Categories: AI/ML Research

Robust Serialization with JSON and Custom Types

In this article, you will learn how to build a robust JSON serialization pipeline in Python that handles custom data types, graceful error recovery, and…

The Communication Bottleneck: A Round-Trip Study of Tree-Structured Expression Serialization in Language Models

When language models reason in chain-of-thought or exchange free-text intermediates, they serialize structured information into natural language. How much tree-structured compositional content survives this bottleneck? We propose a round-trip protocol that answers this question empirically for tree-structured expressions. A generator converts a procedurally generated arithmetic expression into a word problem,…

September 30, 2026

In "FAANG"

A gRPC transport for the Model Context Protocol

AI agents are moving from test environments to the core of enterprise operations, where they must interact reliably with external tools and systems to execute complex, multi-step goals. The Model Context Protocol (MCP) is the standard that makes this agent to tool communication possible. In fact, just last month we…

January 14, 2026

In "FAANG"