web (let ((res (uiop:symbol-call :opencortex.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) (let* ((endpoint (case active-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 active-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/opencortex") ("X-Title" . "opencortex Autonomous Kernel"))) (t `(("Content-Type" . "application/json") ("Authorization" . ,(format nil "Bearer ~a" api-key)))))) (body (case active-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 active-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 (progn (harness-log "LLM DEBUG: Requesting ~a..." active-provider) (dex:post endpoint :headers headers :content body :connect-timeout 10 :read-timeout 30))) (json (cl-json:decode-json-from-string response))) (let ((content (case active-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." active-provider))))) (error (c) (list :status :error :message (format nil "LLM Gateway Failure (~a): ~a" active-provider c)))))))))""" c = re.sub(old_executor, new_executor, c, flags=re.DOTALL) with open(path_gateway, 'w') as f: f.write(c) print("Enabled Dynamic Provider Cascading.")