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Research Feed

Curated reading on agentic commerce, AI reasoning, and protocol design.

Agentic Commerce

Universal Commerce Protocol (UCP) Specification Protocol
Google • January 2026
The official spec for enabling AI agents to transact with businesses autonomously.
UCP GitHub Repository Reference
Google • Active Development
Open-source implementation, samples, and SDKs for UCP.
UCP Roadmap Roadmap
Google • 2026
Future plans including loyalty programs, personalization, and global market expansion.

AI Protocols & Infrastructure

Model Context Protocol (MCP) Protocol
Anthropic • 2024
Open standard for connecting AI systems with external data sources and tools.
Introducing the Model Context Protocol Announcement
Anthropic • November 2024
Anthropic's announcement and rationale for MCP.
Agent Protocol Specification Protocol
AI Engineer Foundation • 2024
Universal API for AI agent communication across frameworks.
Tesla Vehicle Command SDK SDK
Tesla • 2024
End-to-end authenticated vehicle control protocol — a glimpse of secure agent-device interaction.

Research Papers

HuggingGPT: Solving AI Tasks with ChatGPT and its Friends in Hugging Face Paper
Shen et al. • March 2023
LLM as controller for orchestrating multiple AI models to solve complex tasks.
AgentBench: Evaluating LLMs as Agents Paper
Liu et al. • August 2023
Comprehensive benchmark for evaluating LLMs in agentic scenarios.
ReAct: Synergizing Reasoning and Acting in Language Models Paper
Yao et al. • October 2022
Foundational work on combining reasoning traces with actions.

Industry Analysis

Emerging Architectures for LLM Applications Analysis
a16z • June 2023
Reference architecture patterns for building LLM-powered applications.

Last updated: February 2026