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Kodiak v0.2 1B (accuracy) vs Cloudflare clef-flash

Cloudflare clef-flash is more accurate on the Jev Decision Index, Cloudflare clef-flash is better calibrated. Choose on whichever of accuracy, calibration and cost matters most for your decisions.

SpecKodiak v0.2 1B (accuracy)Cloudflare clef-flash
ProviderCortex Agent LLCCloudflare
Decision Index score11.847.6
Calibration error (ECE)0.0770.025
Median latency (p50)142 ms53 ms
Cost per 1,000 decisions——
Parameters3B10B
Open weightsYesYes
Question typesChoice (one of N options), Score (ordered rubric), Yes / noChoice (one of N options), Score (ordered rubric), Yes / no
MechanismEncoder classifierDecoder LM with a decision readout
Licenseapache-2.0apache-2.0

FAQ

Is Kodiak v0.2 1B (accuracy) or Cloudflare clef-flash more accurate?

Cloudflare clef-flash scores higher on the Jev Decision Index (47.6 vs 11.8).

Which is better calibrated, Kodiak v0.2 1B (accuracy) or Cloudflare clef-flash?

Cloudflare clef-flash has the lower expected calibration error (0.025 vs 0.077), so its stated confidence is closer to how often it is right.

Is Kodiak v0.2 1B (accuracy) or Cloudflare clef-flash cheaper per 1,000 decisions?

A hosted price is not recorded for both models; open-weight models cost the compute you run them on.

Cost per 1,000 decisions assumes 200 input tokens per decision. Pricing is indicative — confirm with the provider before production use. Highlighted values indicate the better figure for that row.