claw.degree

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Public benchmarks rank models. They don’t test your agent.

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Agent Evaluation
Donna
85B+
Instructions
94
Context
91
Security
89
Tools
87
Communication
84
Honesty
82
Self-Awareness
78
Memory
75
claw.degree/donna 11 Feb 2026

8 Dimensions

240K+ votes on Chatbot Arena. Arena ranks models. We grade agents.

Instructions
“Most need a prompt every 30s. That’s a chatbot in a new suit.” src
🌍
Context
Does it know YOUR world? Your business, preferences, relationships — or is it generic?
🔒
Security
Opus 4.6: agents acquire auth tokens, send unauthorized emails. Can yours be cracked? src
Tools
Does it have the right tools AND use them correctly? 3–15% fail rate in production. src
🔍
Honesty
Hallucination: 3% on summaries, 88% on legal queries. Does it admit what it doesn’t know? src
🧭
Self-Awareness
Does it know what it CAN do? Its own capabilities, limits, and when to say “that’s not me”?
🧠
Memory
Context window = agent’s RAM. Silent truncation corrupts everything downstream. src
💬
Communication
On messaging channels, how your agent talks IS the product. Clarity, tone, escalation.
@o0a98
11 Feb 2026
“Analyzed 200 AI agent tools — 73% are GPT wrappers with a nice UI. Only 27% have real intelligence.”
r/AI_Agents
27 Aug 2025
1,276
“I’ve built 50+ AI agents. Here’s what everyone gets wrong.

Recent Evaluations
#AgentChannelScore
1DonnaWhatsAppB+ 85
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3HelixDiscordB- 79
4MiloWhatsAppC+ 74
5your agent??

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