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Migrate a React @tanstack/react-form codebase from the prop-drilled `useForm` + erased-form-type pattern to the official `createFormHook` composition API (`useAppForm` / `withForm` / `field.X`). Use when a project threads a `form` object (often cast to an `any`-erased type like `ReactFormExtendedApi<any,...>`) through field-wrapper components that take `form`+`name` props, and you want typed field

Search a chosen job board via Playwright, rank results by fit against the user's resume, and save them to the campaign so the user can review.

Classify unscanned mailbox messages, fuzzy-match each to an existing application, and write the proposal back. The user approves in /inbox.

Produce a tailored interview prep sheet (behavioral, technical, system design, company) from a job description and the user's resume.

Choose the best existing resume base/variant for a job, or create a new tailored variant when nothing fits.

Re-score a campaign's skipped jobs and promote the eligible ones to `approved` for later applying. Recovers jobs wrongly dropped for location, a sparse JD, 1099, or seniority. Does not apply.

Fetch the latest verification code or magic link from the connected mailbox for a given board domain. Called by apply / auto-apply for 2FA and account-creation flows.

Resume a paused JobPilot campaign by id. Re-flips the campaign to in_progress and replays the apply loop on any remaining approved jobs without re-asking for fit confirmation.

Parse a resume's uploaded PDF into structured JSON (basics, experience, projects, skills, education) and save it to the editor.

Remove signs of AI-generated writing from text. Use when editing or reviewing text to make it sound more natural and human-written. Based on Wikipedia's comprehensive "Signs of AI writing" guide. Detects and fixes patterns including: inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary words, negative parallelisms, e

Search a job board and autonomously apply to matching jobs one at a time, until paused, exhausted, or the max-applications cap is hit.

Apply to a single job (URL or pasted page) with fit review, or drain the pending queue when no argument is given.

Write a tailored, concise cover letter (150-250 words) from a job description and the user's resume, humanized for natural tone.

Write a short, targeted Upwork proposal from a job description and the user's resume, humanized for natural tone.