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Get practical notes and implementation updates without the noise.

Blog
AI Tools & Infrastructure for Developers

Compare AI infrastructure options and build production AI tools: self-hosted models vs API providers, LLM inference engines, OCR, vector sync, and MCP integrations.

0 Articles
5 months ago
Turn a cheap Bluetooth mini keyboard into a one-touch AI shortcut pad using Karabiner-Elements—device-scoped remaps…

AI

Build a €25 AI Shortcut Keyboard for Mac (Karabiner)

Create an AI shortcut keyboard for Mac with Karabiner and a €25 mini Bluetooth pad; remap keys per device for one-tap dictation, Cursor, Claude and Codex.

16 days ago
Move builds to a cloud VPS and use a $25 Quadro P620 to drive 4+ monitors for efficient AI coding

AI

Remote Development Workstation: Build a Thin-Client PC

Build a remote development workstation: move builds to a cloud VPS and turn a cheap PC plus a $25 Quadro P620 into a 4+ monitor AI coding setup. Fast.

17 days ago
How architects and technical leads define data, access, workflows and failure behaviour before AI builds code.

AI

AI-Assisted Development: Architecture That Protects Value

AI-assisted development speeds implementation, but the real benefit comes when senior leads define source-of-truth, access control, workflows and failure…

24 days ago
Step-by-step guide to locate Claude Code .jsonl sessions, parse transcripts with Python, and export readable Markdown.

AI

Export Claude Code Session to Markdown: Recover Plans

Recover lost plans by exporting a Claude Code session to Markdown: find the .jsonl file, run a Python exporter or use /export, and search the transcript.

about 2 months ago
Diagnose why chatbots underperform for lead generation and implement CRM sync, scoring, routing, and SLA-driven…

AI

Why Chatbot Lead Generation Fails — 5 System Fixes

Learn why chatbot lead generation fails and how to fix it: short qualification, CRM sync, confidence scoring, calendar handoffs, and SLA triggers to save leads.

5 months ago
Compare costs, compliance, and hybrid serverless GPU options to pick the right AI infrastructure for your business

AI

Self-Hosted AI vs API Providers: Decision Framework

Self-hosted AI vs API providers: a practical framework to weigh cost, compliance, and ops risk so you can pick the right infrastructure and avoid costly…

6 months ago
Step-by-step Ollama setup for GLM-OCR on macOS — pull the model, set num_ctx=16384, and run a local OpenAI‑compatible…

AI

Ultimate Guide: Run GLM-OCR Locally on MacBook Fast

Run GLM-OCR locally on your MacBook with Ollama—install, pull the 0.9B model, set num_ctx=16384 to avoid crashes, and run a local OpenAI‑compatible OCR API in…

6 months ago
Benchmark-backed guide comparing vLLM, Ollama, and TGI — throughput, concurrency, scaling, and observability to choose…

AI

LLM Inference Engine Showdown: vLLM vs Ollama vs TGI

Decide the best LLM inference engine for your deployment with benchmarked throughput, latency, and scaling guidance—clear recommendations for vLLM, Ollama…

6 months ago
A central AI processor chip connecting to business icons and charts, representing artificial intelligence controlling corporate workflows on a clean background.

AI

There's a New $500/Hour Consulting Gig: AI Architect

Learn why AI adoption in business lags market hype, the three adoption phases, and how AI Architects build agentic systems that unlock real enterprise value.

7 months ago
Horizontal illustration comparing developer experience across OpenAI, MCP server, and multiple LLM providers using a clean dark background and abstract development setup

AI

Building Secure Multi-User MCP Servers: Claude vs OpenAI's Authentication Gap

MCP server integration comparison: why Claude’s OAuth 2.1 flow offers better developer experience, per-user auth, and security—essential reading for engineers.

7 months ago
Illustration showing Google Gemini integrated with Zod v4 schemas to produce structured data output on a clean light background

AI

Zod v4 & Gemini: Fix Structured Output with z.toJSONSchema

Fix Gemini structured output by switching to Zod v4's z.toJSONSchema. Replace zod-to-json-schema and produce valid JSON schemas so AI returns correct fields.

7 months ago
Illustration showing ChatGPT and Claude accessing Google Search Console insights through an MCP server using Next.js and the Search Console API

AI

Build a Claude SEO Agent with Google Search Console MCP Integration

Implement a Google Search Console integration with Claude using MCP: run URL inspections, pull analytics, and build an AI assistant that diagnoses ranking…

7 months ago