Engineering notes from production AI
Field notes on governed agents, model routing, deployment, and the operational details behind reliable enterprise AI systems.
All posts (144)
Oct 26, 2026
AgentBox provider plugin: run agent boxes on CreateOS SandboxSet up the CreateOS provider plugin for AgentBox: install it, register it, and run each agent box as a Firecracker microVM with its own guest kernel.
Oct 26, 2026
Claude Code sandbox: run your tests in a CreateOS microVMSet up a Claude Code sandbox with the CreateOS Sandbox plugin: install it, sign in, and run your test suite in a disposable microVM, not on your laptop.
Oct 26, 2026
Codex sandbox: run builds and tests in a disposable CreateOS microVMSet up a Codex sandbox with the CreateOS Sandbox plugin: add the marketplace, install, sign in, and run your tests in a disposable microVM.
Oct 26, 2026
Herdr sandbox: run each coding agent pane in a CreateOS microVMSet up a Herdr sandbox with CreateOS: one command installs the plugin, and each Herdr pane then runs its coding agent inside its own microVM.
Oct 26, 2026
Jenkins Ephemeral Build Agents on CreateOS Sandbox: Setup TutorialSet up Jenkins ephemeral build agents with the CreateOS Sandbox plugin: install, API key, JVM template, cloud config and your first green build.
Oct 26, 2026
Langflow code sandbox: run flow code in a CreateOS microVMSet up a Langflow code sandbox with CreateOS: install one package, set two variables, and run a flow node's Python in a disposable microVM, not in Langflow.
Oct 26, 2026
Orca sandbox: run each Orca workspace in its own CreateOS microVMSet up an Orca sandbox on CreateOS: each Orca workspace gets its own microVM, its coding agents run there over SSH, and deleting the workspace removes it.
Oct 26, 2026
Pi coding agent sandbox: run Pi's tools in a CreateOS microVMSet up a Pi coding agent sandbox with the CreateOS extension: sign in, launch pi --inside-sandbox, and Pi's built-in tools run in a remote microVM.
- CreateOS Sandbox Jenkins plugin: ephemeral microVMs as build agents
Sep 30, 2026
- CreateOS and Anchor: Browser Access for AI Agents
Sep 29, 2026
- AI Agents for Manufacturing: Which Workflows to Run First
Sep 25, 2026
- Cloud Development Environment for AI Agents: What It Needs in 2026
Sep 25, 2026
- Perplexity Sandbox API vs CreateOS Sandbox, Compared
Sep 11, 2026
- How to Give Your AI Agent a Computer: A Computer Use Agent Setup Guide
Sep 10, 2026
- When Coding Agents Need Firecracker (Not a Shared Kernel)
Sep 7, 2026
- Firecracker Sandbox, gVisor or Container for AI Agents?
Sep 6, 2026
- CreateOS Is Now an OpenAI Select Partner
Aug 18, 2026
- The AI SDLC Needs an Execution Layer, Not a Faster Pipeline
Aug 18, 2026
- Workato Alternatives for Running AI Agents in Production
Aug 18, 2026
- Why Cloud Agents Need a Governed Runtime
Aug 16, 2026
- AI Agent Security After the OpenAI Sandbox Escape
Aug 11, 2026
- Browser Sandboxes for Computer-Use Agents
Aug 9, 2026
- MCP’s Stateless Era: A Production Migration Guide
Aug 5, 2026
- Cloudflare Sandbox Pricing, Compared: What Drives the Bill
Aug 5, 2026
- Firecracker Sandboxes for AI Agents: What Happens After Isolation
Aug 5, 2026
- AI Agents for Customer Support: Triage, Escalation, and Quality Control
Jul 16, 2026
- Deploy AI Infrastructure in Seconds with Stripe Projects
Jul 15, 2026
- AI Agents for Legal Operations: Intake, Review, Tracking
Jul 13, 2026
- AI Agents for Sales Teams: Research to Deal Follow-Through
Jul 13, 2026
- Agent Memory Management: What to Store, Forget, and Audit
Jul 13, 2026
- The Production AI Agent Playbook: Test, Govern, Recover
Jul 13, 2026
- MCP Server Security: Preventing Tool Poisoning, Credential Leakage, and Excessive Permissions
Jul 13, 2026
- CreateOS Joins the Google for Startups Accelerator India
Jul 9, 2026
- AI Agent Governance: Turning Policy Into Runtime Controls
Jul 9, 2026
- Best AI Agent Sandbox in 2026: 27 Benchmarked, 3 Just Launched
Jul 9, 2026
- AWS Lambda MicroVMs Pricing: What Sandbox Compute Costs
Jul 9, 2026
- How to Integrate Okta With an AI Agent Platform
Jul 9, 2026
- MCP Server Hosting: How to Choose a Platform in 2026
Jul 8, 2026
- MicroVM Isolation for AI Agents: Why Containers Fall Short
Jul 7, 2026
- How to Monitor Your AI App After the First Users Arrive
Jul 3, 2026
- AI App User Onboarding: From Prototype to First Revenue
Jul 3, 2026
- Turn an AI App Prototype Into a Product People Can Use
Jul 3, 2026
- Build an App With AI Without Losing Deployment Control
Jul 3, 2026
- How to Create an App with AI in 2026
Jul 3, 2026
- The Invisible Handoff That Breaks Enterprise AI Agents
Jul 1, 2026
- Your AI Agent Has No Owner. That’s the Real Risk.
Jul 1, 2026
- The Silent Bug That Makes AI Agents Dangerous
Jun 29, 2026
- Why Smart AI Agents Make Stupid Decisions
Jun 29, 2026
- Before You Trust an AI Agent, Check Its Data Trail
Jun 29, 2026
- The API Call That Can Break Your AI Agent
Jun 29, 2026
- AI Agent Observability: Beyond Latency and Tokens
Jun 28, 2026
- AI Agent Registry: Get One Before Agent Sprawl Starts
Jun 28, 2026
- AI Agent Human in the Loop: Where Approval Gates Belong
Jun 28, 2026
- AI Agent Control Plane vs Model Gateway: Key Differences
Jun 28, 2026
- AI Deployment Platform With Built-In Monetisation
Jun 26, 2026
- AI Agent Versioning: Release History for Prompts & Tools
Jun 25, 2026
- What Is an AI Agent Sandbox? Safe Testing Before Production
Jun 25, 2026
- AI Agent Rollback: Recovering When an Agent Fails
Jun 25, 2026
- What Is an MCP Server? A Plain-English Guide for 2026
Jun 25, 2026
- AI Agent Audit Trail: What Enterprises Need to Prove
Jun 24, 2026
- AI Agent Deployment Security Best Practices: Add Guardrails First
Jun 24, 2026
- Agentic Development Lifecycle: Prototype to Production
Jun 24, 2026
- Enterprise Agentic AI Strategy: Architecture to Production
Jun 24, 2026
- Where to Deploy an LLM-Powered App for Free in 2026
Jun 24, 2026
- How to Deploy an AI Agent End-to-End With No DevOps
Jun 24, 2026
- Fork Your Agent's State: Parallel Rollouts, Pause for Idle
Jun 22, 2026
- Isolation, Networked: Untrusted Code as Systems
Jun 22, 2026
- Enterprise AI Intake Forms Should Connect to the Work
Jun 19, 2026
- Smarter AI App Builders Need Runtime Feedback, Not Prompts
Jun 19, 2026
- Review Agents Need Production Context, Not Just PR Comments
Jun 19, 2026
- Enterprise AI App Development Needs More Than a Landing Page
Jun 19, 2026
- Lovable's Template Library: What Happens After the Fork
Jun 19, 2026
- Private AI Agents for Enterprise Teams: Governance First
Jun 18, 2026
- AI Agents for Marketing Teams: Ideas to Production
Jun 18, 2026
- AI Model Gateways for Product Teams: What to Evaluate
Jun 18, 2026
- Top AI Agent Platforms for Regulated Teams
Jun 17, 2026
- Review Agent Workflows for Regulated Teams in 2026
Jun 17, 2026
- The Execution Layer for AI Website Builders in Production
Jun 17, 2026
- Onboarding Agent for Enterprise Teams
Jun 16, 2026
- Deploy a Next.js AI App With a Built-In Database (2026)
Jun 16, 2026
- Monitoring Agents Are Easy to Sketch. Hard to Ship.
Jun 15, 2026
- Enterprise AI Agents: How to Choose a Platform in 2026
Jun 15, 2026
- Top AI App Builders for Production-Ready Apps
Jun 15, 2026
- AI Agent Orchestration Platform: Run Agents From Build to Production
Jun 15, 2026
- Bolt.new Alternative for Production AI Apps (2026)
Jun 15, 2026
- AI Agents for SEO, Social, and Lending After the Prompt
Jun 12, 2026
- Functional AI Agent Use Cases That Actually Reach Production
Jun 12, 2026
- Claude Models Are Fast. Your Gateway Stack Isn't.
Jun 10, 2026
- AI Coding Tools Compared: The Code-to-Production Tax
Jun 10, 2026
- Model Performance Benchmarking: Beyond the Leaderboard
Jun 9, 2026
- Automated Workflows Still Hit a Wall Before Deployment
Jun 9, 2026
- No-Code Apps Are Easy to Start, Hard to Finish
Jun 9, 2026
- Enterprise AI Integration Still Breaks at the Team Layer
Jun 8, 2026
- Connect Data Sources and Deploy Without Switching Context
Jun 5, 2026
- The Last Mile: One Stuck AI Pilot Into Production
Jun 4, 2026
- The 12-Month Window: AI Agent Leaders Run 12 at Once
Jun 4, 2026
- Why 95% of Enterprise AI Pilots Never Reach Production
Jun 4, 2026
- The Security Approach Behind AI Apps That Reach Production
Jun 3, 2026
- AI Orchestration Layers and Execution Continuity
Jun 3, 2026
- The Hidden Cost of Fragmented Tooling in Enterprise AI
Jun 2, 2026
- Best AI App Builder for Serious Production Projects (2026)
May 29, 2026
- Enterprise AI Deployment Platform With SOC 2 Compliance
May 29, 2026
- Lovable Alternative With a Persistent Backend (2026)
May 29, 2026
- Self-Hosted AI Agents: On-Prem and Single-Tenant Deployment
May 29, 2026
- Railway Alternative for Hosting AI Agents (2026)
May 29, 2026
- From Replit Agent to Production in 2026: The Migration Path
May 29, 2026
- Where to Host an MCP Server With Persistent Storage in 2026
May 29, 2026
- Deploy Supabase Services with CreateOS
May 27, 2026
- CreateOS vs Lovable: Deployment and Ownership Over Speed
May 26, 2026
- The Hidden Gap Between AI Model Catalogs and Working APIs
May 25, 2026
- Governance and Control: AI Apps Enterprises Actually Trust
May 22, 2026
- From Idea to Working MVP Without Switching Tools
May 22, 2026
- Best Free AI App Builder in 2026: What They Ship
May 18, 2026
- Replit Alternative for Production AI Apps (2026)
May 18, 2026
- Where to Host an MCP Server for Free in 2026
May 18, 2026
- Agentic workflows are still not there
May 14, 2026
- The API Skills Economy: Earn When AI Agents Do the Work
Apr 20, 2026
- Building an Agent-Native Marketplace With a Bubble Tea TUI
Apr 20, 2026
- Building a Monetized API: From Zero to Earning in 5 Minutes
Apr 20, 2026
- Managing Env Vars and Cron Jobs From the Terminal
Apr 20, 2026
- Deploy an API in 2 Minutes From Your Terminal
Apr 20, 2026
- Agentic Deployments Live on CreateOS
Apr 17, 2026
- Your Terminal as the Control Layer for Google Workspace
Mar 10, 2026
- Build It Now: When Anyone Can Ship
Feb 17, 2026
- Inside a CreateOS Pilot: CCTV Oversight in Indian Textiles
Feb 12, 2026
- CreateOS Pricing: Capabilities for Every Workflow
Feb 10, 2026
- CreateOS: The Single Intelligent Workspace
Feb 4, 2026
- The CreateOS Ecosystem
Feb 3, 2026
- Why Another Dashboard Won’t Fix Developer Focus
Jan 26, 2026
- The Hidden Glue Work Holding Developer Stacks Together
Jan 26, 2026
- Tool Sprawl Is the New Technical Debt for Modern Dev Teams
Jan 26, 2026
- What a Truly Unified Developer Day Could Actually Look Like
Jan 21, 2026
- A Day in the Life of a Vibe Coder
Jan 21, 2026
- A Day in the Life of a Small Dev Team
Jan 21, 2026
- A Day in the Life of a Solo Founder
Jan 21, 2026
- What Is a Unified Execution Environment?
Jan 12, 2026
- Deployment Isn’t the Bottleneck Anymore
Jan 12, 2026
- The Cost of Fragmented Tooling
Jan 12, 2026
- Why Context Switching Is Killing Modern Builders
Jan 12, 2026
- CreateOS Is Live
Jan 2, 2026
- CreateOS: Zero-Downtime Deployments
Oct 16, 2025
- CreateOS Container-First Architecture: Your Docker Images
Oct 14, 2025
- Streamlining Software Deployment with Templates
Dec 22, 2024
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