Related reading
How a solo founder runs a five-continent tender platform on AlloyDB and MCP
A solo founder runs a global tender platform using Google Cloud's AlloyDB for PostgreSQL and Model Context Protocol (MCP). This setup consolidated relational data, vector embeddings, and audit logs, reducing semantic search latency by 47x with ScaNN indexing and automating database operations.
Google Cloud Bloggoogle.com4 minHN2Squalk: an old-school forum engine built on Nostr (NIP-29 groups, NIP-7D threads)
Squalk is a SvelteKit‑based forum built on the Nostr protocol, implementing NIP‑29 groups and NIP‑7D threads. It can run in a single‑forum “simple” mode or a multi‑forum “full” mode, with chat sidebars, markdown resources, and optional server‑side rendering for SEO. Configuration is done entirely via `PUBLIC_` environment variables, and deployment scripts support both static hosting and Node SSR,…
Lobstersgithub.com5 minlobste.rs12Article: Your Next DSL Author Is a Language Model
Typed Domain Grounding (TDG) embeds a DSL inside a mainstream language the LLM already knows (e.g., Kotlin) and uses the host compiler as an oracle. The author describes five building blocks—embedding, choosing a host language with high training‑data frequency, compiler‑driven type safety, a generate‑compile‑repair loop, and an on‑demand teaching tool—and shows measured results from kUML, a Kotli…
InfoQinfoq.com18 minMigrating the GitHub Copilot runtime to Rust, using Copilot
The Copilot agent runtime was rewritten from a 130‑k‑line TypeScript/Node.js codebase into a native Rust library (~830 k lines of Rust) to reduce startup latency, memory use, and improve reliability. The migration was done incrementally (in‑place) across 128 PRs, with AI‑generated code handling most of the work. The new runtime exposes a C ABI for in‑process embedding by all six Copilot SDK langu…
GitHub Oldgithub.blog65 minHN188Custom home server built from spare parts
A DIY home NAS built from a repurposed Zotac mini‑PC, 6×8 TB WD Red drives in a RAIDZ2 ZFS pool, encrypted boot, Wi‑Fi, custom Noctua cooling, and a front‑panel ESP32‑S3 touch screen driven by LVGL. Runs Kubuntu 24.04 with Docker‑Compose services behind Caddy, plus a self‑written dashboard and API.
Hacker News front pageasmat.ca7 minHN8949
