ARC-AGI-3 Explained: Here’s What the New Benchmark Actually Means for Builders

ARC-AGI-3 tests AI across novel environments, not puzzles. Here’s what 1% score means for the tools you’re building with.

The LiteLLM Supply Chain Attack: How to Audit Your AI Stack Before It Burns You

Malware hit LiteLLM on PyPI. Here’s how to audit your AI dependencies and protect your stack in 10 minutes.

Encrypted AI Is Coming to Meta (Here’s What It Means for Solopreneurs Handling Client Data)

Signal creator built Confer (encrypted AI). Meta is integrating it. What this means for agencies handling sensitive client data.

Claude’s Effort Controls Let You Cut AI Costs 40% (While Getting Smarter Results)

Claude’s new effort parameter lets you balance intelligence vs. cost per API call. Here’s the setup that cut my spend by 40%.

Claude Opus 4.6’s 1 Million Token Context Window Changes Everything

1 million token context = entire business documents in one prompt. Here’s how it works and why solopreneurs should care.