THE BOUNDEV JOURNAL
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Earlier writing on software, hiring, and building AI. Articles retain their original URLs and publication dates; some historical offers and references are outdated.
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Building AI Features Is Easy. Building Reliable AI Products Is the Real Challenge
Demo accuracy and production accuracy are 15–30 points apart. Here's the 5-layer reliability framework, the 6 failure modes that kill AI products, and the operating metri
Why AI Wrappers Fail and What Investors Actually Want to See
Most AI wrapper startups die within 18 months — not because the product is bad, but because it has no moat. Here's the 4-moat framework, the investor filter, and how to t
The Rise of AI Employees: What Founders Automate First
AI employees are replacing repetitive startup coordination. Here's the 3S framework (Scale, Stakes, Savings), a 6-week lead qualification blueprint, and the 9 workflows t
How Startups Replace Admin Teams with Multi-Agent AI Workflows
Multi-agent AI workflows are replacing 50–80% of admin task volume at startups. Here's the 4R framework, the 30-day rollout, and the workflows worth automating first — ba
Vibe Coding Is Fast, but Who Maintains the Product After Launch?
Vibe coding gets you to a demo fast. Maintenance is where the real bill shows up. Here is who should own it, what breaks first, and the operating model that keeps a vibe-
Cursor and Claude Code: How AI Dev Tools Change Engineering Teams
AI coding tools like Cursor and Claude Code are not replacing engineers. They are changing what teams focus on. Here is the framework for deciding where to use them and h
AI Agents With Memory: What Businesses Need Before Deployment
AI agents without memory fail in production. Here is the exact checklist, memory architecture, cost math, and security rules every founder needs before deploying an agent
Why SaaS Products Need AI Workspaces, Not Chatbots
SaaS teams are moving from chatbots to AI workspaces because retention, workflow ownership, and revenue follow the workspace. Here is why and how to build one.
MCP Servers for Startups: How Teams Connect AI Agents
MCP turns AI from a chat window into an operator. Here is how startups use it to connect agents to Slack, Postgres, Jira, and Stripe without building one-off integrations
Boundev.ai vs Traditional Agencies: The Honest Comparison
A data-driven comparison of how Boundev's AI engineering subscription and traditional agencies perform on speed, cost, and iteration — and which model actually ships AI f
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