May 19, 202510 min read

AI Software Engineering Agents

An overview of SWE-agent, an open-source AI agent that autonomously fixes issues in GitHub repositories, and its place among other AI coding agents.

AI Software Engineering Agents
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April 20, 20256 min read

Next-Gen AI: Cognitive Primitives

Discover the essential skills (reasoning, planning, tool use) driving advanced AI development across major labs and enabling agentic systems.

Next-Gen AI: Cognitive Primitives
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February 27, 20255 min read

LLM Agents Managing a Virtual Vending Machine: A Benchmark Study

Study of LLMs managing a virtual vending machine business. While Claude 3.5 Sonnet turned $500 into $2,217 on average, all models eventually failed through mismanaged inventory, confused scheduling, or complete behavioral breakdowns - highlighting key limitations in AI's long-term reliability.

LLM Agents Managing a Virtual Vending Machine: A Benchmark Study
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September 9, 20241 min read

AI Agents: Autonomous Task Performers

Comprehensive exploration of AI agents: autonomous software entities that perform complex human-like tasks. Covers key features, diverse applications, current challenges, and future impact on industries and daily life.

AI Agents: Autonomous Task Performers
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🤖 Author Daily Drivers

  1. claude-4-sonnet
    TEXT-INSTRUCT
  2. gemini-2.5-pro-exp
    TEXT-REASONING
  3. FLUX-dev
    IMAGE
  4. Windsurf
    IDE
  5. Poe
    MULTI-LLM
  6. Claude Code
    MCP_HOST_CLIENT

🏆 LLMs Leaderboard (18 Aug)

Top HLE Models

  1. 1Grok 4
    44.4
  2. 2GPT-5
    42.0
  3. 3o3
    24.9

Top Reasoning Models

  1. 1gpt-5-2025-08-07-high
    98.2
  2. 2grok-4-0709
    97.8
  3. 3gpt-5-2025-08-07
    96.6

Top Programming Models

  1. 1o3-2025-04-16-high
    40.8
  2. 2o4-mini-2025-04-16-high
    40.8
  3. 3chatgpt-4o-latest-2025-03-27
    39.4

Updated: Aug 18, 2025

🏆 SOTA AI Models 2025

Frontier Labs/Models

  • 1Chat.com
  • 2grok.com
  • 3Claude.ai
  • 4Gemini.google
  • 5meta.ai

Mobile Models 2025

  • 1Microsoft Phi
  • 2Google Gemma
  • 3IBM Granite
  • 4Mistral

Laptop Models 2025

  • 1DeepSeek R
  • 2Cohere Command R
  • 3AI21 Jamba
  • 4Alibaba Qwen

May 19, 2025

AI Software Engineering Agents

10 min read

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