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MERABY LABS Multi-product AI studio
LOCAL PROMPT DRAFTS • SDK SNIPPET EXPORT

Draft Gemini-style prompts without calling Gemini

Persona templates, mustache variables, and a local text diff. Export TypeScript, Python, or cURL you run yourself. Token counts are rough estimates made in your browser. This page does not send a prompt to Google.

~3.8
Chars per Token Ratio
3 SDKs
TypeScript, Python, cURL
Local
Side-by-side text diff
GEMINI 3.8 FLASH PROMPT WORKBENCH • MULTI-SDK EXPORTER

Visual Prompt Architect & Token Engine

Draft personas, interpolate variables, and compare text locally. No request is sent to Google.

gemini-3.8-flash
Input Tokens
297 (~3.8 chars/tok)
Total Context Window
2,345
138 tokens

Dynamic Context Variables (Mustache Syntax)

Use {{variable_name}} anywhere in your prompts for live interpolation.

{{mechanic_name}}
{{unit_archetype}}
{{turn_ap_budget}}
{{target_range}}

Few-Shot Input / Output Examples (1)

Guide deterministic output structure using in-context few-shot turns.

Example #1
44 tokens
Filled promptZero Missing Variables
Architect a signature combat skill for Titan Vanguard (Frontline Tank) named "Overcharge Kinetic Blade" with a strict cost of 3 AP and max reach of 4 tiles orthogonal.
Model Hyperparameters
2048
🎨

Visual Persona Architect

Break complex multi-turn prompts into discrete system instructions, context variables, and structured response schemas with real-time token budgeting.

⚖️

Side-by-Side Diffing

Compare two drafts of the same prompt in the browser. This diff does not measure model accuracy or latency.

✅

Deterministic Output Schemas

Attach a JSON schema to the draft and export it with the SDK snippet. The workbench does not run the model or validate a live response.

Supported Integrations & Engines

Google Gemini
3.8 Flash SDK export
JSON Schema
Draft 2020-12 Strict
Function Calling
Tool Spec Export
Multi-SDK
TypeScript & Python

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