Do You Separate Your Skill Types?
As your Skills pile up, split them by nature — single-task "work Skills" and flow-orchestrating "orchestration Skills" — to keep improvement loops and context light.
Read more
Blog
AI workflow
Articles tagged "AI workflow".
Open-Weight AI Model Licenses: A Commercial-Use Cheat Sheet for Llama, Gemma, Flux & More
"Open" does not always mean free for commercial use. A model's weights carry a license layer separate from the code — sort them into three buckets (Apache/MIT, conditional community like Llama/Gemma, restricted/non-commercial). A commercial-use cheat sheet for LLM, image, and audio models, plus a use-case checklist and the version/EU/MAU traps.
Read moreWhere to Run Claude in 2026 — Nine Options Across Four Zones, and the Compliance Choice Behind Them
Not sure where to run Claude? Approval-only, full control, autonomous batch, or team rollout each fit a different place. We map nine options onto four zones and narrow to one by use case, budget, and data residency — with the US/EU compliance forces (HIPAA, FedRAMP, sovereign cloud) that drive the choice abroad.
Read moreChatGPT & Claude Security Settings in Three Tiers (US/EU)
AI service safety splits into three tiers: enforced by settings, per-use discipline, and enterprise contracts. Training opt-outs and retention, the three mechanical layers for CLI and autonomous agents, a pre-input five-question checklist, and contract-only guarantees (ZDR, audit logs) — with the US/EU drivers (FTC, state laws, GDPR, AI Act).
Read moreVirtualization & Sandboxes — VMs, Containers & AI Agent Isolation (US/EU)
Where to run code safely: a five-layer trade-off map (VMs, microVMs, containers, OS sandboxes, WebAssembly), how to try untrusted code safely, an eight-item AI-agent sandbox checklist (Claude Code / Codex), and the US/EU drivers (NIST SP 800-190, FedRAMP, EU CRA) — for indie developers and practitioners.
Read moreAre You Reusing the Structure of Your Skills?
Apply a Skill's top-of-file summary structure to the context files you feed AI — a two-layer shape that keeps context consumption down.
Read moreOne Way to Get Stable Output from AI
For work that needs stable output, narrow AI's role and bracket it with deterministic code — making peace with probabilistic wobble.
Read moreAre You Growing Your Skills?
Have AI build it, then keep saying "fix this" as you use it — growing a Skill into a tool that fits your hand.
Read more