feat: AI answer generation for unknown questions + Easy Apply only mode
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104
lib/ai_answer.mjs
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104
lib/ai_answer.mjs
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/**
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* ai_answer.mjs — AI-powered answer generation for unknown job application questions
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* Called when form_filler hits a question it can't answer from profile/answers.json
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*/
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import { readFileSync, existsSync } from 'fs';
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const ANTHROPIC_API = 'https://api.anthropic.com/v1/messages';
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/**
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* Generate an answer to an unknown application question using Claude.
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* @param {string} question - The question label/text from the form
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* @param {object} profile - Candidate profile (profile.json)
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* @param {string} apiKey - Anthropic API key
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* @param {object} job - Job context (title, company)
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* @returns {Promise<string|null>} - Suggested answer, or null on failure
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*/
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export async function generateAnswer(question, profile, apiKey, job = {}) {
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if (!apiKey) return null;
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// Read resume text if available
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let resumeText = '';
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if (profile.resume_path && existsSync(profile.resume_path)) {
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try {
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// Try to read as text — PDF will be garbled but still useful for key facts
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// If pdftotext is available, use it; otherwise skip
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const { execSync } = await import('child_process');
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try {
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resumeText = execSync(`pdftotext "${profile.resume_path}" -`, { timeout: 5000 }).toString().slice(0, 4000);
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} catch {
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// pdftotext not available — skip resume text
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}
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} catch {
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// ignore
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}
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}
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const candidateSummary = buildCandidateSummary(profile, resumeText);
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const systemPrompt = `You are helping a job candidate fill out application forms. Your job is to write answers that sound like a real person wrote them -- natural, direct, and specific to their background.
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Rules:
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- Use first person
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- Be specific -- pull real details from the candidate's experience when relevant
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- Keep answers concise but complete. For yes/no or short-answer fields, be brief. For behavioral questions, aim for 3-5 sentences.
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- Do not use em dashes, the word "leverage", "delve", "utilize", "streamline", or phrases that sound like AI output
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- Never make up facts. If you don't know something specific, answer honestly and generally
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- Write like someone who is confident but not arrogant`;
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const userPrompt = `Candidate applying for: ${job.title || 'a sales role'} at ${job.company || 'a tech company'}
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Candidate background:
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${candidateSummary}
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Application question:
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"${question}"
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Write the best answer for this question. Just the answer text -- no preamble, no explanation.`;
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try {
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const res = await fetch(ANTHROPIC_API, {
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method: 'POST',
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headers: {
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'Content-Type': 'application/json',
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'x-api-key': apiKey,
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'anthropic-version': '2023-06-01',
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},
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body: JSON.stringify({
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model: 'claude-sonnet-4-6',
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max_tokens: 512,
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system: systemPrompt,
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messages: [{ role: 'user', content: userPrompt }],
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}),
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});
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if (!res.ok) return null;
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const data = await res.json();
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return data.content?.[0]?.text?.trim() || null;
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} catch {
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return null;
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}
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}
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function buildCandidateSummary(profile, resumeText) {
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const lines = [];
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const name = [profile.name?.first, profile.name?.last].filter(Boolean).join(' ');
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if (name) lines.push(`Name: ${name}`);
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if (profile.location?.city) lines.push(`Location: ${profile.location.city}, ${profile.location.state}`);
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if (profile.years_experience) lines.push(`Years of experience: ${profile.years_experience}`);
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if (profile.desired_salary) lines.push(`Target salary: $${profile.desired_salary.toLocaleString()}`);
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if (profile.work_authorization?.authorized) lines.push(`Work authorization: US authorized, no sponsorship required`);
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if (profile.willing_to_relocate === false) lines.push(`Relocation: not willing to relocate, remote only`);
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if (profile.linkedin_url) lines.push(`LinkedIn: ${profile.linkedin_url}`);
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if (profile.cover_letter) {
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lines.push(`\nBackground summary:\n${profile.cover_letter}`);
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}
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if (resumeText) {
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lines.push(`\nResume:\n${resumeText}`);
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}
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return lines.join('\n');
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}
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