feat: AI answer generation for unknown questions + Easy Apply only mode

This commit is contained in:
2026-03-06 16:47:58 +00:00
parent b1528ac0ad
commit b8a0e03c75
2 changed files with 141 additions and 9 deletions

View File

@@ -17,11 +17,15 @@ import { acquireLock } from './lib/lock.mjs';
import { createBrowser } from './lib/browser.mjs';
import { FormFiller } from './lib/form_filler.mjs';
import { applyToJob, supportedTypes } from './lib/apply/index.mjs';
import { sendTelegram, formatApplySummary, formatUnknownQuestion } from './lib/notify.mjs';
import { sendTelegram, formatApplySummary } from './lib/notify.mjs';
import { generateAnswer } from './lib/ai_answer.mjs';
import {
APPLY_BETWEEN_DELAY_BASE, APPLY_BETWEEN_DELAY_JITTER, DEFAULT_MAX_RETRIES
} from './lib/constants.mjs';
// Which apply types are currently enabled
const ENABLED_APPLY_TYPES = ['easy_apply'];
const isPreview = process.argv.includes('--preview');
// Priority order — Easy Apply first, then by ATS volume (data-driven later)
@@ -37,6 +41,7 @@ async function main() {
const formFiller = new FormFiller(profile, answers);
const maxApps = settings.max_applications_per_run || Infinity;
const maxRetries = settings.max_retries ?? DEFAULT_MAX_RETRIES;
const apiKey = process.env.ANTHROPIC_API_KEY || settings.anthropic_api_key;
const startedAt = Date.now();
const results = {
@@ -65,14 +70,16 @@ async function main() {
return;
}
// Get + sort jobs by apply_type priority
// Get + sort jobs — only enabled apply types
const allJobs = getJobsByStatus(['new', 'needs_answer'])
.filter(j => ENABLED_APPLY_TYPES.includes(j.apply_type))
.sort((a, b) => {
const ap = APPLY_PRIORITY.indexOf(a.apply_type ?? 'unknown_external');
const bp = APPLY_PRIORITY.indexOf(b.apply_type ?? 'unknown_external');
return (ap === -1 ? 99 : ap) - (bp === -1 ? 99 : bp);
});
const jobs = allJobs.slice(0, maxApps);
console.log(`Enabled types: ${ENABLED_APPLY_TYPES.join(', ')}\n`);
results.total = jobs.length;
if (jobs.length === 0) { console.log('Nothing to apply to. Run job_searcher.mjs first.'); return; }
@@ -123,7 +130,7 @@ async function main() {
try {
const result = await applyToJob(browser.page, job, formFiller);
await handleResult(job, result, results, settings);
await handleResult(job, result, results, settings, profile, apiKey);
} catch (e) {
console.error(` ❌ Error: ${e.message}`);
if (e.stack) console.error(` Stack: ${e.stack.split('\n').slice(1, 3).join(' | ').trim()}`);
@@ -162,7 +169,7 @@ async function main() {
return results;
}
async function handleResult(job, result, results, settings) {
async function handleResult(job, result, results, settings, profile, apiKey) {
const { status, meta, pending_question, externalUrl, ats_platform } = result;
const title = meta?.title || job.title || '?';
const company = meta?.company || job.company || '?';
@@ -175,13 +182,34 @@ async function handleResult(job, result, results, settings) {
results.submitted++;
break;
case 'needs_answer':
console.log(` 💬 Unknown question — sending to Telegram`);
updateJobStatus(job.id, 'needs_answer', { title, company, pending_question });
appendLog({ ...job, title, company, status: 'needs_answer', pending_question });
await sendTelegram(settings, formatUnknownQuestion(job, pending_question?.label || pending_question));
case 'needs_answer': {
const questionText = pending_question?.label || pending_question || 'Unknown question';
console.log(` 💬 Unknown question — asking Claude: "${questionText}"`);
const aiAnswer = await generateAnswer(questionText, profile, apiKey, { title, company });
updateJobStatus(job.id, 'needs_answer', {
title, company, pending_question,
ai_suggested_answer: aiAnswer || null,
});
appendLog({ ...job, title, company, status: 'needs_answer', pending_question, ai_suggested_answer: aiAnswer });
const msg = [
`❓ *New question* — ${company} / ${title}`,
``,
`*Question:* ${questionText}`,
``,
aiAnswer
? `*AI answer:*\n${aiAnswer}`
: `_AI could not generate an answer._`,
``,
`Reply with your answer to store it, or reply *ACCEPT* to use the AI answer.`,
].join('\n');
await sendTelegram(settings, msg);
results.needs_answer++;
break;
}
case 'skipped_recruiter_only':
console.log(` 🚫 Recruiter-only`);

104
lib/ai_answer.mjs Normal file
View File

@@ -0,0 +1,104 @@
/**
* ai_answer.mjs — AI-powered answer generation for unknown job application questions
* Called when form_filler hits a question it can't answer from profile/answers.json
*/
import { readFileSync, existsSync } from 'fs';
const ANTHROPIC_API = 'https://api.anthropic.com/v1/messages';
/**
* Generate an answer to an unknown application question using Claude.
* @param {string} question - The question label/text from the form
* @param {object} profile - Candidate profile (profile.json)
* @param {string} apiKey - Anthropic API key
* @param {object} job - Job context (title, company)
* @returns {Promise<string|null>} - Suggested answer, or null on failure
*/
export async function generateAnswer(question, profile, apiKey, job = {}) {
if (!apiKey) return null;
// Read resume text if available
let resumeText = '';
if (profile.resume_path && existsSync(profile.resume_path)) {
try {
// Try to read as text — PDF will be garbled but still useful for key facts
// If pdftotext is available, use it; otherwise skip
const { execSync } = await import('child_process');
try {
resumeText = execSync(`pdftotext "${profile.resume_path}" -`, { timeout: 5000 }).toString().slice(0, 4000);
} catch {
// pdftotext not available — skip resume text
}
} catch {
// ignore
}
}
const candidateSummary = buildCandidateSummary(profile, resumeText);
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.
Rules:
- Use first person
- Be specific -- pull real details from the candidate's experience when relevant
- Keep answers concise but complete. For yes/no or short-answer fields, be brief. For behavioral questions, aim for 3-5 sentences.
- Do not use em dashes, the word "leverage", "delve", "utilize", "streamline", or phrases that sound like AI output
- Never make up facts. If you don't know something specific, answer honestly and generally
- Write like someone who is confident but not arrogant`;
const userPrompt = `Candidate applying for: ${job.title || 'a sales role'} at ${job.company || 'a tech company'}
Candidate background:
${candidateSummary}
Application question:
"${question}"
Write the best answer for this question. Just the answer text -- no preamble, no explanation.`;
try {
const res = await fetch(ANTHROPIC_API, {
method: 'POST',
headers: {
'Content-Type': 'application/json',
'x-api-key': apiKey,
'anthropic-version': '2023-06-01',
},
body: JSON.stringify({
model: 'claude-sonnet-4-6',
max_tokens: 512,
system: systemPrompt,
messages: [{ role: 'user', content: userPrompt }],
}),
});
if (!res.ok) return null;
const data = await res.json();
return data.content?.[0]?.text?.trim() || null;
} catch {
return null;
}
}
function buildCandidateSummary(profile, resumeText) {
const lines = [];
const name = [profile.name?.first, profile.name?.last].filter(Boolean).join(' ');
if (name) lines.push(`Name: ${name}`);
if (profile.location?.city) lines.push(`Location: ${profile.location.city}, ${profile.location.state}`);
if (profile.years_experience) lines.push(`Years of experience: ${profile.years_experience}`);
if (profile.desired_salary) lines.push(`Target salary: $${profile.desired_salary.toLocaleString()}`);
if (profile.work_authorization?.authorized) lines.push(`Work authorization: US authorized, no sponsorship required`);
if (profile.willing_to_relocate === false) lines.push(`Relocation: not willing to relocate, remote only`);
if (profile.linkedin_url) lines.push(`LinkedIn: ${profile.linkedin_url}`);
if (profile.cover_letter) {
lines.push(`\nBackground summary:\n${profile.cover_letter}`);
}
if (resumeText) {
lines.push(`\nResume:\n${resumeText}`);
}
return lines.join('\n');
}