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Programmer DD

A tinkering programmer and author of "Spring Cloud Microservices in Action"

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Latest from Programmer DD

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Programmer DD

Jul 12, 2026 · Artificial Intelligence

Which Chinese LLM Provider Has the Most Stable Cache for Running Agents?

Based on real‑world request logs collected via octafuse‑gateway, the article compares cache hit rates and availability of major Chinese LLM vendors, showing that official model providers (e.g., DeepSeek, Xiaomi MiMo, Zhipu) achieve over 90 % hit rates, while cloud MaaS and Volcano Ark lag behind, especially in high‑frequency Agent scenarios.

AgentCacheChinese Models

0 likes · 6 min read

Which Chinese LLM Provider Has the Most Stable Cache for Running Agents?

Programmer DD

Jun 25, 2026 · Cloud Native

Why Agents Need a Full Engineering Platform Beyond the Demo

The article analyses how EdgeOne Makers provides a comprehensive engineering foundation—including managed runtime, sandbox tools, conversation storage, observability, model integration, authentication, and Git‑based deployment—to turn AI Agent demos into production‑ready services, and compares it with alternative approaches.

Agent RuntimeEdgeOne MakersGit deployment

0 likes · 16 min read

Why Agents Need a Full Engineering Platform Beyond the Demo

Programmer DD

Jun 25, 2026 · Industry Insights

OpenAI Builds Its Own Inference Chip While GLM‑5.2 Gains Traction – AI Race Shifts to Compute Control

The article analyzes how OpenAI’s self‑developed Jalapeño inference chip, GLM‑5.2’s integration into model gateways, GitHub’s one‑click credential revocation, and Cloudflare’s cache‑TTL adjustments illustrate a broader industry shift toward full‑stack, controllable AI infrastructure that prioritizes cost, latency, and governance.

AI model gatewayCloudflare cacheGLM-5.2

0 likes · 12 min read

OpenAI Builds Its Own Inference Chip While GLM‑5.2 Gains Traction – AI Race Shifts to Compute Control

Programmer DD

Jun 24, 2026 · Artificial Intelligence

Building a Content Creation Agent Team with Vercel Eve Subagents and Skills

This tutorial shows how to transform the previously built Vercel Eve agents into a full‑featured content creation team by defining reusable skills for topic planning, article writing, and review, and by splitting responsibilities into dedicated subagents for researcher, writer, and reviewer, with detailed code examples and workflow guidance.

AI AgentContent AutomationNode.js

0 likes · 17 min read

Building a Content Creation Agent Team with Vercel Eve Subagents and Skills

Programmer DD

Jun 24, 2026 · Artificial Intelligence

Claude Joins Slack and Copilot Opens BYOK: How Agents Are Battling for Enterprise Entry and Cost Control

The article reviews recent AI‑agent developments—including Claude Tag’s Slack integration, Copilot’s bring‑your‑own‑key support, a new CLI interface, Vercel’s zero‑config Node deployment, Alibaba’s peak‑off‑peak token pricing, Doubao Seed 2.1 Pro performance, GitHub Code Quality APIs, Dependabot token improvements, and Cloudflare WAF updates—highlighting a shift toward agents as shared organizational entry points, cost‑governance tools, and security‑aware production components.

AI AgentsBYOKClaude

0 likes · 11 min read

Claude Joins Slack and Copilot Opens BYOK: How Agents Are Battling for Enterprise Entry and Cost Control

Programmer DD

Jun 23, 2026 · Artificial Intelligence

Integrating a Custom AI Provider with Vercel Eve

This guide shows how to extend a Vercel Eve content‑operation agent to support both the default Vercel AI Gateway and a custom OpenAI‑compatible provider by configuring environment variables, adding a validation script, and updating the agent's model setup.

Custom AI ProviderEnvironment variablesGateway Validation Script

0 likes · 10 min read

Integrating a Custom AI Provider with Vercel Eve

Programmer DD

Jun 23, 2026 · Artificial Intelligence

Beyond Code Generation: AI Agents Add Security Fixes, Cross‑Language Collaboration, and Long‑Running Task Support

Recent announcements from OpenAI, GitHub, Google, and Cloudflare show AI agents transitioning from simple code generation to enterprise‑ready tools that incorporate security‑closed loops, protocol‑defined cross‑language cooperation, persistent context for long‑running work, and transparent cost and debugging information.

AI AgentsCloud ComputingSecurity Automation

0 likes · 14 min read

Beyond Code Generation: AI Agents Add Security Fixes, Cross‑Language Collaboration, and Long‑Running Task Support

Programmer DD

Jun 22, 2026 · Artificial Intelligence

Getting Started with Vercel Eve: Build Your First Agent Using eve init

This step‑by‑step guide shows how to set up a Node.js environment, run eve init to create a Vercel Eve project, configure the agent and its always‑on instructions, set required environment variables, verify the project structure, and interact with the agent via the CLI chat interface.

AI AgentsCLIEnvironment variables

0 likes · 11 min read

Getting Started with Vercel Eve: Build Your First Agent Using eve init

Programmer DD

Jun 22, 2026 · Artificial Intelligence

AI Coding Pushes Platforms to Their Limits: Rethinking Compute, Security, and Effectiveness

The rise of AI coding agents accelerates development speed but also strains platform capacity, cloud costs, security boundaries, and maintenance quality, prompting a shift from merely automating code to making these hidden costs explicit, controllable, and governable across infrastructure and organizational processes.

AI codingAgent platformsClaude Code

0 likes · 10 min read

AI Coding Pushes Platforms to Their Limits: Rethinking Compute, Security, and Effectiveness

Programmer DD

Jun 20, 2026 · Artificial Intelligence

AI Agents Enter Governance Phase: Low‑Barrier Deployment, CI Permissions, Cost Visibility, and Skill Training

The article reviews recent engineering advances that push AI agents into a governance stage, covering Cloudflare's temporary‑account deployment, GitHub Actions' workflow protections and custom image layering, SkillOpt's trainable skill docs, OpenRath's session runtime, and GoLongRL's long‑context reinforcement learning, highlighting the shift from model performance to robust operational tooling.

AI AgentsCI GovernanceSkill Optimization

0 likes · 12 min read

AI Agents Enter Governance Phase: Low‑Barrier Deployment, CI Permissions, Cost Visibility, and Skill Training