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 run516–539 / 1119

Greptile vs CodeRabbit
Compare Greptile and CodeRabbit on review limits, real team costs, Git support and the checks to run before buying.Sep 25, 2026Build
How to Use Perplexity Portable Computer
Set up Perplexity Portable Computer on a supported Windows PC, choose a local model, and test a recurring file task with clear cloud permissions.Sep 25, 2026Build
AI for Consultants
A practical AI workflow for consulting discovery, cited research, spreadsheet analysis, proposals, and follow-up, with solo and five-person costs.Sep 25, 2026Playbooks
Clay Alternatives
Compare Clay alternatives by AI research, enrichment, CRM handoff, and total cost. Use the same workload to decide which tool can replace your stack.Sep 25, 2026Business
AgentRun Review
Test AgentRun's workflow beta on support tasks, inspect branching and escalation, and see when it earns its place beside your existing agent.Sep 24, 2026Build
Perplexity Fast Search vs Default
Compare Perplexity Fast Search with default web search on price, latency, source coverage, and the API setting your agent should use.Sep 24, 2026Build
AI Agent Fallback Costs
A sandboxed writer triggered paid image fallbacks until a shared balance ran out. The incident, missing outputs, and fix at the upload boundary.Sep 24, 2026Build
Chatbase Alternatives
Compare Chatbase alternatives by support workflow, current costs, human handoff, and migration work. See when staying on Chatbase makes more sense.Sep 24, 2026Business
Is Cursor Rollouts Free
Cursor Rollouts needs Teams or Enterprise. Understand the 10-day launch credits, roughly 50 or 500 changes, and the costs to check.Sep 24, 2026Build
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, 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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