Deep Dives
Engineering, measured
Long-form pieces for people who ship on LLM APIs. Production data over vibes; every claim that can carry a date carries one.
ats · recruiting · resume · f1jobs
How we engineer résumés that survive the ATS at F1Jobs.io
Most résumés die inside applicant tracking systems before a human sees them. Inside the hybrid human-plus-LLM pipeline F1Jobs.io uses to get international students through ATS parsing, ranking, and knockout filters.
ats · recruiting · staffing · neurascribe
Why we built our own ATS: inside the NeuraScribe staffing OS
Legacy applicant tracking systems were built for corporate HR. Staffing firms run a different business. Inside NeuraScribe's white-label OS: ATS, recruiter CRM, contracts, and billing in one attributed pipeline.
methodology · benchmarks · leaderboard
How we benchmark models on llm.blogDraft
The full measurement methodology behind our leaderboard: harness configuration, variance handling, contamination policy, and what we refuse to report.
· Updatedengineering · structured-output · pipelines · reliability
Structured-output verification patterns for production LLM pipelinesDraft
Schema validation is the seatbelt, not the driver. Five verification layers that catch the failures JSON Schema can't see, with failure-rate data from a production extraction pipeline.
· Updated
