Introducing a new design pattern for developer tools: ephemeral observability. The IA Framework monitor skill demonstrates how architectural constraints create advantages for localhost AI development workflows.
MCP tool descriptions are instructions, not metadata. Here's how attackers exploit that — and what the benchmark data actually shows about model safety alignment.
The code review skill now runs four sequential passes — structural recon, pattern scanning, semantic data flow tracing, and self-verification with confidence ratings.
A new ETH Zurich study finds that LLM-generated context files reduce task success rates and raise inference costs by 20%. Here's what the data actually shows.
OpenAI will burn $143B before turning a profit. AGI has no agreed definition. Data centers are draining aquifers. The architecture has provable limits. The math doesn't work.