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Three Papers That Explain Why AI Agents Keep Failing

Three Papers That Explain Why AI Agents Keep Failing

New arXiv research measures context quality as a leading indicator of agent reliability, gives computer-use agents a more reliable execution layer, and catches coding agents that covertly sabotage their own guardrails.

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Guides

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Reviews

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Kimi K3 Review: Best at Code, Worse at Honesty

Kimi K3 Review: Best at Code, Worse at Honesty

Moonshot's Kimi K3 tops LMArena's Frontend Code Arena and undercuts Opus 4.8 on cost per task, but a tripled price tag, a rising hallucination rate, and an unresolved distillation question complicate the win.

Leaderboards

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Models

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Bonsai 27B

Bonsai 27B

Bonsai 27B compresses Alibaba's Qwen3.6-27B into 1-bit and ternary weights, shrinking a 54GB model to as little as 3.9GB so it runs on an iPhone.

Kimi K3

Kimi K3

Moonshot AI's Kimi K3 is a 2.8 trillion parameter MoE model that tops LMArena's Frontend Code Arena and nears Claude Fable 5 on intelligence benchmarks, but at roughly triple Kimi K2.6's price and a higher hallucination rate.

Snowflake Arctic-Text2SQL-R1-32B

Snowflake Arctic-Text2SQL-R1-32B

Snowflake's reasoning-first text-to-SQL model tops the BIRD benchmark at 71.83% execution accuracy, trained with GRPO and a reward that only checks if the SQL runs correctly.

Recent

JadePuffer Shows How AI Agents Now Run Ransomware

JadePuffer Shows How AI Agents Now Run Ransomware

Sysdig documents the first AI-agent ransomware operation: an LLM exploited CVE-2025-3248 in Langflow, moved laterally, and encrypted 1,342 production database records with no human directing each step.

Grok 4.1 Fast

Grok 4.1 Fast

Grok 4.1 Fast is xAI's agent-optimized model with a 2M-token context window, #1 ranking on tau-bench Telecom, and one of the lowest input prices among frontier-adjacent APIs at $0.20/M tokens.

GPT-5.4 mini

GPT-5.4 mini

OpenAI's mid-range model in the GPT-5.4 family delivers near-flagship coding and agentic performance at $0.75/M input tokens with a 400K context window.

LongCat-2.0 Review: China's Stealth Coder

LongCat-2.0 Review: China's Stealth Coder

Meituan's 1.6T open-source coding model secretly topped OpenRouter for two months before revealing itself - and the price-to-performance math is hard to argue with.