Practical AI & Software Engineering for Modern Developers
Clear, in-depth guides on software architecture, cloud, development, and SaaS—from the systems behind the code to the decisions that make products work.
Latest Articles
NocoBase Workflows Explained: Triggers, Nodes, and the Four Key Concepts
A practical walkthrough of NocoBase's Workflow plugin: the four key concepts (workflow, trigger, node, execution), the three trigger types, and how nodes form event-driven automation.
Self-Hosting Windmill with Docker Compose: Server, Worker, and Postgres
A practical deployment guide for running Windmill on your own infrastructure using Docker Compose, covering the server-worker-Postgres architecture, the bundled Caddy stack, and VPS sizing.
How to License an Open Dataset on Hugging Face: CC, Publisher Rights, and Attribution
A pragmatic guide to choosing a Creative Commons or Open Data Commons license for a first Hugging Face dataset, grounded in EU publisher rights and attribution conventions.
Caveman vs Headroom: In-Band Prompt Discipline vs Out-of-Band Compression
A focused comparison of Caveman's in-band prompt discipline and Headroom's out-of-band local compression proxy, framed around where each tool intervenes in the agent-to-provider pipeline.
Contractors Over Employees: How Solo SaaS Founders Buy Back Their Time
A pragmatic case for hiring 1099 contractors before W-2 employees when bootstrapping a SaaS, with guidance on which roles to externalize first and a TinyPilot case study.
Recursive vs. Semantic vs. Late Chunking: Choosing the Right Document Splitting Strategy for RAG
An operational comparison of recursive, semantic, section-aware, and late chunking for RAG ingestion, with guidance on which method fits which document type.
Caveman Alternatives Compared: Which Compressed-Output Skill Should You Pick?
A practical buyer's guide that compares Caveman variants against external alternatives, helping readers pick a compressed-output skill based on workflow, model, and stack rather than headline token-savings numbers.
How to Build a Hybrid Retrieval Pipeline: BM25, Dense Vectors, RRF, and Cross-Encoder Reranking
Why pure vector search misses exact product codes and names, and how to assemble the three-stage production baseline: parallel BM25 and dense candidate generation, Reciprocal Rank Fusion to merge the ranked lists, and a cross-encoder reranker for final ordering — implemented with Qdrant and Cohere.
Using PocketBase as a Go Framework: Embedding Custom Logic in a Single-Binary Backend
How to move PocketBase beyond standalone mode: embedding it as a Go library with custom hooks, routes, and migrations — plus why JavaScript handlers can't see variables declared outside their scope.
The Solo Founder's 2026 Productivity Stack: Real Tools, Real Monthly Costs
A layer-by-layer breakdown of the tools a solo SaaS founder actually pays for in 2026 — Toggl, Linear, daily.dev, SwipeGrowth, trial tracking, and the AI stack — with itemized monthly costs and free-tier-first upgrade rules.
Qdrant Multi-Tenancy: One Shared Collection or One Per Tenant?
Shipping one RAG deployment to many organizations forces a hard question: one shared Qdrant collection with tenant filters, or a separate collection per customer? This guide compares both isolation strategies, explains how Qdrant's filterable HNSW keeps tenant data fast and separated, and maps how…