Ship software with AI, whether or not you write code.

Setups, guides and tool verdicts for shipping with AI: Claude Code, Codex and Cursor, vibe-coding and app builders, automation, MCP servers and just enough infra on Vercel, Cloudflare and Supabase. Priced and tested on the stack behind my own live products.

Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.

What Is Supabase? The Backend Behind Your AI-Built App

What Is Supabase? The Backend Behind Your AI-Built App

Understand Supabase, its Postgres database and backend services, how AI builders connect, and what you control before depending on it.

Nov 7, 2026Build

The other lanes.Pick the one you came for.

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Pydantic AI vs LangChain

Pydantic AI vs LangChain

Choose a Python agent framework with matching ticket-triage code, validated outputs, LangGraph workflows, tracing, evals and migration guidance.Oct 21, 2026Build
Zed vs Cursor 2026: Editing Feel, Agents and Teamwork

Zed vs Cursor 2026: Editing Feel, Agents and Teamwork

Zed vs Cursor for developers: compare editing feel, agents, model choice, collaboration and the limits of switching or using both.Oct 21, 2026Build
LLM Inference Explained: Prefill, Decode and Serving Choices

LLM Inference Explained: Prefill, Decode and Serving Choices

Understand LLM inference, from prefill and decode to caching and batching, then choose between a model API, an inference provider and your own GPUs.Oct 21, 2026Build
Semantic Search: How It Works and When to Use It

Semantic Search: How It Works and When to Use It

Learn how semantic search uses embeddings, when keywords still win, and how hybrid retrieval and reranking fit a production search system.Oct 21, 2026Build
Factory AI

Factory AI

Factory Droids for engineering teams: verified capabilities, workflow examples, limitations, and when to choose it beside Claude Code, Codex or Cursor.Oct 21, 2026Build
Speech to Text API 2026: Mistral, Deepgram, AssemblyAI, OpenAI, Google, ElevenLabs and Speechmatics Compared

Speech to Text API 2026: Mistral, Deepgram, AssemblyAI, OpenAI, Google, ElevenLabs and Speechmatics Compared

Compare Mistral Voxtral 3, Deepgram, AssemblyAI, OpenAI, Google, ElevenLabs and Speechmatics for files, live agents, languages and speaker labels.Oct 21, 2026Build
Cerebras Pricing: API Costs and the Production Catch

Cerebras Pricing: API Costs and the Production Catch

Cerebras API rates, model speeds, the $5 trial and a $53.75 agent budget. See why Developer access differs from production, plus Groq comparisons.Oct 20, 2026Build
How to Get OpenAI API Key

How to Get OpenAI API Key

Create an OpenAI project key, add billing, set a hard spend limit, store it safely, and test one request. Includes errors and leaked-key recovery.Oct 20, 2026Build
Deepgram Pricing: What Voice Agents and Transcripts Cost

Deepgram Pricing: What Voice Agents and Transcripts Cost

Deepgram plans, speech API rates, concurrency limits and worked monthly costs for support voice agents and meeting transcripts.Oct 20, 2026Build
LLM Quantization: GGUF, AWQ, GPTQ and FP8 Explained

LLM Quantization: GGUF, AWQ, GPTQ and FP8 Explained

Understand the memory, speed and quality tradeoffs of LLM quantization, with a worked estimate and format choices for local runtimes and APIs.Oct 20, 2026Build
What Is a Vector Database? How It Works and When You Need One

What Is a Vector Database? How It Works and When You Need One

Understand embeddings, similarity search, indexes and filters, then decide when pgvector is enough and when Pinecone or Qdrant fits.Oct 20, 2026Build
Vertex AI Pricing: Gemini Rates and Two Monthly Budgets

Vertex AI Pricing: Gemini Rates and Two Monthly Budgets

Current Gemini token rates on Google Cloud, batch and caching costs, Developer API differences, and two worked monthly budgets.Oct 20, 2026Build
Cheapest LLM API 2026: OpenAI, Anthropic, Google, DeepSeek, Mistral, xAI and Groq Compared

Cheapest LLM API 2026: OpenAI, Anthropic, Google, DeepSeek, Mistral, xAI and Groq Compared

Compare OpenAI, Anthropic, Google, DeepSeek, Mistral, xAI and Groq API prices, with caching, Batch and costs for three common jobs.Oct 20, 2026Build
Langflow: What It Is and When to Use It

Langflow: What It Is and When to Use It

What Langflow is, who owns it, how agents and RAG flows work, and when to choose it over Flowise or n8n. Includes current hosting options.Oct 19, 2026Build
Amazon Bedrock Pricing: Model Rates and a $1,270 App Budget

Amazon Bedrock Pricing: Model Rates and a $1,270 App Budget

Amazon Bedrock model rates, direct API comparisons, caching and add-ons, with a $1,270 monthly budget for 100,000 support answers.Oct 19, 2026Build
Claude Fast Mode

Claude Fast Mode

Claude fast mode for Opus 5.5: exact setup, subscription billing, standard-versus-fast costs, and when paying for speed makes sense.Oct 19, 2026Build
Playwright vs Selenium in 2026

Playwright vs Selenium in 2026

Playwright vs Selenium for browser tests: compare architecture, browsers, waiting, parallel runs, AI agents, and migration effort.Oct 19, 2026Build
BrowserStack Alternatives 2026: LambdaTest, Sauce Labs, Playwright and TestDriver.ai

BrowserStack Alternatives 2026: LambdaTest, Sauce Labs, Playwright and TestDriver.ai

Compare BrowserStack alternatives for real-device clouds, self-hosted browser tests and AI agents, with verified limits and CI fit.Oct 19, 2026Build
Kiro vs Claude Code 2026

Kiro vs Claude Code 2026

Kiro vs Claude Code: compare specs, agent workflows, current plans, models and AWS controls to choose the right fit for your team.Oct 18, 2026Build
Open Source AI Agent 2026: OpenClaw, Hermes Agent, Goose and OpenHands Compared

Open Source AI Agent 2026: OpenClaw, Hermes Agent, Goose and OpenHands Compared

Compare installable open-source AI agents by job, with repository-verified licenses, model support, setup requirements and limits.Oct 18, 2026Build
Claude Superpowers: Skills, Setup and When to Use It

Claude Superpowers: Skills, Setup and When to Use It

What Superpowers adds to Claude Code, the exact install commands, how its skills trigger, and when a small task needs less process.Oct 18, 2026Build
Few Shot Prompting: Examples for Consistent Outputs

Few Shot Prompting: Examples for Consistent Outputs

Learn when few-shot prompting helps, how to choose examples for tickets, invoices and brand voice, and when to use schemas or fine-tuning instead.Oct 18, 2026Build
Prompt Chaining: Build a Workflow With Checks

Prompt Chaining: Build a Workflow With Checks

Learn prompt chaining with an extract, check, draft workflow, clear failure rules, and guidance on when to use one prompt or an agent.Oct 18, 2026Build
Chain of Thought Prompting: When to Use It

Chain of Thought Prompting: When to Use It

Learn chain of thought prompting, see a before-and-after example, and choose visible steps or reasoning effort using current provider guidance.Oct 18, 2026Build

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