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 run540–563 / 1119

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, 2026Build
Claude Code Cuts Auto Mode Classifier Charges
Claude Code 2.1.278 removes classifier charges for eligible sessions. Check /status and gateway fallback before changing your agent budget.Sep 19, 2026Explained
Vercel Lets You Pay for Faster Builds One Deploy at a Time
Use Vercel Turbo for an urgent deployment while keeping routine build defaults. Compare the extra build cost with the time saved.Sep 18, 2026Explained
ChatGPT for Word Cuts Document Copying Between Apps
Draft and revise inside Word with ChatGPT. Check add-in access, shared usage limits and a practical document-editing workflow.Sep 18, 2026Explained
Antigravity Local Jobs Need an October 5 Migration
Keep Antigravity jobs running after October 5. Learn which integrations need new tool adapters and which only need the new agent ID.Sep 18, 2026Explained
Cloudflare Shows Which Worker Slowed a Customer Request
Follow a slow request across Cloudflare Workers and Durable Objects, find the slow call, and check tracing costs before rollout.Sep 17, 2026Explained
How to Set Claude Code MCP Startup Timeout
Set the MCP startup wait for Claude Code jobs, distinguish connection waits from tool timeouts, and check required tools before work starts.Sep 17, 2026Build
Vercel Hobby Can Remove Old Previews Before 30 Days
Vercel changed Hobby deployment retention. Check which previews and rollback targets survive, when cleanup starts, and what to preserve.Sep 17, 2026Explained
Cloudflare Can Stop AI Spend Landing on the Wrong Bill
Cloudflare AI Gateway can require your provider credentials. Learn when missing keys stop a request and which charges stay separate.Sep 17, 2026Explained
Restsify Review for Multilingual QR Menus (Verified September 2026)
A focused Restsify review of photo import, translation corrections, stable QR behavior, plan limits, cancellation and domain continuity.Sep 16, 2026Business
Cloudflare Lets Python Apps Reuse Existing Databases
Python Workers can connect through Hyperdrive. Check what that changes for an existing database, app architecture and hosting bill.Sep 16, 2026Explained
Gemini 3.8 Live Keeps Callers Talking During Lookups
Gemini 3.8 Live runs tools during voice calls. See what changes for booking flows, customer updates and the cost of a completed task.Sep 16, 2026Explained
How to Block AI Training Without Blocking Search
Use Cloudflare’s new training controls while keeping search access. Check migrated settings and separate crawler preferences from request blocking.Sep 16, 2026Build
FuneralFolio vs Afterword
Compare FuneralFolio and Afterword for obituary drafting, family revisions and funeral-home handoffs. Match the tool to the work around each obituary.Sep 16, 2026Business
Cloudflare Limits What a Client's Deploy Agent Can Change
Cloudflare adds access controls for individual Workers. See how to separate debugging, code review and deployment rights across client projects.Sep 15, 2026Explained
ArtPatt Pricing
ArtPatt pricing explained: Free limits, Pro exports, saved patterns, AI-image allowances, and when a paid plan earns its place.Sep 15, 2026DesignPrefer this site in Google
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