Blog
Agent-First Development in VS Code: The 5 Variables That Actually Determine Your Results
Most developers running VS Code agent mode optimize 3 of 5 variables that determine output quality. The VS Code team finally named all five. Here is what each one controls.
Claude Code in Production: What Senior Engineers Actually Need to Know
Most teams using Claude Code are running it at 20% of its actual capability. Here is what teams actually getting leverage are doing differently — from CLAUDE.md to multi-agent file coordination.
Google's New Lighthouse Audit Scores How AI Agents See Your Site
Lighthouse now has an Agentic Browsing category. It audits llms.txt, WebMCP integration, and AI accessibility — not for humans, but for the agents navigating your site.
What the Top 1% of Developers Build With Claude Code Dynamic Workflows
Multi-agent orchestration is here. HoneyBook collapsed 10 Jira round-trips to one. incident.io runs 4-7 concurrent agents. Anthropic engineers no longer write code. Here is what they are all doing.
Should You Actually Use Redis Iris? An Honest Builder's Verdict
Redis Iris solves real production agent problems. It also requires real operational commitment. Here is the 5-question checklist I use to decide.
Redis Iris vs. Pinecone Nexus vs. Naive RAG: When to Use What
The only question that matters when choosing a retrieval architecture: how fast does your data change? Here is the full comparison with three concrete scenarios.
Why Your RAG Pipeline Fails in Production
Most production RAG failures are not model problems. They are runtime data problems. Here is what actually breaks and why better retrieval does not fix it.
How Redis Iris Actually Works: A Builder's Breakdown
Redis Iris has four moving parts. Here is how RDI, the Context Retriever, Agent Memory, and LangCache actually work, with honest tradeoffs on each.
The Best Agent Evals Come From Production Failures, Not Design Sessions
Most teams spend weeks designing agent evals from scratch. The ones that build better agents discover them from real traces and real failures. Here is what that actually looks like.
OpenAI Just Went Full Palantir
OpenAI's Tomoro acquisition is not a consultancy buy. It is the Palantir model applied to frontier AI, and it is the smartest enterprise move OpenAI has made.