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 run276–299 / 1119
System Prompt: What It Is, Examples and a Template
Learn what a system prompt does, how Anthropic, OpenAI and Gemini name it, and what belongs in it. Includes examples and a copyable template.Oct 17, 2026Build
Function Calling Explained: How LLMs Use Your Tools
Learn function calling with a complete tool schema, call and result. Compare OpenAI, Anthropic and Gemini, and know when structured outputs are enough.Oct 17, 2026Build
MCP vs API: When to Ship One or Both
MCP vs API: compare discovery, auth, versioning and deployment, follow the same action through both, and decide what your product should ship.Oct 17, 2026Build
Hermes Agent Review
Should you install Hermes Agent for business work? A practical review of memory, skills, models, setup and the limits that matter.Oct 17, 2026Build
Webflow vs Framer
Choose Webflow or Framer for your business site using current CMS limits, SEO controls, AI, handoff, localization and export rules.Oct 17, 2026Design
Ollama vs llama.cpp
Choose Ollama for easier model operations or llama.cpp for direct serving control. Compare GGUF, APIs, concurrency and GPU support.Oct 16, 2026Build
Devin Desktop
Devin Desktop reviewed: Agent Command Center, Spaces, Devin Local, Windsurf migration, current plans, and when to choose Cursor or Claude Code.Oct 16, 2026Build
Open Weight Models: Licenses, Hosting and Business Control
What open-weight models let a business control, how model licenses differ, and when to choose an API, your GPUs or a local device.Oct 16, 2026AI
Muse Spark Open: API, Local Deployment and License
Muse Spark Open explained: hosting options, hardware requirements, Meta's desktop claim and the license terms that matter for deployment.Oct 16, 2026AI
ChatGPT Projects
Set up ChatGPT Projects for recurring client work: files, instructions, project-only memory, team sharing and the limits that matter.Oct 16, 2026AI
Context Window: Token Limits, Recall and What Fits
What a context window holds, current Claude, GPT-6 and Gemini limits, and how retrieval, summaries and caching help you manage long prompts.Oct 16, 2026Build
RAG vs Fine Tuning: Company Knowledge and Behavior
Choose retrieval for company facts and fine-tuning for behavior, with three business cases, maker prices, and the effect of long context and caching.Oct 16, 2026Build
ChatGPT Connectors
Connect company tools to ChatGPT with clear access controls. Current app plans, sync limits, retention, and HubSpot, Drive and GitHub setup steps.Oct 16, 2026AI
Answer Engine Optimization: What to Change on Your Pages
Make your pages useful in AI answers: official source guidance, a before-and-after rewrite, and a practical plan to measure AEO.Oct 16, 2026Business
Monday vs Asana: Which AI Work Manager Fits Your Team?
Monday vs Asana for 10-50 people: compare AI automation, usage limits, integrations and the best fit for operations, projects or client work.Oct 16, 2026Business
Aider AI Review
Aider reviewed for developers: Git edits, repository maps, model setup, API task arithmetic, and when Claude Code, Codex or Cursor is the better fit.Oct 16, 2026Build
Claude Code GitHub Actions
Set up Claude Code in GitHub Actions for PR reviews and issue fixes, with API or plan billing, narrow tools, run limits, and fork safeguards.Oct 15, 2026Build
What Are Tokens in AI? A Plain-English Guide
Understand AI tokens with a counted example, the difference between input and output, and what token usage means for everyday AI limits.Oct 15, 2026AI
Claude Connectors
Connect Claude to business tools with directory and remote MCP setup steps, plan rules, three business examples and checks before enabling writes.Oct 15, 2026AI
LLM Benchmarks: How to Read Model Scores in Five Minutes
Learn what LLM benchmarks measure, read a Gemini launch table in five minutes, and decide when coding, reasoning and agent scores need your own evals.Oct 15, 2026AI
Zed Editor
A Zed editor review covering native editing, multiplayer, AI agents, setup, and the limits that decide whether to leave Cursor or VS Code.Oct 15, 2026Build
OpenCode vs Claude Code 2026
Choose between OpenCode's model freedom and Claude Code's native workflow. Compare access, subagents, MCP, plugins and switching costs.Oct 15, 2026Build
Figma Make
What Figma Make builds, how to turn a frame into a working prototype, and when Lovable, v0 or Claude Design fits better.Oct 15, 2026Design
LLM as a Judge: Reliable Daily Evals for Agents
Build a reliable LLM judge with example prompts, human calibration, bias checks and daily evals using Promptfoo, DeepEval, Langfuse or LangSmith.Oct 15, 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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