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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.

AI Acceptable Use Policy: A One-Page Template for Small Business
Copy a one-page AI acceptable use policy covering approved accounts, customer data, human review and disclosure, then roll it out in one team meeting.Oct 19, 2026AI
Best AI for Data Analysis in 2026: ChatGPT, Claude, Julius AI, Gemini and Copilot (Compared)
Compare ChatGPT, Claude, Julius AI, Gemini and Copilot for CSVs, spreadsheets and reports, with maker-sourced file limits and data policies.Oct 19, 2026AI
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
Brand24 Review
Brand24’s sources, AI features, alerts and reports, with practical workflows, specific limitations and a clear rule for choosing it.Oct 19, 2026Business
Microsoft 365 Copilot Pricing: Plans, Bundles and Agent Costs
Compare Microsoft 365 Copilot prices, Business bundles, annual commitments and agent charges, with seat-cost comparisons against ChatGPT and Claude.Oct 19, 2026AI
Multimodal AI: What It Means for Your Business
What multimodal AI accepts and returns, how current models differ, and what invoices, meetings, product videos and voice agents need.Oct 19, 2026AI
Adobe Firefly Review
Adobe Firefly reviewed for commercial work: Adobe and partner models, credits, usage rights, and workflows in Photoshop, Express and Premiere.Oct 19, 2026Design
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
ChatGPT for Business: What Your Team Gets Beyond Plus
What ChatGPT Business adds beyond Plus: shared work, Work, Codex, data privacy and admin controls, plus when your company needs Enterprise.Oct 19, 2026AI
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, 2026BuildThe lanes.Pick the one you came for.
232 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.279 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.122 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.201 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 run300–323 / 894

How to Use Unreal Agent
Run Unreal Agent from Unreal Labs on a bounded repo task. Check Go setup, provider keys, JSONL output, sessions and actual usage.Sep 24, 2026Build
Gemini 3.8 Flash TTS Pricing
Price Gemini 3.8 Flash TTS by audio minute, compare Flash-Lite and service tiers, and budget the January 2027 increase.Sep 24, 2026Design
How to Use JetBrains Air
Install Air Alpha in your JetBrains IDE, connect an agent, add project context, and review your first code change.Sep 23, 2026Build
Claude Opus 5.5 vs Opus 5
Compare Claude Opus 5.5 and Opus 5 on token costs, cache savings, coding work, and the API changes to check before switching.Sep 23, 2026AI
Is JetBrains Air Free
Air's IDE plugin is free. Compare Junie Lite, existing agent subscriptions, provider API billing, and JetBrains AI credits.Sep 23, 2026Build
GPT-6 Sol vs Luna
Compare GPT-6 Sol and Luna on task fit, the 20x token-price gap, shared limits, and the checks that show when Sol earns its higher cost.Sep 23, 2026AI
How to Use MiMo V2.6
Set up Xiaomi MiMo V2.6 in Studio and the API, choose the right key and model, and complete a first business task with clear checks.Sep 22, 2026AI
MiMo V2.6 Pro vs Flash
Compare MiMo V2.6 Pro and Flash for coding and agent work: task success, token costs, cache savings and when Pro earns its higher price.Sep 22, 2026AI
Is MiMo V2.6 Free
MiMo V2.6 Flash has a temporary free endpoint. Compare that offer with MIT model downloads, paid API access and desktop plans.Sep 22, 2026AI
Firecrawl Self Host
Self-host Firecrawl from a pinned release, verify a scrape, and compare features and 30-day costs with Cloud before choosing a deployment.Sep 22, 2026Build
Human Approval for AI Agent Retries
An agent spent $5.48 before anyone looked. See why paid redos need approval that the model cannot grant itself.Sep 22, 2026Build
MindStudio AI Agent Builder
Evaluate MindStudio AI Agent Builder by workflow fit, plan limits, model charges, and the cost of 1,000 or 10,000 completed jobs.Sep 22, 2026Build
Superwhisper vs Wispr Flow
Compare Superwhisper and Wispr Flow for business dictation: local and cloud settings, supported devices, correction work, and the full subscription cost.Sep 22, 2026Build
AI Automation Agency
Choose an AI automation agency by workflow fit, 90-day total cost, support, and ownership. Compare providers and check the pilot before signing.Sep 22, 2026Build
Grok 4.7 vs Grok 4.6
Grok 4.7 starts at the same token price as 4.6. Compare access, coding evidence and task costs before moving your workflow.Sep 21, 2026AI
Specification Gaming in Production AI Agents
An AI editor sent 50 of 96 articles off topic. The measured costs, the rules that rewarded drift, and the controls that replaced them.Sep 21, 2026AI
How to Use Claude Code Projects
Set up Claude Code Projects, check beta access, share context across cloud threads, and see which usage and local-tool limits matter.Sep 21, 2026Build
Step 5 Preview Pricing
Compare Step 5 Preview API rates with Step Plan Credits, cached-input discounts, and reasoning costs before choosing your billing route.Sep 21, 2026AI
How to Use Jev
Use Jev to route a support ticket, read its confidence scores, and test when your workflow should hand the decision to a person.Sep 21, 2026Build
Grok Voice Transcribe 2.0 Keeps Batch Audio at $0.10/Hour
Grok Voice Transcribe 2.0 keeps batch and streaming rates unchanged. Check the default-model transition and test transcript quality before switching.Sep 20, 2026Explained
Cloudflare Lets You Debug a Failed Browser Job Before Rerunning
Cloudflare Browser Run now records more evidence for debugging. Learn what to inspect before rerunning a broken browser job.Sep 19, 2026Explained
ngram vs Demosmith
Compare ngram and Demosmith for product videos, browser capture, revisions and usable exports, with costs matched to the same job.Sep 19, 2026Design
v0 Can Now Reuse Your Private Component Library
v0 can now install private npm packages. See how to reuse your team's components and check the work still needed before shipping.Sep 19, 2026Explained
How to Make Claude Code Read AGENTS.md
Set up Claude Code's native AGENTS.md support, check which instruction file loads, and handle provider limits and existing CLAUDE.md files.Sep 19, 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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