A developer who built RAG infrastructure multiple times finally benchmarked it for the first time, using the MIRACL-zh dataset to evaluate retrieval quality in their open-source knowledge base Langhua…
A developer compared direct database connections with brokered connections using the Model Context Protocol (MCP) for AI assistants, highlighting security and workflow trade-offs. The analysis shows t…
Stigmergy, a team-oriented LLM wiki inspired by Andrej Karpathy's single-user wiki, uses a librarian agent to maintain a Git-and-Markdown knowledge base from immutable source captures via Slack, Claud…
Michael, in a discussion on designing memory systems for long-running AI agents, advises that the runtime, not the model, should serve as the memory system, with applications making final decisions on…
Major League Hacking's latest Season Census reveals that 75% of developers now use AI to learn technical skills, surpassing YouTube and online courses. AI learners also engage with more non-AI learnin…
A developer discovered that MCP servers were silently consuming up to 111,000 tokens per conversation in Claude Code, wasting an estimated $2,500 per year. By auditing and removing unused servers, the…
A developer benchmarked 10 popular MCP servers and found that connecting them all to Claude injects over 200K tokens of overhead before the first user message, with Google Drive's server alone consumi…
Onemcp, a new open-source tool, unifies all Model Context Protocol (MCP) servers behind a single portal endpoint, reducing context footprint by ~97% per request. The portal exposes only three meta-too…
A developer found that connecting Claude Code to five MCP servers consumed 91,000 tokens of JSON schemas before any question was asked, with a single conversation totaling around 120,000 tokens. To ad…
A software engineering student, 16 months from graduation, has published a detailed DevOps roadmap based on stress-testing against 2026 hiring trends. The roadmap emphasizes hands-on building over pas…
A company that built a natural-language analytics layer for its product team found that revoking LLM database access is the hardest part, as the orchestration layer holds credentials and assumes perma…
A developer built Daily Routine, a local-first note-taking app that automatically syncs LeetCode submissions and integrates with Obsidian and local LLM models. The app, available as a macOS app and we…
DeepSQL, an open-source database agent for Postgres and MySQL, released v1.2.0 with schema-scoped access policies that enforce permissions in the planner path, not just via prompts, to prevent LLMs fr…
Frigade replaced its nine-month-old multi-region Grafana dashboard with a Claude Code skill that queries a read-only Postgres replica, citing that the dashboard's 24 graphs only answered questions fro…
A developer recounts how their team consolidated four databases—Mongo, Redis, Elasticsearch, and a vector database—into a single Postgres instance, citing reduced costs, lower operational overhead, an…
Mercor, a profitable Series C AI data company valued at $10 billion, is hiring a Member of Technical Staff for its Enterprise Platform in San Francisco, offering a salary of $130k–500k/yr. The role in…
Paperclip, an MIT-licensed, self-hosted open source platform, treats AI agents as employees, allowing users to act as a board of directors to approve hires, review strategy, set budgets, and pause or …
A full-stack developer in the Netherlands has launched I Like Movies, an Android app for shared movie tracking, built with a Go/GraphQL/Postgres backend and React Native with Expo. The app features a …
AI agents are generating database down migrations that often fail to restore the original schema, and a round-trip test in CI can catch schema drift but not data loss, according to a developer article…
A developer in Dhaka built an AI agent infrastructure using a single Postgres database for job queuing, caching, and full-text search instead of adopting Redis, RabbitMQ, and Elasticsearch. The approa…