Notes from the studio.
Field notes, postmortems, and tactics from building real products. Written by the people who shipped the work.
- Sep 2026Step-by-Step Playbook: Debug API Failures With Chrome 152 Resend
Turn an intermittent API failure into a reproducible report using Chrome 152 request resending, payload inspection, and controlled experiments.
Dev Tips4 min - Sep 2026Ranked List: 7 Checks Before Splitting npm Trusted Publishing Across Workflows
npm packages can now trust multiple CI workflows. Use this seven-check preflight to separate stable, prerelease, and staged releases without restoring long-lived tokens.
Dev Tips4 min - Sep 2026Q&A: What GPT-6 Astra's Critical Cyber Rating Actually Changes
OpenAI's newest model crossed a cyber capability threshold no broadly deployed model had reached. Here is what that means for builders, defenders, and agent operations.
AI News4 min - Sep 2026Head-to-Head: Cursor Self-Hosted Machines vs VS Code Agent Host for Long-Running Agent Work
Two late-August releases changed how coding agents persist and where they execute. Here’s the practical split between Cursor’s self-hosted workers and VS Code’s Agent Host.
Tools4 min - Sep 2026Step-by-Step Playbook: Fix Cloudflare Browser Run `/crawl` 400s With `contentUse` and `crawlPurposes`
Cloudflare changed `/crawl` on August 31, 2026: it now enforces `use` from Content Signals. This playbook shows how to stop 400s without fighting a site's robots.txt.
Tutorials4 min - Sep 2026Anatomy: How Vercel Turned Agent Governance Into Product Surface in Four Days
Vercel’s late-August releases were not just more agent features. They packaged identity, scoped access, sandboxed execution, and human approval into a clearer production stack.
Tech News5 min - Sep 2026Field Guide: Shipping Next.js 16.3 Instant Navigations Without Breaking Fresh Data
Next.js 16.3 makes SPA-like navigation practical in App Router apps, but the real work is choosing what to cache, what to stream, and how to invalidate it safely.
Dev Tips4 min - Aug 2026Myth vs. Reality: Mistral's Agentic Search Is the First Real Post-RAG Product Story
Mistral's August 20 launch matters because it treats retrieval as a navigable workflow, not a better chunking trick. That changes where teams should spend effort in enterprise AI stacks.
AI News4 min - Aug 2026Cheat Sheet: Route GPT-5.6 Sol, Terra, and Luna by Job, Not Habit
OpenAI’s August GPT-5.6 updates made model routing a practical cost lever. Here’s a simple playbook for splitting coding-agent work across Sol, Terra, and Luna.
Dev Tips4 min
Aug 2026Myth vs. Reality: Anthropic's Model Hardware Standard Is the Missing Layer for Physical AIAnthropic's August 27 MHS preview is less about flashy robots and more about a standard driver layer that could make lab and factory agents usable sooner.
AI News5 min- Aug 2026Anatomy: Google's August Gemini Loop, From 3.7 Flash to 40+ App Actions
Google's August 2026 Gemini updates point to a tighter agent loop: a cheaper workhorse model, broader connected apps, and usage numbers that show consumers are already taking action through AI.
AI News5 min - Aug 2026Step-by-Step Playbook: Put Codex and Claude Code Behind One HarnessAgent
Vercel’s recent ACP-compatible harness update makes HarnessAgent the right seam to standardize now. Here is the smallest safe setup for swapping coding runtimes without rebuilding your app.
Tutorials5 min - Aug 2026Timeline: How GitHub Turned Copilot Into a Governed Multi-Model Agent Surface in 8 Days
Between August 11 and August 18, 2026, GitHub shipped a tight sequence of Copilot changes that made one strategy obvious: model choice, plugin portability, and admin controls now ship together.
Tech News5 min
Aug 2026Head-to-Head: OpenAI and Mistral Just Made Control the Real Enterprise AI FeatureThis week's AI news was not another model leaderboard jump. OpenAI and Mistral both moved the market toward data control, regional control, and capacity guarantees.
AI News4 min- Aug 2026Hot Takes: 5 Bets After Hugging Face Declared Agents the Hub's No. 1 User
Hugging Face's August open-model data points to a near-term shift: agent traffic, local multimodal models, and calibrated memory are becoming the real battleground.
AI News5 min - Aug 2026Timeline: OpenAI's 12-Day Shift Into a Cyber-Critical AI Posture
OpenAI's August 2026 cyber updates were really one story: capability crossed a threshold, access narrowed, monitoring expanded, and frontier training slowed to let safeguards catch up.
AI News4 min - Aug 2026Q&A: 8 Practical Questions About Agent Plugins 1.0
Agent Plugins 1.0 turns skills and MCP servers into one portable package. Here are the eight questions that matter before you adopt it.
Tools5 min - Aug 2026Field Guide: Route Codex and Claude Code Through Vercel AI Gateway After the August CLI Update
Vercel's August 12, 2026 CLI update makes AI Gateway setup for coding agents much simpler. Here's the shortest safe path for routing Codex and Claude Code through one gateway.
Tutorials4 min - Aug 2026Anatomy: Cloudflare's New Agent Computer Stack, From Workspace to Browser
Cloudflare's August Agents Week turned agent infrastructure into a concrete stack: runtime, browser, tracing, and guardrails. Here's what actually shipped and what is still preview-only.
Tech News5 min - Aug 2026Step-by-Step Playbook: Ship AI-Sized Changes With GitHub's New Stacked PRs
GitHub's stacked PR preview and new `$/` Actions syntax landed on July 30, 2026. Here's a practical rollout plan for smaller reviews without breaking CI.
Dev Tips5 min - Aug 2026Timeline: How Gemini Became a Connected Agent Stack in 5 Releases
Google’s latest Gemini updates show a clear shift: the product race is no longer just about better models, but about managed runtimes, guardrails, scheduling, and connected apps.
AI News5 min - Aug 2026Step-by-Step Playbook: Audit a GitHub Copilot App Rollout After July's Metrics Updates
GitHub's July 17, 27, and 28 changes finally make the Copilot app governable and measurable. Here is a practical rollout audit loop for engineering teams.
Dev Tips4 min - Aug 2026Head-to-Head: Google Managed Agents vs OpenAI Workspace Agents After Late-July Scheduling Upgrades
A practical AI News comparison of how Google and OpenAI turned agents into scheduled, budgeted systems in late July 2026.
AI News4 min - Aug 2026Field Guide: How to Audit GitHub Copilot Usage After the July 28 Metrics Rollout
GitHub quietly rewired Copilot reporting in July 2026. This field guide shows which new dashboards and API reports matter, what each one answers, and the fastest way to spot waste or adoption gaps.
Tools4 min - Aug 2026Myth vs Reality: 6 Things You Actually Need to Change for Cloudflare's Stateless MCP Upgrade
Cloudflare's July 27 MCP update looks bigger than it is. This guide separates the real migration work from the legacy baggage you can drop.
Tutorials5 min - Aug 2026Timeline: Vercel's 48-Hour Agent Stack Cleanup, from Sandboxes to Connect Tokens
Between August 10 and 11, Vercel removed three setup bottlenecks: sandbox bootstrapping, connector creation, and token debugging. Here's the engineering impact.
Tech News5 min - Aug 2026Cheat Sheet: 7 GitHub Copilot App Slash Commands Worth Using This Week
GitHub’s August 2026 Copilot app docs make one thing clear: the fastest workflow is usually a slash command, not a longer prompt. Here are seven worth learning now.
Dev Tips5 min - Aug 2026Anatomy / Teardown: 5 Engineering Lessons from the July 2026 Hugging Face Agent Intrusion
Hugging Face, OpenAI, and CSA have now published enough detail to turn July's agent intrusion into an engineering checklist. Here are the five changes that matter.
AI News5 min - Aug 2026FAQ: 6 Guardrails to Set Before You Roll Out GitHub Copilot App and Cloud Agent
GitHub’s July 27 Copilot policy split changed rollout strategy. These six guardrails help you enable the app and cloud agent without opening every repo to ad hoc automation.
Dev Tips5 min - Aug 2026Field Guide: How to Route Gemini 3.6 Flash, 3.5 Flash-Lite, and Flash Cyber After Google’s July Split
Google turned Flash into a three-lane lineup in late July 2026. This field guide explains which model to route to for default agents, cheap fan-out work, and security-heavy scans.
AI News5 min - Aug 2026Head-to-Head: `curl` vs Cloudflare `pvcli` for Privacy Proxy and OHTTP Debugging
Cloudflare open-sourced `pvcli` on July 27, 2026. Here’s when plain `curl` is still enough, and when the new CLI saves hours once OHTTP and MASQUE enter the picture.
Tools4 min - Aug 2026Step-by-Step Playbook: Move OpenAI Responses to Vercel AI Gateway, Then Add WebSockets and Region Pins
Vercel quietly shipped two useful AI Gateway upgrades on July 27: WebSocket transport for OpenAI Responses and regional inference. Here is the lowest-risk way to adopt both.
Tutorials5 min
Aug 2026Field Guide: GitHub's 3 Late-July Supply Chain Defaults and What They Change in AugustGitHub spent late July turning supply-chain hardening into defaults: a three-day Dependabot cooldown, broader malware alerts, and held Actions runs.
Tech News4 min- Aug 2026Cheat Sheet: 5 VS Code 1.130 switches for a saner agent workflow
VS Code 1.130 shipped on July 22, 2026 with agent-host upgrades, assisted approvals, and faster review flows. Here are the five switches worth trying first.
Dev Tips4 min - Aug 2026Timeline: How the Hugging Face Evaluation Breach Turned AI Safety Into an Ops Problem in 6 Days
Between July 16 and July 21, 2026, Hugging Face and OpenAI turned an unusual breach into a concrete playbook for teams building long-running AI systems.
AI News5 min - Aug 2026Step-by-Step Playbook: Replace `unstable_dev` With Cloudflare's `createTestHarness()` Before Your Next Worker Release
Cloudflare's new `createTestHarness()` API lets you run integration tests against real Worker builds. Here is the fastest migration path from `unstable_dev` without losing Playwright or MSW coverage.
Dev Tips5 min - Aug 2026Timeline: How the Hugging Face Evaluation Breach Turned AI Safety Into an Ops Problem in 6 Days
Between July 16 and July 21, 2026, Hugging Face and OpenAI turned an unusual breach into a concrete playbook for teams building long-running AI systems.
AI News5 min - Jul 2026Field Guide: Set Up Supabase Observability with Unified Logs and Grafana Cloud in 25 Minutes
A Thursday field guide for turning Supabase's July observability releases into a practical logs-plus-metrics incident workflow.
Tutorials5 min - Jul 2026Anatomy of GitHub's Late-July Agent Hardening: 5 Layers That Matter
From stateless MCP to held workflow runs, GitHub tightened its automation stack between July 23 and July 28, 2026. Here are the five layers engineering teams should actually care about.
Tech News5 min - Jul 2026Cheat Sheet: 6 Rules for Rolling Out OpenAI API Spend Limits Without Surprising Production
OpenAI added organization and project spend limits on July 20, 2026. Here is the practical rollout order that keeps alerts useful and production failures intentional.
Dev Tips5 min - Jul 2026OpenAI Presence FAQ: 6 Signs Enterprise Agents Have Entered the Operations Era
OpenAI Presence and Google’s latest enterprise numbers point to the same shift: AI agents are being judged less by demos and more by governed work completed in production.
AI News5 min
Jul 2026Myth vs. Reality: 6 Things Teams Need to Change After Next.js's July 2026 Security ReleaseNext.js now has a scheduled security cadence. Here are the six assumptions that will slow your patch response, and the checks to run before you ship.
Dev Tips4 min- Jul 2026Ranked List: 4 Signals From July 14-22 That AI Vendors Are Selling Jobs, Not Just Models
This week's clearest AI story was not a faster benchmark. It was vendors packaging models into tightly scoped jobs with connectors, policies, and role-specific workflows.
AI News4 min - Jul 2026Field Guide: Audit Feature-Flag Rollouts with Vercel CLI Version History
A practical incident-response workflow for tracing Vercel feature-flag revisions, semantic diffs, environment changes, and rule ordering from the CLI.
Tools4 min - Jul 2026Supabase Pipelines Public Alpha: A 6-Step Playbook for Offloading Analytics from Postgres
Supabase Pipelines hit public alpha on July 21. This playbook shows how to ship a low-risk BigQuery pipeline, what the new schema support covers, and where the sharp edges still are.
Tutorials5 min - Jul 2026FAQ: 6 Questions to Ask After Go's July 7 Security Release
Go's July 7 dual patch release looked routine, but it quietly tested two of the platform's newer security promises: safer file access and more private TLS handshakes.
Tech News4 min - Jul 2026Cheat Sheet: 6 Rules for Shipping LiteRT.js Without Surprising Your Browser Users
Google's July LiteRT.js launch makes browser AI more practical, but the real wins come from six setup rules around Wasm hosting, backend choice, testing, fallback, and memory cleanup.
Dev Tips4 min - Jul 2026Anatomy / Teardown: The 4-Layer AI Trust Stack Taking Shape in July 2026
In 9 days, Anthropic, Google, and OpenAI each added a different trust layer: public scrutiny, grounded retrieval, and outcome economics. Here’s the stack taking shape.
AI News5 min
Jul 2026Step-by-Step Playbook: Roll Out VS Code's New AGENTS.md + CLAUDE.md Stack Without Prompt DriftVS Code's new instruction-file stack is powerful, but easy to overcomplicate. This playbook shows a minimal rollout for AGENTS.md, CLAUDE.md, and scoped instructions.
Dev Tips5 min
Jul 2026Timeline: The 10 Days When AI Interfaces Learned to Listen, Act, and BacktrackFrom Google’s agentic June recap to GPT-Live, ChatGPT Work, and Meta’s Muse Image rollback, this was the week AI interfaces stopped looking like plain chat boxes.
AI News5 min- Jul 2026Myth vs. Reality: 6 Things Google's New Conductor Plugin Actually Changes
Google moved Conductor from a Gemini CLI extension toward a portable plugin on July 16. Here’s what that changes now, what stays the same, and where the rollout is still transitional.
Tools4 min - Jul 2026Step-by-Step Playbook: Rehearse the MCP 2026-07-28 Upgrade Before Your Agents Touch Production
MCP’s July 2026 release candidate changes state, auth, and scaling assumptions. This playbook shows how to rehearse the upgrade with Inspector, tighter scopes, and safer remote permissions.
Tutorials5 min
Jul 2026Head-to-Head: Should You Move to Node.js 26.5 Now or Stay on 24.18 LTS?Node's July release cadence created a real fork: move to `26.5.0` for new platform features, or stay on `24.18.0` and `22.23.1` for steadier production upgrades.
Tech News4 min
Jul 2026FAQ: 7 Practical Ways to Use VS Code 1.128's New Agent Workflows This WeekVS Code 1.128 shipped on July 8, 2026 with stronger agent workflows. This FAQ breaks down which features are actually worth rolling out this week.
Dev Tips5 min
Jul 2026Timeline: How Meta Turned Muse Spark 1.1 Into Its First Paid AI API PushMeta did more than ship another model on July 9. It turned Muse Spark 1.1 into a pricing, distribution, and platform move that signals a new phase in the AI race.
AI News4 min
Jul 2026Cheat Sheet: 7 Rules for Surviving Weekly AI Coding CLI ReleasesGemini CLI, Codex, and Copilot CLI all shipped updates on July 8-10. Here’s a practical seven-rule playbook for keeping fast-moving coding agents stable in real teams.
Dev Tips5 min- Jul 2026The ES2026 Cheat Sheet: 7 New JavaScript Features You Can Use Today
Ecma approved ECMAScript 2026 on June 30. A copy-paste cheat sheet of all seven new features, from Array.fromAsync to Math.sumPrecise, with the utility code each one deletes.
Dev Tips4 min - Jul 2026Anatomy of Claude Reflect: 6 Product Choices That Could Reshape AI Habits
Anthropic's new Reflect dashboard is more than a recap screen. It turns AI usage into a product surface, with real implications for memory, privacy, and healthier defaults.
AI News5 min - Jul 20266 Myths About GPT-5.6 Sol, Terra, and Luna — and What's Actually True
OpenAI's GPT-5.6 family hit GA on July 9. We check six launch-day claims about Sol, Terra, and Luna against the pricing, benchmarks, and early hands-on reports.
AI News3 min - Jul 2026FAQ: 7 Kiro Updates From July 1-9 That Actually Change Team Rollouts
Kiro packed budget controls, MCP auth fixes, and agent hooks into one July release window. Here is what actually matters before your team pilots it.
Tools5 min - Jul 2026OpenCode vs Claude Code: A 6-Round Head-to-Head for July 2026
The open-source terminal agent just took the top spot in July's dev-tool rankings. We score it against Claude Code on model choice, pricing, DX, ecosystem, momentum, and lock-in.
Tools4 min - Jul 2026Field Guide: 7 Guardrails for Coding Agents After the 'Clean Repo' Exploit
Mozilla's 0din showed how a clean-looking repo can trick a coding agent into opening a shell. Here are seven concrete guardrails to keep the speed without the blind trust.
Tutorials5 min - Jul 2026Build a Cross-Platform Desktop App with Deno 2.9 in 7 Steps
Deno 2.9 turns a single TypeScript file into a native desktop app with no Electron and no Rust. Here is the whole build-and-ship workflow, step by step.
Tutorials4 min - Jul 2026Anatomy of Cloudflare’s July 1 AI-Web Push: 4 Launches That Matter
Cloudflare spent July 1, 2026 turning the AI crawl fight into product surface area. Here are the four launches developers and publishers should actually watch.
Tech News5 min - Jul 2026WebMCP, Answered: 9 Questions About Chrome's Agentic Web Standard
Chrome 149 shipped an origin trial for WebMCP, the API that lets sites hand AI agents typed tools instead of buttons to guess at. A plain-English FAQ.
Tech News5 min
Jul 2026A 5-Step Playbook for Rolling Out GitHub Copilot's July Agent ControlsGitHub shipped a dense set of Copilot controls on July 1-2, 2026. Here is the practical rollout sequence for teams that want better cost, browser, and governance guardrails.
Dev Tips4 min- Jul 2026The 8 Best New Tricks in Git 2.55, Ranked
Git 2.55 landed June 29 with fsmonitor on Linux, parallel hooks, multi-remote push, and a fixup command that finally matches intent. The eight changes worth knowing, ranked.
Dev Tips4 min - Jul 2026The TypeScript 7 RC Upgrade Playbook: 7 Steps to the 10x Compiler
TypeScript 7.0 RC now installs as plain typescript from npm. A step-by-step playbook for moving a real project onto the Go-native, ~10x-faster compiler before stable lands.
Dev Tips4 min
Jul 2026Timeline: How Anthropic Turned a June Shutdown Into a Sonnet 5 LaunchAnthropic’s last two weeks show where AI competition is heading: safer defaults for everyone, frontier models under tighter controls, and a race to ship agents, not just chat.
AI News5 min- Jul 2026The SWE-Bench Pro Scoreboard Is a Mess: 6 Coding Models Ranked (and Why the Numbers Do Not Agree)
One benchmark, one name, and at least four different top scores. Six coding models ranked by their loudest SWE-Bench Pro number, with the asterisk each deserves.
AI News4 min
Jul 2026A Field Guide to Microsoft's New Windows Dev Stack After Build 2026WSL Containers hit public preview on July 1, 2026. This field guide breaks down which new Windows developer tools are worth piloting first and why.
Dev Tips6 min- Jul 20267 Myths About CSS Anchor Positioning, Busted
CSS anchor positioning is Baseline in 2026 across Chrome, Firefox 147, and Safari 26. Here are seven outdated reasons devs still reach for Floating UI, debunked.
Dev Tips3 min - Jul 2026Timeline: How Frontier AI Launches Turned Into Gated Rollouts in Late June 2026
In late June 2026, the biggest AI story was not just stronger models. It was who could actually ship them, to whom, and under what constraints.
AI News5 min - Jul 2026GLM-5.2 vs Kimi K2.7 Code: Which Open-Weight Coder Should You Actually Run?
Two Chinese labs shipped frontier-class open-weight coding models a day apart in June. Here's the head-to-head on benchmarks, context, price, and license.
AI News4 min
Jul 2026FAQ: Why Your AI Coding Tool Needs a Budget Owner in July 2026Fresh studies and GitHub's June surge point to a new rule for coding agents: track spend, review load, and output together or your rollout will drift fast.
Tools5 min- Jul 2026Pi vs OpenCode: Picking an Open-Source Coding Agent in 2026
A five-round head-to-head between Pi's sub-1K-token minimal harness and OpenCode's 160k-star platform — philosophy, extensibility, models, sessions, and ecosystem.
Tools4 min - Jul 2026A Field Guide to Instant Navigations in Next.js 16.3 Preview
Next.js 16.3 Preview adds Instant Navigations and Partial Prefetching. This field guide shows which flags to flip, when to Stream, Cache, or Block, and how to test the result.
Tutorials5 min - Jul 2026Mobbin for Developers and Designers: A Reference Library with an MCP
Mobbin is one of the highest-leverage tools we recommend for anyone building software. It's a huge library of real app UI, now searchable straight from your AI editor via its MCP. Here's how it helps, and how to save on Pro.
Tools6 min - Jul 2026The Go Proxy Takedown Gap: An Anatomy of a Supply-Chain Blind Spot
A new June 24 study shows why deleting a malicious Go module from GitHub is not the same as removing it from the ecosystem.
Tech News4 min - Jul 2026A field guide to npm’s new supply-chain defenses
After Shai-Hulud and the June @redhat-cloud-services hijack, npm finally has real guardrails. Six concrete moves to kill your publish token and lock down your packages.
Tech News4 min
Jun 2026Step-by-Step Playbook: Let Coding Agents Touch a New Repo Without Handing Over Your MachineCoding agents are moving from autocomplete to autonomous repo setup. This playbook keeps first-run productivity high without turning a fresh clone into a secret-exfil path.
Dev Tips5 min- Jun 2026A Field Guide to Node.js 26.4 Package Maps
Node.js 26.4 adds experimental package maps. Here is what they solve, how the JSON works, and how to test them without betting production on an unstable flag.
Dev Tips4 min - Jun 2026A field guide to Node native TypeScript: what strips clean and what blows up
Node 24 runs .ts files with no build step, but it strips types instead of compiling them. Here is what survives and what throws.
Dev Tips4 min - Jun 2026GLM-5.2 FAQ: The MIT-Licensed Open Model That Just Out-Coded GPT-5.5
Z.ai's GLM-5.2 is the first MIT-licensed open-weight model to beat GPT-5.5 on agentic coding benchmarks at a sixth of the cost. The key questions, answered.
AI News4 min - Jun 2026The 5 AI releases that actually mattered in June 2026, ranked
Microsoft shipped its own model family, Apple opened Siri to Claude and Gemini, and OpenAI snuck out GPT-5.6. A ranked rundown of what changes your stack.
AI News5 min - Jun 2026Git Worktrees Are the Missing Piece for Running Parallel Coding Agents
Two AI agents in one repo folder will step on each other. Git worktrees—a decade-old built-in—are the boring fix that went load-bearing in 2026.
Dev Tips4 min - Jun 2026Node 24 Runs Your TypeScript With No Build Step. Here Is How to Not Get Burned.
Node 24 runs .ts files directly by stripping types, not compiling them. Set up your project so you keep type safety while you delete the build step.
Dev Tips4 min - Jun 2026Your AGENTS.md Is Probably Hurting Your Coding Agent
Every major coding agent now reads AGENTS.md first. Auto-generated ones make agents worse; here is how to write one that earns its tokens.
Dev Tips4 min