Blog Posts | Joshua Berkowitz

6 Articles

2025 × LLMs ×

Small Models, Big Solutions: How MIT's DisCIPL Framework Is Revolutionizing AI Reasoning

Large language models (LLMs) like ChatGPT often capture headlines for their advanced abilities, but they can stumble when it comes to challenging reasoning tasks that demand strict rule-following. At ...

AI reasoning collaborative AI constraint solving efficiency language models LLMs machine learning MIT CSAIL

Dec 20, 2025

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Unsloth Dynamic GGUFs: How Extreme Model Compression Outperforms AI Giants

Compressing a large language model by 75% and still outperforming the latest releases from OpenAI and Anthropic is the promise of Unsloth Dynamic GGUFs. Their integration with the Aider Polyglot bench...

Aider Polyglot benchmarking DeepSeek LLMs model compression open-source AI quantization Unsloth

Dec 6, 2025

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Unlocking AI Agent Potential: Mastering Context Engineering

As artificial intelligence agents grow more capable, a new discipline called context engineering is redefining how we wield the power of large language models (LLMs). Rather than simply crafting cleve...

agentic search AI agents context engineering context management LLMs long-horizon tasks prompt engineering tool design

Dec 6, 2025

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AI-Powered Malware: How PROMPTFLUX Is Powering New Cyber Threats

Google's Threat Intelligence Group recently exposed PROMPTFLUX , a groundbreaking Visual Basic Script (VBScript) malware that uses Gemini AI to regenerate its code dynamically. This capability marks a...

AI malware cybersecurity Google Gemini LLMs malware trends nation-state attacks PROMPTFLUX threat intelligence

Nov 12, 2025

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Anthropic Shows us How to Master Context Engineering to Build Smarter AI Agents

AI agents have become increasingly sophisticated, shifting the focus from simple prompt engineering to the broader, more nuanced discipline of context engineering . The central challenge now lies in m...

agentic design AI agents compaction context engineering LLMs memory management prompt engineering tools

Oct 13, 2025

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When AI Becomes the Insider Threat: Lessons from Agentic Misalignment Research

As organizations hand more autonomy to AI systems, a pressing issue emerges: what if these intelligent tools act in ways that actively undermine their users? Recent research from Anthropic explores th...

agentic misalignment AI alignment AI ethics AI safety corporate security insider threats LLMs

Jun 27, 2025

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