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Open Source • Python • 2026

Distillarium

Released

A toolkit for distilling small, task-specific models from teacher-generated data.

The released toolkit includes Needle, a 20.7M-parameter reference model for a narrow tool-calling task, plus training, evaluation, and export workflows.

Reference Spirit
Needle (20.7M)
Reported training run
27 min · 1× RTX 5090
Reported teacher API spend
$0.30
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Operational Pilot • Data Pipeline • 2026

SF Lead Engine

Pilot

A whole-market discovery pipeline, tested on one city first.

An internal Sioux Falls pilot that cataloged 3,470 businesses, scraped 2,281 websites, identified 236 high-priority records, and produced 141 research dossiers.

Businesses cataloged
3,470
Websites scraped
2,281
Tier 1 targets
236
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Experimental builds · 18 repositories

Research Radar implementations

These public repositories are experimental Research Radar builds. They are implementation records, not claims of verified benchmarks, independent reproduction, or production readiness.