Sovereign inference — TF K3 Optimised

Your sovereign, private TF K3 Optimised

TF K3 Optimised is ToothFairyAI's efficiency-tuned flagship: we took the frontier K3-class architecture (2.8T-parameter multimodal MoE with native vision, 1M-token context and interleaved thinking) and optimised its reasoning behaviour to produce substantially shorter thinking traces — roughly 40% fewer reasoning tokens — while maintaining comparable quality across our evaluations. The result is frontier-level coding, research and agentic performance at a markedly lower cost and time-to-answer, with vision and function calling fully supported. A reasoning model in the ultra tier, served on ToothFairyAI's AU, EU and US endpoints — private by default, billed in US dollars per million tokens at the published rates below. No training on your data, no vendor lock-in.

AU · EU · US resident$4.20/1M input$21.00/1M output$0.42/1M cached input1049K context

How TF K3 Optimised compares

Independent intelligence index for TF K3 Optimised against every peer in the Ultra tier (and the tier above where needed) — same source, same tests.

TF K3 Optimised (this model)43.6Kimi K3.1 Pro High Speed46.0Qwen3.8 Max45.4Qwen 3.8 2.4T A95B39.9

Throughput — tokens per second, median

TF K3 Optimised37.3 t/sKimi K3.1 Pro High Speed39.1 t/s

Latency — end-to-end seconds for a 500-token answer

TF K3 Optimised71.2sKimi K3.1 Pro High Speed66.7sQwen3.8 Max67.1s

Capability indexes

Domain-weighted agentic performance for TF K3 Optimised.

Finance & AccountingStrategy & OpsLegalHealthcare & MedicalEngineeringEconomics

Capability index vs ultra peers

13.326.740.053.446.950.548.645.043.353.4TF K3 Optimised45.647.346.141.446.452.3Qwen3.8 Max42.644.041.736.040.349.0Qwen 3.8 2.4T A95B
Finance & AccountingStrategy & OpsLegalHealthcare & MedicalEngineeringEconomics

The evaluations behind the index

Independent benchmark results for TF K3 Optimised — Elo scores as published; pass rates shown as percentages.

AutomationBench-AA58.3 %Terminal-Bench 4.012.6 %SciCode59.5 %Humanity's Last Exam46.9 %GDP.pdf22.0 %CritPt23.4 %AA-LCR (long context)88.7 %

Per-evaluation economics

EvaluationScoreTime / taskOutput tokens / task
AA-Briefcase1504.0449.5 min119873
GDPval-AA1523.9724.5 min59382
AutomationBench-AA58.3%8.2 min19920
Terminal-Bench 4.012.6%50.8 min122899
SciCode59.5%1.5 min3520
Humanity's Last Exam46.9%10.8 min26162
GDP.pdf22.0%4.0 min9597
CritPt23.4%24.5 min59238
AA-Omniscience19.703.6 min8813
AA-LCR (long context)88.7%0.6 min1529

Run TF K3 Optimised privately

One key, one endpoint, three jurisdictions.

  • Size tierUltra
  • Serving routeStandard
  • Input rate$4.20/1M
  • Output rate$21.00/1M
  • Cached input rate$0.42/1M
  • Context window1049K tokens
  • Max output120K tokens
  • ReasoningYes — emits thinking traces
  • Vision & video inputSupports image input
  • Tool callingSupported
  • Data residencyAU, EU and US endpoints — processing stays inside the region you call