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 run84–107 / 1119

folk CRM Review
folk CRM review: who it fits, current plans, AI features and documented limits, with a clear verdict for founders, agencies and small sales teams.Nov 1, 2026Business
AI Productivity Tools in 2026: ChatGPT, Claude, Reclaim and More
Choose one AI productivity tool per job: calendar, tasks, email, meetings, dictation, research and automation. Clear picks and alternatives.Nov 1, 2026AI
Fillout Review
Fillout reviewed for lead capture, payments, booking and Airtable workflows, with documented limits and a clear verdict for each use.Nov 1, 2026Business
Runable Review
Runable's research, slides, websites and task automation, with credit limits, candid drawbacks and alternatives for founders and operators.Nov 1, 2026AI
Claude for Nonprofits: The Plugin and Your First Month
Understand the nonprofit plugin, eligibility, connectors and data controls, with grant, donor and board workflows for your first month.Nov 1, 2026AI
Gemini Spark: Tasks, Connected Apps and Business Limits
Gemini Spark is now Task. Learn how recurring work runs, which apps connect, who gets access, and where business workflows need human review.Nov 1, 2026AI
Google Jules Shutdown: Export Your Work and Move On
The Google Jules shutdown timeline, export steps, API uncertainties and migration paths to Antigravity, Codex, Claude Code and GitHub Copilot.Nov 1, 2026Build
Smolagents: How Code Agents Work and When to Use Them
How smolagents uses Python actions, tools and sandboxes, with a small example and clear choices against LangGraph and the OpenAI Agents SDK.Oct 31, 2026Build
Reasoning Models: When to Turn Thinking Up or Down
How reasoning models use thinking tokens, the exact OpenAI, Claude, Gemini and DeepSeek controls, and when extra effort earns its wait.Oct 31, 2026AI
Warp Terminal Review
Should Warp replace your terminal or coding agent? Compare workflows, current plans, team privacy controls and the limits that decide the switch.Oct 31, 2026Build
Kilo Code Review
Kilo Code review: VS Code, JetBrains, CLI, cloud agents, model choice, and who should choose it over Cline or Claude Code.Oct 31, 2026Build
Bedrock AgentCore: Components, Architecture and When to Use It
Understand AgentCore's components, what they replace in your AWS agent stack, what you still own, and how to run a focused first pilot.Oct 30, 2026Build
Speculative Decoding: How to Speed Up LLM Inference
Learn how speculative decoding works, when it lowers latency, and how to enable it in vLLM, SGLang and TensorRT-LLM without relaxing verification.Oct 30, 2026Build
Customer Feedback Software in 2026: Zonka Feedback, SurveyMonkey, Typeform, Hotjar, Canny and Qualtrics (Compared)
Compare Zonka Feedback, SurveyMonkey, Typeform, Hotjar, Canny and Qualtrics by job, AI analysis, channels and fit for a small business.Oct 30, 2026Business
ChatGPT Plugins
How ChatGPT plugins work now, how Business and Enterprise admins enable them, what data they can access, and where ServiceNow fits.Oct 30, 2026AI
Custom GPTs: Retirement Dates and What to Move Where
Custom GPTs retirement dates by plan, what moves to plugins, when Projects fit, and a checklist for preserving your team’s workflows.Oct 30, 2026AI
Claude for Legal: Plugins, Artifacts and a First-Week Pilot
Claude for Legal explained: plugins, connectors, artifacts, data terms, and a supervised pilot with a worked example from Anthropic.Oct 30, 2026AI
GPU Cloud Providers 2026: Runpod, Lambda, CoreWeave, Vast.ai, Modal, Together AI and Google Cloud
Compare Runpod, Lambda, CoreWeave, Vast.ai, Modal, Together AI and Google Cloud for fine-tuning, serverless inference and clusters.Oct 30, 2026Build
AI Inventory Management: Forecasts, Reorders and a 30-Day Pilot
Learn how AI forecasts stock demand, what data it needs, where human judgment matters, and how to pilot inventory planning on 20 SKUs.Oct 30, 2026AI
Interact Quiz Maker Review
Interact quiz maker review for coaches and consultants: quiz types, AI drafts, lead capture, email handoffs, limitations and who should use a form instead.Oct 30, 2026Business
Atria AI Review
Atria AI review for small Meta and TikTok ad teams: workflows, limitations, who should skip it, and how it compares with Motion.Oct 30, 2026Business
AI RFP Software 2026: Loopio, Responsive, AutoRFP.ai, Inventive AI, AutogenAI and Iris (Compared)
Compare AI RFP software by team size and answer-library maturity, with verified vendor details, practical limits and a live-RFP trial plan.Oct 30, 2026AI
Castmagic Review
Castmagic turns recordings into posts, newsletters and clips. See where it fits a business content team, what needs editing and who should skip it.Oct 30, 2026Business
Consensus AI Review
Consensus for business research: what it searches, how to check its citations, when Pro is worth paying for, and when ChatGPT or Perplexity fits better.Oct 29, 2026AIPrefer 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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