Build logs, guides, and field notes
What shipped, what broke, and what it really cost — from running production AI systems.
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
Abacus AI Review
Can ChatLLM and DeepAgent replace separate AI subscriptions? Compare workflows, usage limits, model routing and team controls before switching.Nov 10, 2026AI
Zoom Alternatives in 2026: Google Meet, Microsoft Teams, Webex, GoTo Meeting, Whereby, Jitsi Meet and Livestorm
Compare Google Meet, Microsoft Teams, Webex, GoTo Meeting, Whereby, Jitsi Meet and Livestorm by meeting limits, AI notes and fit.
Nov 9, 2026Business
Profound AI
Profound AI reviewed for marketing leads: enterprise fit, visibility tracking, agents, trial limits, alternatives, and what to ask before signing.Nov 9, 2026Business
Dropbox Alternatives 2026: Tresorit, OneDrive, Google Drive, Sync.com, Box, pCloud and Egnyte
Compare Dropbox alternatives for business: Tresorit, OneDrive, Google Drive, Sync.com, Box, pCloud and Egnyte, with sharing controls and clear limits.Nov 9, 2026Business
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
ClickUp vs monday.com: Which Fits Your Team?
Compare ClickUp and monday.com by team workflow, automation limits, AI features and the effort of switching. Choose the tool your team will maintain.Nov 9, 2026Business
WebCatalog Review
WebCatalog reviewed for client work: separate accounts, Desktop vs New Tab and Singlebox, Linux support, and when browser profiles are enough.Nov 9, 2026Business
Mercor Competitors in 2026: Scale AI, Surge AI, Turing, micro1, Handshake AI and Toptal
Compare six Mercor competitors for expert data, model evaluations and contract talent. Choose managed delivery or specialists you direct.Nov 9, 2026AI
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, 2026BuildThe lanes.Pick the one you came for.
323 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.354 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.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 run180–203 / 1119
Physical AI: What It Is and What Operators Can Use Today
Understand physical AI, what NVIDIA and Google offer today, where pilots end, and how to start with simulation before committing to robots.Oct 23, 2026AI
LLMOps: What It Is and What to Put in Place First
What LLMOps covers, how it differs from MLOps, and the release, evaluation, tracing and incident controls a production team needs first.Oct 23, 2026Build
Superlist Review
Superlist review for founders: tasks beside notes, team sharing, AI features, candid limitations, and the workflow to test before paying.Oct 23, 2026Business
On Device AI: What Can Run on Staff Laptops and Phones
What on-device AI can run on staff laptops and phones, with current hardware needs, useful tasks, privacy boundaries and when to use the cloud.Oct 23, 2026AI
SE Ranking vs Semrush in 2026
SE Ranking vs Semrush for founders and small agencies: daily tracking, research, audits, client reporting and the AI visibility limits that decide the fit.Oct 23, 2026Business
Structured Outputs: OpenAI, Claude and Gemini Explained
Understand structured outputs across OpenAI, Claude and Gemini, with schema limits, invoice extraction, validation, retries and streaming.Oct 23, 2026Build
Arc Browser Alternatives 2026: Dia, Zen, Vivaldi, Microsoft Edge and Chrome
Compare Dia, Zen, Vivaldi, Edge and Chrome, with Arc export paths, platform limits and a client-by-client move before December 22.Oct 23, 2026AI
Anthropic vs OpenAI: Which AI Vendor Fits Your Company?
Compare Anthropic and OpenAI for your company: models, business plans, API rates, data terms, work agents and cloud deployment.Oct 23, 2026AI
AI Readiness Assessment: A One-Page Checklist for Small Business
Score 15 questions, work through a 40-person services firm example, and choose your next 90 days with this one-page AI readiness assessment.Oct 23, 2026AI
AI Prototyping Tools 2026: Magic Patterns, Figma Make, v0, Lovable, Google Stitch, Claude Design and Bolt (Compared)
Compare AI prototyping tools for clickable flows, design-system reuse and code handoff, with current pricing and a shared onboarding brief.Oct 23, 2026Design
Shopify Magic
Use Shopify Magic for product copy, pages, blogs, emails, images and Inbox replies, with current admin steps, limits and edited examples.Oct 23, 2026Business
Best Dictation Software in 2026: Apple, Windows, Wispr Flow, VoiceOS, Superwhisper and Dragon
Compare Apple, Windows, Wispr Flow, VoiceOS, Superwhisper and Dragon for business writing, privacy and platform fit. Includes a ten-minute check.Oct 23, 2026AI
Railway Alternatives in 2026: Render, Fly.io, Northflank, Heroku and More
Compare Railway alternatives for services, Postgres, workers and cron, with current starting prices, secrets handling and a staged migration checklist.Oct 22, 2026Build
Claude Duet: What It Does and What to Delegate First
Claude Duet explained: who can join, what to delegate first, how background work uses your limits, and what still needs your approval.Oct 22, 2026AI
Perplexity Ads: Current Status and How to Get Cited
Perplexity has pulled back from ads. Check its buying status, follow a citation checklist, and explore the separate ChatGPT self-serve route.Oct 22, 2026Business
Webflow AI
Build a three-page site with Webflow AI, refine it with the Assistant, and connect Claude through MCP. Current features, limits and manual checks.Oct 22, 2026Design
Gumloop Review
Gumloop reviewed for lead research, scraping, documents and email: a step-by-step setup, current credits, approval controls and alternatives.Oct 22, 2026Build
Meta Muse Privacy: Settings and a Workplace Policy
What Meta's Muse keeps, trains on and shares, with verified privacy controls, reported incidents and a short staff policy.Oct 22, 2026AI
Synthetic Data Generation: LLM Training and Test Data
Generate LLM evals, fine-tuning examples and test fixtures with a worked recipe, filtering, deduplication, human checks and provider terms.Oct 22, 2026Build
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
Human in the Loop AI: Approvals, Review Queues and Escalation
Decide when AI agents need approval, sampled review or escalation, with a support-agent example, current tool docs and practical logging rules.Oct 21, 2026AI
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, 2026BuildPrefer this site in Google
Add as a preferred sourceon GoogleMark omidsaffari.com as preferred and Google lifts it in Top Stories, AI Overviews and AI Mode for you.
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