Upwork

Aggregators block scrapers; ATS job APIs are public

An analysis published on 2026-08-01 found that major job aggregators (Indeed, Glassdoor, ZipRecruiter, Upwork) often return 403 responses with empty bodies (blocked by CDNs/WAFs), while the original sources—company career boards served by Applicant Tracking Systems (ATS)—expose public JSON job-board APIs that answer anonymous requests with no API key. The author measured responses from Greenhouse, Ashby, Lever, Rippling, Workable, Recruitee and SmartRecruiters and found these endpoints return clear semantics (200 with jobs, 200 empty list for no openings, 404 for unknown board) in most cases, though SmartRecruiters behaves differently. Practical notes include the need to discover board tokens, differences in payload size when requesting full content (Greenhouse descriptions increase payload ~18x), and that some ATS endpoints publish compensation bands behind flags.

Developer Builds ProposalAI Using Two-Stage Prompting

A freelance developer built ProposalAI, a tool that reads Upwork job posts and generates tailored proposals, and published a technical breakdown of the prompt architecture. The author argues the key improvement is a two-stage approach—an initial structured signal extraction pass followed by a constrained proposal generation pass—which forces the model to reference the client's specific problem and avoid generic phrases. The project uses Next.js 14, Tailwind CSS, shadcn/ui, Supabase for backend and auth, GPT-4o for extraction reasoning, and Creem for payments. The live tool is available at proposalai.top. The article documents implementation details, sample prompts, and lessons learned from the developer's two-week build process.

How to Fix Broken AI-Built Lovable and Bolt Apps

The article explains four practical options for fixing broken AI-built apps (self-fix, marketplace freelancer, specialized rescue service, or development agency) and recommends running five targeted checks first because most failures follow common patterns. It details five recurring failure modes—Supabase RLS INSERT policy errors (error 42501), server/client session cookie mismatches in Next.js/Supabase setups, consumed magic-link tokens (otp_expired), missing environment variables causing white screens on Vercel, and hardcoded preview URLs breaking after export—and describes trade-offs of cost, speed, and risk for each repair approach. The author states they operate a specialized service (Vibe-Code Rescue) with a free diagnosis and a $90 flat founding rate payable after a verified fix.