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.

Best Proxy Service in 2026: Bright Data, Oxylabs, Decodo, Webshare, ThorData, IPRoyal and NetNut Compared
Compare Bright Data, Oxylabs, Decodo, Webshare, ThorData, IPRoyal and NetNut by scraping job, entry offer, trial terms and access rules.Nov 10, 2026Build
CodeRabbit Pricing: Seat Costs, Limits and Add-Ons
CodeRabbit seat costs for 5, 20, and 50 developers, with monthly and annual totals, Free and OSS terms, review limits, and usage add-ons.Nov 9, 2026Build
NVIDIA OpenShell
Run agents inside NVIDIA OpenShell: current OS support, first-agent setup, file and network policies, and the limits to check before production.
Nov 8, 2026Build
Best Antivirus for Small Business in 2026: Bitdefender, Microsoft Defender, ESET, Sophos, CrowdStrike and Malwarebytes
Compare Bitdefender, Microsoft Defender, ESET, Sophos, CrowdStrike and Malwarebytes by device coverage, setup and who handles security alerts.Nov 8, 2026Build
Paperclip AI
Paperclip AI review: official setup, supported runtimes, governance limits and who should give this agent control plane a weekend.Nov 7, 2026Build
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
Best AI Code Editor in 2026: Cursor, Windsurf, Zed, VS Code, Kiro and JetBrains AI
Compare Cursor, Windsurf, Zed, VS Code with Copilot, Kiro and JetBrains AI by agent modes, model access, privacy and team controls.Nov 6, 2026Build
Activepieces
Activepieces reviewed for operators leaving Zapier or Make: editions, pieces, Agents, MCP, self-hosting and a documented Sheets-to-Slack workflow.Nov 6, 2026Build
Technical Writing Software in 2026: Mintlify, GitBook, Paligo, MadCap Flare, Document360 and Archbee
Compare Mintlify, GitBook, Paligo, MadCap Flare, Document360 and Archbee for product docs: AI, versions, localization, API support and workflow fit.Nov 6, 2026Build
Replicate AI
Replicate AI reviewed for builders: how the API works, custom model deployment, Cloudflare ownership, and the limits that affect production.Nov 5, 2026BuildThe other lanes.Pick the one you came for.
323 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.129 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.252 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.9 piecesPlaybooks
AI for your niche: the workflows that actually move, tool by tool, priced52 piecesExplained
What shipped, explained: every real release, decoded for the people who use it0 piecesLab
The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run60–83 / 354

RLHF Explained: Human Feedback, DPO and Fine-Tuning
How RLHF turns human rankings into model behavior, how DPO and verifiable rewards differ, and which preference fine-tuning APIs a small company can use.Oct 22, 2026Build
Model Router: How LLM Routing Works and How to Test It
Learn how LLM model routing works, compare documented options, and test quality with a support-app example, cost formula, and held-out eval set.Oct 21, 2026Build
Semantic Caching: How It Works and When to Reuse Answers
Understand semantic caching, its four-step lookup, and how thresholds, expiry and user scope prevent similar questions from receiving the wrong answer.Oct 21, 2026Build
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 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
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
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 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
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 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
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 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
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
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
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
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
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 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 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 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
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: 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
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
What Superpowers adds to Claude Code, the exact install commands, how its skills trigger, and when a small task needs less process.Oct 18, 2026BuildPrefer this site in Google
Mark omidsaffari.com as preferred and Google lifts it in Top Stories, AI Overviews and AI Mode for you.
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