Task Decomposition: Breaking Problems into Steps
How to Solve Complex Technical Problems: A Practical Framework A clear, repeatable framework to break down technical problems, set criteria, plan actions,
Rate Limits and Retries: Production‑Ready Patterns
Practical Rate Limiting and Retry Strategies for APIs Prevent outages and degraded UX with robust rate limits and retries — reduce errors, protect capacity
Text to Speech Offline: Building a Private Voice Assistant
Build an Offline Private Voice Assistant: ASR, TTS, Wake Word, and Local NLU Create a private, offline voice assistant with open-source ASR/TTS, local NLU,
Citations That Users Trust: Design Patterns for RAG UIs
Designing Trustworthy Citation UX for Generative AI Improve user trust and decision-making with clear citations, provenance, and inspection tools — practic
Error‑Handling Prompts: Recover When the Model Goes Off‑Track
Prompt-level recovery: detect, correct, and restore model alignment Recover misbehaving LLMs fast: detect failures, send focused corrective prompts, and au
Hallucinations: Why They Happen and 7 Ways to Reduce Them
How to Recognize and Reduce Hallucinations Learn clear steps to identify, reduce, and manage hallucinations with practical strategies and a simple implemen
Vector DB Lite: SQLite + Embeddings for Toy Projects
SQLite + Embeddings: A Practical Guide to Compact RAG Learn how to run embeddings and retrieval in SQLite for fast, low-cost RAG—practical steps, pitfalls,
Security for Solo Builders: 12 Controls that Matter
12 Kubernetes Security Controls: Practical Guide to Hardening Clusters Improve Kubernetes security with 12 practical controls to reduce risk, protect data,
How to Generate Alt‑Text and Captions at Scale
Automating Accessible Alt Text and Captions at Scale Deliver consistent, accurate alt text and captions across large image inventories—automate first, huma
Balanced Datasets: Prompting Your Way to Coverage
Using Synthetic Data to Close Coverage Gaps in ML Datasets Generate targeted synthetic examples to fill dataset gaps, measure coverage with clear metrics,