Working notes from the people who build the agents
September 14, 2026 · Reqmint
jobs@ and info@ are where reqs, resumes and timesheet chases arrive together. A walkthrough of a triage agent that reads a shared mailbox, classifies each thread, deduplicates it against the ATS, and hands a recruiter a one-click action instead of a folder.
Read moreSeptember 14, 2026 · Reqmint
Before an agent drafts anything it needs credentials. This walkthrough builds the access layer: one service identity per agent, a narrow tool surface instead of raw API keys, read and write split, and an access log that answers who touched which candidate record and why.
Read moreSeptember 14, 2026 · Reqmint
NYC LL144 and Illinois HB 3773 are no longer the whole list. A walkthrough of the jurisdiction rules table, the pre-scoring gate and the decision record a screening agent needs once Colorado, Texas and California rules can hit the same req.
Read moreSeptember 11, 2026 · Reqmint
Cross-system agents stall on identity, not models: the same contractor is three spellings and four ids across ATS, timesheets, payroll and the inbox. This walkthrough builds the resolution layer: a person and link table, normalisation, deterministic rules first, a scored middle band with a review queue, and merges you can undo.
Read moreSeptember 10, 2026 · Reqmint
Bias audits get the attention, but the part that breaks in production is the paperwork around the candidate: the notice before screening, the alternative when someone opts out, and the explanation after an adverse decision. Here is the data model, the state machine and the queries.
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