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Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.
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
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
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
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, 2026ExplainedThe other lanes.Pick the one you came for.
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Models, agents, coding assistants, image, video, voice203 piecesBuild
Ship with AI when you're not an engineer: vibe-coding, app/SaaS builders, automation, MCP, just-enough infra106 piecesDesign
For designers, brand owners, creative directors168 piecesGrowth
AI for marketing, SEO/GEO, content engines, and the operator-business work of turning audience into revenue8 piecesPlaybooks
AI for your niche: the workflows that actually move, tool by tool, priced0 piecesLab
The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run36–52 / 52
Vercel AI Gateway Budgets Cap Each Teammate's Spend
Set per-user AI Gateway budgets, separate shared production keys, and know which requests stop when a teammate's allowance runs out.Sep 6, 2026Explained
Share a ChatGPT Site With Clients Without Workspace Seats
ChatGPT Sites can now give named clients view-only access without adding them to your workspace or making the Site public. Here is the workflow.Sep 6, 2026Explained
Cloudflare Workers Ends the Bundle-Size Upgrade
Cloudflare removed the 3 MB and 10 MB compressed caps. See when 64 MiB Total Upload lets heavier frameworks and Wasm stay on Free.Sep 5, 2026Explained
GPT-6 Astra Forces a Responses API Decision
GPT-6 Astra makes tool use a Responses API job and adds async tools plus mid-turn steering. Here is the migration and operating impact.Sep 4, 2026Explained
Codex Plugin Marketplaces Cut Repeated Team Setup
Codex CLI 0.153.0 can manage plugins from remote marketplaces. See how that shifts setup labor into catalog trust, updates, and rollback.Sep 3, 2026Explained
Cursor Self-Hosted Agents Keep Tools Inside Your Network
Cursor split its hosted agent loop from tool execution. See what stays inside your network, what still leaves, and what your team must operate.Sep 3, 2026Explained
Cloudflare D1 Free Limits: When Queries Stop
Cloudflare D1 now stops free-tier queries after daily limits. See the failure mode, reset window, monitoring plan, and upgrade decision.Sep 2, 2026Explained
Gemini agentic video understanding, explained: when 88% fewer tokens is real
Gemini can now inspect only the parts of a long video it needs. Here is how agentic mode works, what it costs, and when static mode still wins.Sep 2, 2026Explained
Claude Fable 5.1, explained: cheaper context, stricter rules
Claude Fable 5.1 cuts cache reads to $0.25 per million tokens, but its API changes can break tool calls and edited agent histories.Sep 2, 2026Explained
Vercel AWS PrivateLink, explained: what Pro teams get
Vercel now gives Pro and Enterprise teams a private route to AWS services. Here is the setup, pricing, limits, and decision rule.Sep 1, 2026Explained
Codex CLI 0.152.0, explained: what actually changed
Codex CLI 0.152.0 adds per-tool MCP output limits, longer app-server shell timeouts, Vim draft search, and clearer recovery states.Sep 1, 2026Explained
Vercel's fx AI SDK harness adapter, explained
Vercel added fx to HarnessAgent. Here is how the ACP adapter works, what it costs, and the five limits to know before production.Sep 1, 2026Explained
Cloudflare Adaptive Intelligence, explained
Cloudflare’s bot model now retrains continuously. Here’s what is live, who gets it, how to enable it, and which promised parts still aren’t shipping.Aug 31, 2026Explained
Cloudflare AI Search with GLM-5.3 Flash, explained
Cloudflare AI Search now generates answers with GLM-5.3 Flash. Here's how the pipeline works, what it costs, and when to switch.Aug 30, 2026Explained
Grok Build's Vercel AI SDK adapter, explained
Vercel put Grok Build behind AI SDK's HarnessAgent. Here is the setup, the auth path, the ACP limits, and who should use it.Aug 16, 2026Explained
Vercel's AI SDK ACP harness adapter, explained
Vercel's new @ai-sdk/harness-acp package connects ACP-compatible coding harnesses to HarnessAgent. Here's when to use it and where it breaks.Aug 16, 2026Explained
Nano Banana, Explained: Google's Gemini Image Models (Pro, 2, and the Original)
Nano Banana is Google's Gemini image model line. What Pro, 2, and the original each do, real per-image pricing, how to use them, and which to pick.Jun 19, 2026ExplainedNewsletter
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