Dokploy is a free, self-hosted PaaS that bundles Docker Swarm, Traefik, PostgreSQL, and Redis into a single web dashboard, allowing users to deploy apps, manage databases, and handle domains without m…
An AI developer reports that Claude handles Ansible with high accuracy due to Ansible's declarative, idempotent structure matching LLM reasoning patterns. The developer finds AI-assisted Ansible work …
PowWater, a startup building an operating system for water delivery, is expanding to Mexico City after processing billions of liters in Kenya. The company uses a Python/FastAPI/PostgreSQL stack and in…
A developer released an open-source reference implementation of an LLM agent that emits typed intents using a domain vocabulary, separating intent from execution. The project introduces the Structured…
A blog post by Vibhorkumar published June 24, 2026 argues that memory alone is insufficient for enterprise AI agents, identifying planning, tool use, and reflection as necessary capabilities. The post…
A developer advocates using PostgreSQL with the pgvector extension for semantic search instead of dedicated vector databases like Pinecone or Weaviate. The approach reduces infrastructure complexity b…
DataBridge, an open-source MCP server, achieves 61.37% on UC Berkeley's DataAgentBench using GLM-5.2, enabling AI agents to query heterogeneous databases (PostgreSQL, MongoDB, SQLite, DuckDB) with det…
An ML engineer built a system that automatically rolls back machine learning models before they harm production data by routing a small percentage of live traffic to a canary model, continuously measu…
SigNoz released a self-host guide for installing its open-source observability platform on Docker standalone using Docker Compose. The guide walks users through installing foundryctl, creating a casti…
A Hacker News user asks for recommendations on encrypting PostgreSQL data at rest without purchasing software, and whether the PEM passphrase must be retained after configuring TLS/SSL.…
A developer running a multi-agent development workflow discovered three failures that passed through the pipeline undetected, revealing structural weaknesses in verification. In one case, an ETL pipel…
Twio, an AI SaaS for loan brokers, migrated its production RAG system from pgvector to Vertex AI Search after scaling challenges revealed that vector storage alone was insufficient for handling messy …
A self-taught developer with 13 years of experience on the factory floor of a steel-tube manufacturer has built a suite of AI-powered tools to solve real production problems. The tools include PIPEZ, …
HashQL, a hypergraph query language supporting multiple independent time dimensions, was released as a research preview. Developed by the hgres team, it combines temporality, typing, and graph structu…
A developer published a guide to building production RAG systems in Node.js, covering setup, database schema with pgvector, and multi-tenant architecture. The tutorial includes code examples for Postg…
A developer released mcp-postgres, a high-performance MCP server written in Rust that provides 135 PostgreSQL tools for AI tools like Claude Desktop, featuring lock-free connection pooling and sub-10m…
SamtSQL launches a PostgreSQL extension that enables AI operators for analyzing text, images, audio, and tables within existing databases. The tool supports SQL queries with natural-language filtering…
RemotePower, a self-hosted fleet monitoring platform with built-in vulnerability scanning, has been released. The tool combines monitoring, alerting, CMDB, documentation with RAG search, CVE scanning,…
A developer released an MCP server providing Claude and other MCP-compatible AI with access to over 100 engineering tools, including search and boilerplate generation for 30+ stacks. The tool, availab…
A developer building on the Microsoft Agent Framework describes how to connect agents to private knowledge using RAG (Retrieval-Augmented Generation). The approach exposes retrieval as a controlled to…