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Blog & Insights

Thoughts on AI engineering, software development, and building intelligent systems.

AI Integration with Legacy Systems: No Rebuild Required
AI Integration

AI Integration with Legacy Systems: No Rebuild Required

The Claude Code leak exposed 512K lines of a production AI agent. Here's what every developer building agents needs to take away from the architecture.

Apr 17, 2026·12 min read
Production Agentic AI Architecture: What Anthropic's Mythos Scaffold Actually Teaches Builders
Claude Mythos

Production Agentic AI Architecture: What Anthropic's Mythos Scaffold Actually Teaches Builders

The Claude Code leak exposed 512K lines of a production AI agent. Here's what every developer building agents needs to take away from the architecture.

Apr 10, 2026·12 min read
Vector, Vectorless, or Hybrid? How to Choose a RAG Architecture for Your Business Documents.
RAG

Vector, Vectorless, or Hybrid? How to Choose a RAG Architecture for Your Business Documents.

Vector RAG breaks on structured documents. Vectorless RAG can't scale to large corpora. A decision framework for choosing the right retrieval architecture for your use case.

Apr 5, 2026·11 min read
Production AI Agent Architecture: Lessons from Claude Code's 512,000-Line Source Code
AI-Agent Design

Production AI Agent Architecture: Lessons from Claude Code's 512,000-Line Source Code

The Claude Code leak exposed 512K lines of a production AI agent. Here's what every developer building agents needs to take away from the architecture.

Apr 4, 2026·23 min read
When NOT to Build a Multi-Agent AI System (And What to Do Instead)
Multi-Agent AI

When NOT to Build a Multi-Agent AI System (And What to Do Instead)

Gartner predicts 40% of agentic AI projects will be canceled by 2027. Learn the decision framework engineers use to avoid costly multi-agent over-engineering.

Apr 3, 2026·12 min read
Why Agentic AI Fails in Production — and What Engineering Teams Do Differently
Agentic AI

Why Agentic AI Fails in Production — and What Engineering Teams Do Differently

Most agentic AI pilots fail before production — not because of the model, but because of missing infrastructure. Here's what engineering teams fix first.

Apr 1, 2026·12 min read
From Bolted-On to Built-In: How to Make Your Existing SaaS Product AI-Native
SaaS Application

From Bolted-On to Built-In: How to Make Your Existing SaaS Product AI-Native

Most SaaS teams don't need to rebuild to go AI-native. Learn the 4-layer migration framework that adds LLM capabilities to a live product without breaking it.

Mar 29, 2026·11 min read
How to Evaluate AI Agents in Production: A Practical Testing Framework
AI Agents

How to Evaluate AI Agents in Production: A Practical Testing Framework

89% of teams monitor their AI agents but only 52% run proper evaluations. Learn the engineering patterns that close this gap and get agents to production.

Mar 28, 2026·12 min read
Securing RAG Pipelines Against Prompt Injection: A Defense-in-Depth Playbook
RAG Security

Securing RAG Pipelines Against Prompt Injection: A Defense-in-Depth Playbook

Learn how to secure RAG pipelines against prompt injection and data poisoning with a four-layer defense architecture built for production AI systems.

Mar 26, 2026·11 min read
Context Engineering: What Comes After Prompt Engineering
Context Engineering

Context Engineering: What Comes After Prompt Engineering

Prompt engineering got AI into demos. Context engineering is what makes it work in production. Here's what it is, why it matters, and how to start.

Mar 25, 2026·11 min read
Why Answering a Simple Policy Question Still Takes 20 Minutes
RAG

Why Answering a Simple Policy Question Still Takes 20 Minutes

Insurance policy questions shouldn't take 20 minutes to answer. AI-powered document intelligence cuts resolution from minutes to seconds — and what it means for support.

Mar 23, 2026·7 min read
The Lean Approach to AI Product Development: Build, Test, Iterate
AI Product Development

The Lean Approach to AI Product Development: Build, Test, Iterate

Most AI projects fail before production. The lean approach — validate early, iterate fast — separates the 5% that succeed from the 95% that don't.

Mar 21, 2026·14 min read
What Is Agentic AI and Why Enterprises Are Betting Big on It in 2026
Agentic AI

What Is Agentic AI and Why Enterprises Are Betting Big on It in 2026

Agentic AI is moving from pilot to production across Fortune 500s. What it is, who's deploying it, real results, and what it takes to get started.

Mar 19, 2026·12 min read
Rapid AI POC: How to Turn Ideas Into AI Prototypes Faster
AI

Rapid AI POC: How to Turn Ideas Into AI Prototypes Faster

Learn how rapid AI POCs help businesses validate ideas faster, reduce risk, and accelerate product development. A complete guide for CTOs and startups.

Mar 19, 2026·7 min read
How MVP Development Helps Startups Raise Funding Faster
MVP Development

How MVP Development Helps Startups Raise Funding Faster

Discover how MVP development helps startups validate ideas, attract investors, and raise funding faster with scalable software and AI solutions.

Mar 9, 2026·7 min read
RAG vs Fine-Tuning: Which Should You Actually Use for Your Business?
RAG

RAG vs Fine-Tuning: Which Should You Actually Use for Your Business?

RAG gives your model better information. Fine-tuning gives it better behaviour. Here's how to decide which you need — real costs, clear framework.

Feb 21, 2026·11 min read
How Digital Agencies Can Add AI Services Without Hiring AI Engineers (2026 Guide)
AI for agencies

How Digital Agencies Can Add AI Services Without Hiring AI Engineers (2026 Guide)

Your clients are already budgeting for AI. Here's how agencies add AI services via a white-label partner — no engineers, no overhead, no risk.

Feb 7, 2026·11 min read