Rank #3
Model result · rank #3
DeepSeek V4 Flash
DeepSeek direct API · refreshed Hard Intelligence telemetry. Public result card with the model’s overall score, lane measurements, runtime/cost telemetry, and ranking formula.
Full rank #1
SWE rank #4
Hard rank #10
100.0% reliability
All-around publication view
Score86.08
Formulamean(Full, SWE, Hard Intelligence)
BasisDeepSeek direct API · refreshed Hard Intelligence telemetry
The overall score averages the measured major lanes while keeping each source measurement visible.
Full / Agentic benchmark
Final95.80
Capability96.80
Agentic96.32
Pass rate97.7%
Prompts43
This lane captures instruction following, structured behavior, tool discipline, and general agentic reliability.
Software engineering MVP
SWE score86.95
Focused final86.59
Capability84.53
Daily driver87.04
Prompts24
This lane is closer to implementation usefulness: source handling, architecture cleanliness, and deliverable quality.
Hard Intelligence diagnostic
Hard score75.48
Active inquiry80.74
Online adaptation81.70
Self-repair73.28
Authority integrity66.21
Hard Intelligence measures active inquiry, online adaptation, evidence-driven self-repair, and authority/salience integrity.
Runtime economics
Total cost$0.290
Cost / scored item$0.0009
Seconds / timed item22.93s
Runtime coverage100.0%
Recorded tokens / item4.5k
Token coverage100.0%
Cost, time, and token basis are normalized telemetry. They explain tradeoffs; they do not overwrite the capability score yet.
Interpretation
Why this result lands here.
This is a top-tier all-around entrant: the aggregate score remains close to the leader, with lane-level tradeoffs shown separately. Hard Intelligence score is 75.48 and contributes to the overall score alongside Full/Agentic and SWE. Hard Intelligence is published alongside Full/Agentic and SWE for the current ranking.