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.
Kimi K3.1 Pro: What Changes and Who Should Switch
Kimi K3.1 Pro explained: what changed from K3, where it runs, what the benchmarks establish, and when a work trial justifies switching.Oct 24, 2026AI
AI ROI: How to Measure Costs, Savings and Payback
Measure AI ROI with a workflow baseline, full costs and payback. A worked support example separates cash saved from staff capacity.Oct 24, 2026AI
Skool vs Circle
Skool vs Circle for paid communities: compare courses, branding, automation, live events and migration, then choose for your business.
Oct 24, 2026Business
Reclaim AI Review
Can Reclaim protect focus and habits on a meeting-heavy calendar? Current features, limits, mobile access and a practical team pilot verdict.Oct 24, 2026AI
Viktor AI Review
What Viktor can handle across a working week, how permissions and approvals work, and where a founder or operations lead still needs to step in.Oct 24, 2026AI
Eval Driven Development: A Practical Loop for LLM Changes
Learn eval driven development with a 20-case example: define checks, record a baseline, change one thing, and gate the release on the rerun.Oct 24, 2026Build
Tokens per Second: How to Measure LLM Output Speed
Understand LLM tokens per second, first-token delay and end-to-end latency, then measure your own streamed response.Oct 24, 2026Build
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, 2026BusinessThe lanes.Pick the one you came for.
255 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.302 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.124 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.207 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.8 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 run948–948 / 948
Prefer 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.
Newsletter
One letter, every Sunday.Working systems, not hot takes.
Weekly. No spam. Unsubscribe anytime.