automation
6 posts
Most automation doesn't need a smart model
How 8-29MB automation models like Cactus Needle 3 match large models on narrow tasks, where they fail, and the security tradeoffs of running them locally.
The merged Claude isn't about a smarter model
Merging Claude Cowork and chat removed the seam that forced discipline. Now structured workflows, not prompts, decide whether your AI work holds up.
Keep the hard part
AI doesn't erode your problem-solving skills-offloading the reasoning does. Any intelligence atrophies without use; the fix is design, not avoidance.
Why Cloudflare CLI Automation Fails Without Verification
Cloudflare CLI automation fails without verification. This post explains why input validation, output checking, and idempotency are essential for reliable deployments-without speculative claims or exaggerated risks.
Agents Need Orchestration
Managed agents aren't plug-and-play. Real reliability comes from structured pipelines with validation, state tracking, and fallbacks-no exceptions.
Claude Code's System Prompt Is a Production AI Agent Blueprint
Claude Code's system prompt is a working engineering spec for production AI agents. Six concrete patterns for context isolation, tool selection, parallelism, error recovery, memory, and blast radius management.