Research Paper Digest & Methodology Summarizer

import { GoogleGenAI } from '@google/genai';

const ai = new GoogleGenAI({ apiKey: process.env.GEMINI_API_KEY });

async function runPrompt(variables: Record<string, string>) {
  let promptText = `Summarize the following scientific/academic paper excerpt.

Paper Excerpt / Abstract:
{{paper_text}}

Structure:
1. Core Research Question
2. Methodology Used
3. Primary Findings & Data Points
4. Limitations & Future Work`;
  Object.entries(variables).forEach(([key, val]) => {
    promptText = promptText.replace(new RegExp(`{{\\s*${key}\\s*}}`, 'g'), val);
  });

  const response = await ai.models.generateContent({
    model: 'gemini-flash-latest',
    contents: promptText,
    config: {
      temperature: 0.7,
      systemInstruction: `You are a research scientist adept at reviewing academic literature and explaining methodologies clearly.`,
    },
  });

  return response.text;
}