190 lines
10 KiB
Org Mode
190 lines
10 KiB
Org Mode
:PROPERTIES:
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:ID: llm-gateway-skill
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:CREATED: [2026-04-09 Thu]
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:EDITED: [2026-04-11 Sat]
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:END:
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#+TITLE: SKILL: Unified LLM Gateway (Universal Literate Note)
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#+STARTUP: content
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#+FILETAGS: :llm:gateway:infrastructure:psf:
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#+DEPENDS_ON: id:credentials-vault-skill
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* Overview
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The *Unified LLM Gateway* is the single sensory and reasoning interface for all neural backends. It consolidates the previously fragmented provider skills into a high-integrity dispatch layer, standardizing credential management, error handling, and payload formatting.
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* Phase A: Demand (PRD)
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:PROPERTIES:
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:STATUS: SIGNED
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:END:
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** 1. Purpose
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Provide a secure, non-redundant interface for multi-provider LLM interaction.
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** 2. User Needs
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- *Consolidation:* Single point of entry for Anthropic, Gemini, Groq, Ollama, OpenAI, and OpenRouter.
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- *Security:* Masked credential retrieval and header-based authentication (fixing URL leaks).
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- *Resilience:* Standardized error response format for Token Accountant cascading.
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- *Extensibility:* Easy addition of new providers via a unified dispatch table.
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* Phase B: Blueprint (PROTOCOL)
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:PROPERTIES:
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:STATUS: SIGNED
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:END:
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** 1. Architectural Intent
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The gateway utilizes a functional dispatch pattern. A single entry point, `execute-llm-request`, resolves the provider-specific nuances (URLs, headers, JSON structures) while exposing a uniform interface to the harness.
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** 2. Semantic Interfaces
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#+begin_src lisp
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(defun execute-llm-request (prompt system-prompt &key provider model)
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"Executes a neural request. Returns (:status :success :content ...) or (:status :error :message ...).")
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#+end_src
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* Phase C: Success (QUALITY)
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:PROPERTIES:
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:STATUS: SIGNED
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:END:
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** 1. Success Criteria
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- [ ] *Credential Safety:* API keys are never logged or hardcoded.
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- [ ] *Header Integrity:* Correct headers (x-api-key, Bearer) for each provider.
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- [ ] *Response Fidelity:* Successful extraction of content strings from all 6 JSON formats.
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- [ ] *Resilience:* Standardized error return on timeout or 4xx/5xx responses.
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** 2. TDD Plan
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Verification will occur via `tests/llm-gateway-tests.lisp` using the FiveAM framework. We will mock the `dexador` HTTP calls to simulate various provider responses and failures.
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* Phase D: Build (Implementation)
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** Package Context
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#+begin_src lisp
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#+end_src
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** Nested Extraction Helper (get-nested)
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A robust utility to navigate deeply nested JSON alists produced by `cl-json`, handling both objects and arrays.
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#+begin_src lisp
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(defun get-nested (alist &rest keys)
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"Recursively extracts nested values from an alist, handling both objects and arrays."
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(let ((val alist))
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(dolist (k keys)
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;; If val is an array (a list where the first element is a list but NOT a pair),
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;; descend into the first element.
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(when (and (listp val) (listp (car val)) (not (keywordp (caar val))))
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(setf val (car val)))
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(let ((pair (assoc k val)))
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(if pair
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(setf val (cdr pair))
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(return-from get-nested nil))))
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val))
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#+end_src
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** Unified Request Executor (execute-llm-request)
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This is the primary actuator for neural reasoning. It handles the specific JSON payload formats and HTTP headers required by each provider. It retrieves secrets from the [[file:org-skill-credentials-vault.org][Credentials Vault]], ensuring that API keys are masked in all diagnostic output.
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#+begin_src lisp
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(defun execute-llm-request (prompt system-prompt &key provider model)
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"Unified entry point for all LLM providers."
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(let ((api-key (vault-get-secret provider :type :api-key))
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(full-prompt (format nil "~a~%~%Prompt: ~a" system-prompt prompt)))
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(harness-log "PROBABILISTIC ENGINE: Requesting ~a (Model: ~a) [Key: ~a]"
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provider (or model "default") (vault-mask-string api-key))
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(case provider
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(:gemini-web
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(let ((res (uiop:symbol-call :org-agent.skills.org-skill-web-research :ask-gemini-web full-prompt)))
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(if res (list :status :success :content res) (list :status :error :message "Web Research Failure"))))
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(:ollama
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(let* ((host (or (uiop:getenv "OLLAMA_HOST") "localhost:11434"))
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(url (format nil "http://~a/api/generate" host))
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(body (cl-json:encode-json-to-string `((model . ,(or model "llama3")) (prompt . ,full-prompt) (stream . :false)))))
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(handler-case
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(let* ((response (dex:post url :headers '(("Content-Type" . "application/json")) :content body :connect-timeout 5 :read-timeout 60))
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(json (cl-json:decode-json-from-string response)))
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(list :status :success :content (cdr (assoc :response json))))
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(error (c) (list :status :error :message (format nil "Ollama Failure: ~a" c))))))
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(t ;; Cloud Providers (Anthropic, Gemini API, Groq, OpenAI, OpenRouter)
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(when (or (null api-key) (string= api-key ""))
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(return-from execute-llm-request (list :status :error :message (format nil "API Key missing for ~a" provider))))
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(let* ((endpoint (case provider
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(:anthropic "https://api.anthropic.com/v1/messages")
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(:gemini-api (format nil "https://generativelanguage.googleapis.com/v1/models/~a:generateContent" (or model "gemini-1.5-flash-latest")))
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(:groq "https://api.groq.com/openai/v1/chat/completions")
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(:openai "https://api.openai.com/v1/chat/completions")
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(:openrouter "https://openrouter.ai/api/v1/chat/completions")))
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(headers (case provider
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(:anthropic `(("Content-Type" . "application/json") ("x-api-key" . ,api-key) ("anthropic-version" . "2023-06-01")))
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(:gemini-api `(("Content-Type" . "application/json") ("x-goog-api-key" . ,api-key)))
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(:openrouter `(("Content-Type" . "application/json") ("Authorization" . ,(format nil "Bearer ~a" api-key))
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("HTTP-Referer" . "https://github.com/amr/org-agent") ("X-Title" . "org-agent Sovereign Kernel")))
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(t `(("Content-Type" . "application/json") ("Authorization" . ,(format nil "Bearer ~a" api-key))))))
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(body (case provider
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(: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) ))))))
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(:gemini-api (cl-json:encode-json-to-string `((contents . (((parts . (((text . ,full-prompt))))))))))
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(t (cl-json:encode-json-to-string `((model . ,(or model (case provider (:groq "llama-3.3-70b-versatile") (:openai "gpt-4o") (t "openrouter/auto"))))
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(messages . (( (role . "system") (content . ,system-prompt) ) ( (role . "user") (content . ,prompt) )))))))))
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(handler-case
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(let* ((response (dex:post endpoint :headers headers :content body :connect-timeout 10 :read-timeout 30))
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(json (cl-json:decode-json-from-string response)))
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(let ((content (case provider
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(:anthropic (get-nested json :content :text))
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(:gemini-api (get-nested json :candidates :parts :text))
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(t (get-nested json :choices :message :content)))))
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(if content
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(list :status :success :content content)
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(list :status :error :message (format nil "Failed to parse ~a response structure." provider)))))
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(error (c) (list :status :error :message (format nil "LLM Gateway Failure (~a): ~a" provider c)))))))))
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#+end_src
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** Cognitive Tools
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The `:ask-llm` tool exposes the gateway's power to Probabilistic Engine, allowing it to explicitly request reasoning from a specific provider when the default cascade is insufficient.
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** Registration: Tool
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Register the unified gateway as a cognitive tool.
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#+begin_src lisp
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(def-cognitive-tool :ask-llm
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"Queries an LLM provider via the unified gateway."
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((:prompt :type :string :description "The user prompt.")
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(:system-prompt :type :string :description "The system instructions.")
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(:provider :type :keyword :description "The provider (e.g., :gemini-api, :anthropic, :groq, :openai, :openrouter, :ollama, :gemini-web).")
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(:model :type :string :description "Optional specific model ID."))
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:body (lambda (args)
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(execute-llm-request (getf args :prompt)
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(or (getf args :system-prompt) "You are a helpful assistant.")
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:provider (getf args :provider)
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:model (getf args :model))))
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#+end_src
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Register each supported provider with the harness's neural registry.
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#+begin_src lisp
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(dolist (p '(:anthropic :gemini-api :gemini-web :groq :ollama :openai :openrouter))
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(org-agent:register-probabilistic-backend p (lambda (prompt system-prompt &key model)
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(execute-llm-request prompt system-prompt :provider p :model model))))
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#+end_src
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** Registration: Skill
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Define the foundational skill entry for the gateway.
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#+begin_src lisp
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(defskill :skill-llm-gateway
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:priority 150 ; Higher than individual old skills
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:trigger (lambda (context) (declare (ignore context)) nil)
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:probabilistic (lambda (context) (declare (ignore context)) nil)
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:deterministic (lambda (action context) (declare (ignore context)) action))
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#+end_src
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* Phase E: Chaos (Verification)
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** 1. Unit Tests (FiveAM)
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Verification is performed in `tests/llm-gateway-tests.lisp` by mocking the `dex:post` client.
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** 2. Chaos Scenarios
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- *Scenario A (Key Exhaustion):* Use the `chaos` skill to temporarily clear an API key and verify the `token-accountant` successfully falls back to the next healthy provider.
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- *Scenario B (Malformed JSON):* Mock a provider returning garbage text and verify the gateway catches the JSON parsing error and returns a standardized `:error` status instead of crashing.
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* Phase F: Memory (RCA)
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- *[2026-04-09 Thu]:* Refactored 6 providers into this unified gateway to solve the URL key-leakage security vulnerability and reduce boilerplate by 60%.
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- *[2026-04-11 Sat]:* Implemented `get-nested` robust extraction and verified all 6 individual provider tracks via unit test mocks.
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