Yanli Liu's "The 4 Lines Every CLAUDE.md Needs" makes a real point. The 4 lines, derived from Andrej Karpathy's January 2026 thread on agent failure modes, all express the same insight: behavioral rules outperform feature rules. Don't assume. Surface tradeoffs. Minimum

Lars Faye's "Agentic Coding is a Trap" is the most honest writing I've seen on AI skill atrophy. The studies he cites are real. The "supervision paradox" — needing the skills the agent erodes to oversee it — is the cleanest framing of the

Count how many times your agent told you "you're right" today. Count "good catch." Count "I should have noticed that." Now ask yourself how many of those corrections will survive into tomorrow's session. The compliments are not praise. They are

Anthropic now ships at least three different memory models inside the Claude product family, and they don't behave the same way. Claude.ai has a chat memory feature for Pro, Max, Team, and Enterprise users that summarizes prior conversations and injects that summary into new chats. Claude Code

The AI adoption pathway that's actually working in 2026 is not "deploy a copilot to your team." It's "expose your org's context to whichever model your team already chose." That sounds like a small shift. It's not. It

Microsoft just patched a built-in Entra ID role they shipped as scoped to "agent identities" — and which, in practice, let anyone holding that role take over almost any service principal in the tenant. The fix rolled out across all clouds on April 9. The disclosure went public last

The current message from engineering leadership at most companies I talk to is some version of: "find the deterministic automation in your stack and make it agentic." A recent r/devops thread captured the frustration: an SRE asked how to push back on a director who wanted every

Part 2 of 2 on agentic system adoption. Part 1 covered internal adoption: getting your own team to actually use the agent you built. In February 2024, Klarna announced that its AI assistant had handled 2.3 million customer conversations in its first month — two-thirds of all customer service chats,

Part 1 of 2 on agentic system adoption. A 25% bump in individual AI usage correlates with a 1.5% drop in delivery throughput and a 7.2% drop in delivery stability. That's not a hot take — that's the 2024 DORA report, surveying thousands of engineers