Blog Posts

Thoughts and insights on AI, NLP, and Machine Learning

Tool Dependency Resolution in LLM Tool Orchestration

Advanced planning and dependency resolution in LLM tool orchestration. A deep dive into Tool Dependency Graphs, neuro-symbolic planning, and constraint satisfaction for agentic AI systems.

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Understanding Positional Embeddings in Transformers

A comprehensive guide to how transformers capture sequential information using sinusoidal and learned positional encodings, including mathematical foundations and alternative approaches.

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Scaling Tool Selection in Large-Scale Agentic Systems

Exploring architectural patterns for tool selection as agent systems scale to thousands of APIs. From naive RAG to graph-based architectures, hierarchical planning, and fine-tuning approaches.

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