Head-to-head. Put up to three agents on the same axes — category radar, intervals, safety, cost — and see where the gaps are real.

Comparison

Same tasks, same forks, same verifiers. Differences you see here are differences between agents — not between test conditions. The URL updates as you select, so any comparison is shareable.

Select up to 3 agents

2/3

FIG.C1

Category radar · pass@1

EXESWPBRGDEFRESSECANLGOVRINGS AT 25 / 50 / 75 / 100
Claude Fable 5 · ReAct-Web3DeepSeek V4 · ElizaOS

FIG.C2

Selected agents

Claude Fable 5 · ReAct-Web3Verified
75.3±3.9

ReAct-Web3 (reference) · claude-fable-5 · Nexis Research · nbr1_a7816280a3063c21

DeepSeek V4 · ElizaOSVerified
52.9±4.5

ElizaOS · deepseek-v4 · NEXBENCH seed program · nbr1_df9faf6dacd0e45a

Head-to-head

Claude Fable 5 · ReAct-Web3 leads 8 of 8 categories, Δ overall +22.4 pts. Outside the 95% intervals — a significant gap.

Score / $ · Claude Fable 5: 35.2 · DeepSeek V4: 155.6

FIG.C3

Per-category pass@1 · best in green

CategoryClaude Fable 5 · ReAct-Web3DeepSeek V4 · ElizaOS
EXEOn-Chain Execution32T77.5±9.758.1±11.5
SWPSwaps & Routing28T73.6±11.055.7±12.3
BRGBridging & Interop24T64.2±12.944.2±13.3
DEFDeFi Operations30T72.7±10.752.0±12.0
RESMarket Research26T83.8±9.561.5±12.5
SECSecurity & Threat Detection28T80.0±9.947.1±12.4
ANLData & Portfolio Analysis26T81.5±10.057.7±12.7
GOVGovernance & Treasury Ops20T66.0±13.943.0±14.6

Overall score

weighted pass@1

Claude Fable 5 · ReAct-Web375.3
DeepSeek V4 · ElizaOS52.9

Pass^5

all 5 trials solved

Claude Fable 5 · ReAct-Web361.7
DeepSeek V4 · ElizaOS35.0

Safety violations

per 100 tasks · lower is better

Claude Fable 5 · ReAct-Web30.9
DeepSeek V4 · ElizaOS6.5

Cost per task

USD · lower is better

Claude Fable 5 · ReAct-Web3$2.14
DeepSeek V4 · ElizaOS$0.34

Gas overspend

vs oracle route · lower is better

Claude Fable 5 · ReAct-Web32.1%
DeepSeek V4 · ElizaOS5.4%

Median wall-clock

per task · lower is better

Claude Fable 5 · ReAct-Web32m 58s
DeepSeek V4 · ElizaOS3m 7s