·
Agent Containment is Failing
95% of builders are focusing on the wrong thing. They are obsessing over prompt engineering while the boundary between "model" and "malware" evaporates. As frontier models demonstrate the ability to...
Posts
·
Skills Over Prompts: The Shift to Artifact-Based Agents
95% of developers are wasting time perfecting system prompts that will be obsolete by next month. We are moving away from massive, prompt-heavy context windows toward "skill-mediated" architectures....
·
Why We Were Wrong About Agent-Native CLIs
Three iterations of a substrate benchmark forced three rewrites of what agent-native CLI means. Operation size and model capability dominate. Substrate format is a few-percent margin call.
·
Small Models Hit Production Scale
95% of agent deployments never make it past the demo stage. Too expensive, too slow, or too brittle for real workloads. So are we in another AI infrastructure bubble? Or are we finally building the...
·
The Core Finding
Schema-gated frameworks are emerging as the solution to agent reliability — balancing LLM flexibility with deterministic execution. Meanwhile, hybrid analysis approaches (combining static analysis...
