Tagged articles

PTC

4 articles · Page 1 of 1

Aug 31, 2026 · Backend Development

How DeepSeek Harness Redesigns the Agent Runtime: Managing Capabilities, Clean Shutdowns, and Task Recovery

DeepSeek Harness (DSH) re‑architects the agent runtime by separating capability loading, clean exit handling, and task recovery into distinct boundaries, introducing Profile‑Preset configuration, a live Cordis runtime graph, a unified tool pipeline, session event logs, and dynamic Cordis for on‑the‑fly capability changes.

Agent RuntimeCordisDeepSeek Harness

0 likes · 27 min read

How DeepSeek Harness Redesigns the Agent Runtime: Managing Capabilities, Clean Shutdowns, and Task Recovery

AI Large Model Application Practice

May 27, 2026 · Artificial Intelligence

Enterprise AI Agents: When to Use MCP, CLI, or Skills and How to Combine Them

The article breaks down the distinct roles of MCP, CLI, and Skills in enterprise AI agents, offers a three‑question framework for selecting the right approach, and explains how combining them—plus Programmatic Tool Calling—delivers scalable, token‑efficient automation in production environments.

AI AgentCLIMCP

0 likes · 14 min read

Enterprise AI Agents: When to Use MCP, CLI, or Skills and How to Combine Them

AI Large Model Application Practice

Dec 8, 2025 · Artificial Intelligence

Unlocking Anthropic’s New Agent Toolkit: MCP, PTC, Skills, and Subagents Explained

This article breaks down Anthropic’s latest Agent engineering concepts—MCP, Programmatic Tool Calling (PTC), Skills, and Subagents—showing how they work together to reduce latency, token cost, and context overload while enabling modular, scalable AI workflows.

AnthropicLLMMCP

0 likes · 13 min read

Unlocking Anthropic’s New Agent Toolkit: MCP, PTC, Skills, and Subagents Explained

BirdNest Tech Talk

Dec 7, 2025 · Artificial Intelligence

How LangGraphGo’s First Week Delivered 7 Showcases, a Revolutionary PTC Feature, and 20K+ Lines of Code

The first week of the LangGraphGo project saw five version releases culminating in v0.5.0, the completion of seven full‑scale showcase replications, the launch of a groundbreaking Programmatic Tool Calling (PTC) package with up to ten‑fold performance gains, over 21,000 new lines of code, extensive bilingual documentation, and a fully deployed website and knowledge base, all backed by detailed metrics and community contributions.

AI AgentsGoLangGraphGo

0 likes · 20 min read

How LangGraphGo’s First Week Delivered 7 Showcases, a Revolutionary PTC Feature, and 20K+ Lines of Code