n8n and agentic AI
How we will use n8n to orchestrate apply stages, calendar interviews, Granola notes, and ranked company news — plus the framework list.
→ ReadGraphai › Jobs › Blog
Jobs blog
How the apply fleet is built, what it costs, and where job listings come from. Public notes only — the jobs product is not released.
Company catalog statistics
Live statistics showing how the public company catalog is distributed by country and company kind.
→ ReadScaling jobs.graphai.eu on GCP
A non-security architecture overview of event-driven crawling, Cloud Run, GCE Spot, durable data layers, ClickHouse marts, and hiring analytics.
→ ReadDefensive review and fixes on jobs.graphai.eu
Playwright security suite on the jobs host, then same-day patches for next=, comments, CSP, security.txt, and Seer incidents. No exploit payloads.
→ ReadAuthorized review of graphai.eu
Defensive TLS, header, and public-path check of the company landing. No exploit payloads. GRA-10, GRA-188, GRA-189, and GRA-190 are resolved.
→ ReadHow job listings are extracted
Career HTML, ATS JSON, and job-alert mail become ClickHouse rows. PyTorch clusters duplicates; URL scores prefer Greenhouse over Easy Apply; skills go past the 20-term catalog; demand is forecast per title.
→ ReadAWS and GCP subsystems for apply and crawl
Every Amazon and Google service that is live, planned, or off — EC2 Spot, SSM, CloudWatch, CloudTrail, S3, Bedrock, Compute Engine, Cloud Run, Vertex Gemini — each with its official docs link.
→ ReadApply fleet data architecture
Day-0 ingest from job-alert mail, AWS €100 and GCP €200 caps, Vertex Gemini vision on failing screens, and why LinkedIn Easy Apply is out of scope.
→ Read