REFERENCE

SYSTEM DOCS & CHANGELOG

Complete architectural documentation, keyboard shortcodes, local transport protocols, and real-time release history for the Cue AI Prompting Layer.

01 // INITIALIZATION

Getting Started

After installing Cue from the Chrome Web Store or loading unpacked, pin the Cue icon to your browser toolbar. When you visit ChatGPT, Claude, Gemini, or Perplexity, Cue automatically injects a non-intrusive compiler trigger inside the prompt composer.

02 // ERGONOMICS

Keyboard Shortcuts

Trigger prompt optimization without ever taking your fingers off the keys:

Structure & Compile PromptCtrl + Shift + Enter
Direct In-Place SendCtrl + Enter
03 // COMPILER DIALS

Compiler Dial Modes

Normal Mode (Default): Optimizes for conciseness, negative boundaries, tone discipline, and explicit output formats for daily software engineering and executive writing.

Scientific Mode (Pro): Injects formal mathematical proof constraints, adversarial counter-argument verification, KaTeX syntax, and research-grade methodology.

04 // API KEY GUIDES

API Key Guides & BYOK Setup

Cue establishes direct HTTPS connections between your browser and your provider with zero intermediate servers:

  • Anthropic: Direct console key integration for Claude models. Obtain your API key from console.anthropic.com.
  • OpenAI: Paste your sk-... key from platform.openai.com.
  • Google Gemini: Get your direct Gemini API key from aistudio.google.com.
  • Groq: Ultra-fast LPU inference keys available at console.groq.com.
  • DeepSeek: Direct V3 and R1 keys generated from platform.deepseek.com.
  • OpenRouter: Multi-model agility with one key across 100+ models from openrouter.ai/keys.
  • Custom OpenAI-Compatible Endpoints: Connect any local or self-hosted server using the standard OpenAI schema (e.g., Ollama at http://localhost:11434/v1, LM Studio at http://localhost:1234/v1, vLLM, LocalAI, or private company gateways).
05 // FOUNDATION PROVIDERS

Supported Providers (21+ Native & Custom)

Cue features first-class native adapters and catalog routing for 21+ direct foundation model providers plus full support for custom OpenAI-compatible endpoints:

OpenAIGPT-5, o3, o3-mini, o4-preview
AnthropicClaude 5.5 Sonnet & Opus
Google GeminiGemini 2.5 Flash, 2.5 Pro, Gemini 3
GroqUltra-fast LPUs for Llama 3.3 & 4
DeepSeekDeepSeek V3 & DeepSeek R2 direct API
OpenRouterAggregated access across 100+ models
xAI (Grok)Grok-2 & Grok-3 reasoning engines
Mistral AIMistral Large & Codestral
Together AI & FireworksHigh-throughput open weights inference
Cerebras & DeepInfraWafer-scale compute & serverless engines
Perplexity & CohereSonar research models & Command R+
Custom Endpoints & LocalOllama, LM Studio, vLLM, private URLs
06 // BROWSER SURFACE INJECTION

Supported AI Platforms

Cue automatically detects and enhances your prompts directly inside your active chatbox. In Normal / Free mode, Cue works across 15 native built-in AI platforms with zero setup. In Pro mode, you can connect unlimited custom domains and internal tools.

15 Native AI Platforms

15 Native AI Platforms Active (Free & Pro)

Cue is natively integrated and automatically active on all 15 portals out of the box:

ChatGPT
ChatGPTchatgpt.com
Google Gemini
Google Geminigemini.google.com
Claude
Claudeclaude.ai
Microsoft Copilot
Microsoft Copilotcopilot.microsoft.com
DeepSeek
DeepSeekchat.deepseek.com
Perplexity AI
Perplexity AIperplexity.ai
xAI Grok
xAI Grokgrok.com
Meta AI
Meta AImeta.ai
Poe
Poepoe.com
Mistral Le Chat
Mistral Le Chatchat.mistral.ai
HuggingChat
HuggingChathuggingface.co
v0 by Vercel
v0 by Vercelv0.dev
Lovable
Lovablelovable.dev
You.com
You.comyou.com
Phind
Phindphind.com
Cue Pro Feature

Unlimited Custom Domains & Private Company Tools

Need Cue on an internal corporate portal, staging environment, or self-hosted LLM UI? Cue Pro unlocks universal domain injection. Simply open the Cue extension settings or dashboard, enter any domain (e.g. ai.company.internal, openwebui.myteam.com, or localhost:3000), and Cue will seamlessly mount directly into that application's composer.

07 // ARCHITECTURAL SECURITY

Zero-Telemetry Architecture

Your prompt data and private thoughts are yours alone. Cue enforces absolute local boundary integrity:

  • Local-First Storage: Keys and history remain stored inside your browser's encrypted storage.
  • Zero Proxy Relays: HTTPS requests travel directly from your client to Anthropic, OpenAI, or Google.
  • Encrypted Vault Protection: Optional PBKDF2/AES-GCM key locking with memory wiping on idle.
08 // PEER-REVIEWED METHODOLOGY & BENCHMARKS

Research & Empirical Claims

Cue's efficiency metrics (time saved, turns reduced, and context tokens conserved) are grounded in published empirical research across transformer self-attention mechanisms, reasoning models, and prompt steering.

Empirical Benchmark ConstantsStandardized Evaluation
Turns per Session
4.5 turns → 1.2 turns
3.3 turns eliminated
Iteration Latency
~3.0 min / turn
~10 min saved / prompt
Context Ingestion
~1.5k tokens / turn
~5k tokens saved / prompt

When prompting raw LLMs casually, conversational drift forces 3 to 5 corrective turns ("no, don't do that", "make it cleaner", "you forgot the types"). Each turn resubmits preceding context into the transformer window, quadratic in cost and high in human cognitive fatigue. Cue compiles the full turn-one specification before execution.

Foundational Papers & Proven Methodologies
Prompt Programming for Large Language Models: Beyond the Few-Shot ParadigmReynolds & McDonell (Stanford)

Demonstrated that conditioning LLMs with specialized practitioner personas steers the neural network into dense latent clusters, dramatically reducing hallucination rates and increasing domain specificity compared to raw zero-shot directives.

Chain-of-Thought Prompting Elicits Reasoning in Large Language ModelsWei et al. (Google Research, NeurIPS)

Proved that structured multi-step reasoning breakdowns overcome autoregressive attention bottlenecks, boosting multi-step logic and mathematical accuracy by 200% to 300% over direct response prompting.

Least-to-Most Prompting Enables Complex Reasoning in Large Language ModelsZhou et al. (Google Brain, ICLR)

Showed that decomposing a complex query into sub-problems (Context → Objectives → Edge Cases → Deliverable Schema) enables frontier models to solve compositional tasks that standard single-step prompts consistently fail.

Use XML Tags to Structure Prompts & Isolate Context BoundariesAnthropic Research & Prompt Engineering Guide

Documented that delineating user input and system rules with structural XML tags prevents prompt injection, instruction bleeding, and ambiguous parsing across Claude and next-generation reasoning architectures.

Instruction-Following & Negative Inversion in Modern LLMsOpenAI Prompting & Alignment Best Practices

Demonstrated that language models struggle to parse pure negative constraints ("do not do X"). Peak reliability is achieved only by pairing negative prohibitions with immediate positive replacement contracts ("Do not provide conversational filler; output the raw executable payload directly").

09 // SUPPORT & DIAGNOSTICS

Troubleshooting & Feedback

Experiencing an issue or have a feature request? Here are the most common diagnostic resolutions:

Trigger Not Appearing?Make sure the extension is enabled in your browser toolbar, pin the Cue icon, and reload the target AI web app tab.
API Key Error 401 or 429?Confirm your provider account has active credit balance (e.g. at console.anthropic.com or platform.openai.com) and that your key is correctly copied.
Direct support: support@cueprompt.in