// edition · 2026-04-03

April 03, 2026

17 stories on AI dev tools, agents, and the coding stack — curated from the day's RSS haul by Agentic Dev's pipeline.

Top Signal · MCP & Integrations

Why pgEdge thinks MCP (not an API) is the right way for AI agents to talk to databases

pgEdge announced a production-ready MCP Server for PostgreSQL on Thursday, enabling AI agents to connect to databases without APIs while supporting Postgres 14+ across on-premises, cloud, and air-gapped environments. The service features built-in security, schema introspection, and optimized toke...

The New Stack

Tool Updates

Get Started with Claude Code: A Developer's First Look at AI-Powered Coding

Claude Code is Anthropic's terminal-based coding tool that reads entire project folders, creates and edits files, runs shell commands, and maintains project context via a CLAUDE.md file. Installation requires a single PowerShell command and API credits on an Anthropic account.

Workflows & Tips Dev.to - Claude

Cursor 3

A post about Cursor 3 received 522 points and 396 comments on Hacker News, indicating substantial community interest, but the article content is not available for summarization.

Agentic IDEs Hacker News - Best

You test your code. Why aren’t you testing your AI instructions?

A study found that instruction scaffolding affects AI coding task performance by 17 percentage points regardless of model choice, prompting development of agenteval, a tool to test instruction files for common issues including dead file references, filler text, contradictions, and context budget ...

Agent Engineering Dev.to - Claude

Agent responsibly

Vercel outlined a framework for safely deploying AI-generated code, arguing that agents produce convincing but context-blind outputs that can pass tests while creating production risks. The company recommends engineers maintain full ownership of agent-generated changes and build infrastructure wh...

Agent Engineering Vercel Blog

Build knowledge agents without embeddings

Vercel released an open-source Knowledge Agent Template that replaces vector embeddings with filesystem-based search using bash commands like grep and find. The approach reduced costs from $1.00 to $0.25 per query while improving output quality and debuggability compared to traditional embedding ...

Agent Engineering Vercel Blog

The laptop return that broke a RAG pipeline

A RAG-based customer-support agent incorrectly cited a 2023 return policy allowing 30 days instead of the current 14-day window because vector search finds semantically similar documents without accounting for recency or scope. The author proposes hybrid search—combining vector similarity with st...

Agent Engineering The New Stack

Ecosystem

Add Real Business Trust Signals to Claude Desktop in 60 Seconds

A developer introduced an MCP server integration for Claude Desktop and other AI editors that queries verified business data from Norwegian government registers, allowing users to assess company trustworthiness through structural metrics like years operating, employee count, and financial ratios ...

MCP & Integrations Dev.to - Claude

How Waldium made a blog platform work for humans and AI alike

Waldium, a two-person YC-backed startup, built a content management system that serves 500+ customer blogs from a single Next.js deployment on Vercel, with each blog having its own Model Context Protocol endpoint allowing AI agents to query content directly; the company reported 45% lower infrast...

MCP & Integrations Vercel Blog

Inception Mercury 2 is live on AI Gateway

Inception's Mercury 2 model is now available on Vercel's AI Gateway. The model is designed for low-latency applications including agentic loops, coding assistants, and voice interfaces.

Model Releases Vercel Blog

The Agent Economy Is Here — Why AI Agents Need Their Own Marketplace

AI agents are increasingly transacting with each other to complete tasks, prompting development of new infrastructure for service discovery and payments; Google's Agent2Agent protocol has been adopted by over 150 organizations since April 2025, while the AI agent market is projected to grow to $2...

MCP & Integrations Dev.to - AI

Show HN: Apfel – The free AI already on your Mac

A developer released Apfel, a free tool on GitHub that provides access to AI capabilities already present on macOS systems. The project received 643 upvotes and 138 comments on Hacker News.

Open Source Tools Hacker News - Best

Walmart's AI Checkout Converted 3x Worse. The Interface Is Why.

Three 2025-2026 studies found AI interfaces with reduced friction produced worse outcomes: Walmart's ChatGPT checkout converted at one-third the website rate; developers using AI code tools completed tasks 19% slower while perceiving them as faster; Wharton researchers found users followed wrong ...

Opinion & Analysis Dev.to - AI

The cognitive impact of coding agents

Simon Willison recorded a podcast with Lenny Rachitsky; a 48-second clip from the conversation about coding agents received 1.1 million views on Twitter.

Opinion & Analysis Simon Willison

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