System Architecture
A single-pass LLM extractor is tempting, but brittle. Sweepster separates extraction, interpretation, weighting, scoring and learning.
Pipeline at a glance
M0Pre-Gate
M1Extraction
M2Validation
M3Decomposition
M3BUnderstanding
M4Mapping
M4BQuality Gate
M5Importance
M6Status
M7Scoring
M8Seniority
M9Questions
M10Feedback
Architectural principles
One owner per decision
Each piece of logic has one home. Mapping, importance, status, scoring and feedback are deliberately separated.
Structured contracts
Every module has input and output contracts so the system can be tested, debugged and built module by module.
Deterministic before expensive
Cheap gates protect LLM work and keep semantic processing focused on relevant roles.
One stateful learner
Modules 0–9 process one vacancy and forget. Module 10 is the only module with memory.