Practical writing on using AI well

What worked, what failed, and what helped me move from pilot to production.

New posts ship on the blog; the weekly digest catches what you missed — one email, practical only.

Nathan Petralia at HKU

Nathan Petralia

I have spent two decades leading digital and commercial programs across APAC. Today I build AI products and use agents daily across consulting, practice building, go-to-market, delivery governance, and operational leadership.

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New this weekCinematic 16:9: two translucent control panels floating over a laptop, upper panel cloud-lit cyan, lower panel warm copper desk reflection, cables meet at a ...
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Cursor Cloud Agent Hooks vs Local Hooks: Two Layers of the Same Harness

Best forOperators wiring Cursor Customize who need a clear split between cloud-side agent hooks and local IDE hooks without turning the repo into a microservice

Cloud agent hooks (beforeSubmitPrompt, afterAgentThought, subagentStart) run on Cursor's side. Local hooks (sessionStart, afterAgentResponse) run on your machine. Here is how I use both.

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New this weekCinematic 16:9: magnifying glass over a faint chat transcript layer floating above a solid leather notebook labeled only by texture, amber desk lamp, cool sh...
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Cursor Conversation Search vs a Bridge File: Where Session Memory Should Live

Best forAnyone relying on Cursor chat search who still loses thread between sessions and wants a durable handoff file without rebuilding the whole vault

Cmd+K transcript search finds what was said. A Bridge SSOT file holds what still matters. Here is when to use each and why files win for handoff.

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New this weekCinematic 16:9: a single desk lamp illuminates a week planner board with six soft abstract mode tiles (thought bubble, handshake, notebook, calendar, wrench,...
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One Agent, Many Workflows: What Cursor Customize Is For (Beyond Coding)

Best forAnyone who uses AI across study, business, and personal work and wants one customized agent interface instead of a pile of chat tabs

Cursor Customize is how you shape one agent for brainstorming, consulting, blogging, shipping, and life admin - then hand off between phone and desk without restarting from zero.

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New this weekMain conversation path on a desk with two thinner side channels branching off like tributaries.
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Cursor Side Chats and Parallel Threads: How I Split Work Without Losing the Main Line

Best forAnyone running long Cursor agent sessions who needs quick tangents without losing the main task or re-explaining context on mobile

Cursor 3.11 side chats (/side, /btw) let you branch questions without polluting the main thread. Here is how I pair them with parallel agents and mobile handoff.

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Cinematic 16:9: macro of interlocking brass gears beside a leather notebook and a phone face-down, warm rim light suggesting a closed loop, no logos, no read...
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Skills, Hooks, and Orchestration: Cursor Customize With an Obsidian Memory Loop

Best forReaders who already get work modes and want the Customize mechanics plus Obsidian/mobile handoff without a full wiring handbook

The deep dive on Cursor Customize mechanics that matter: skills, hooks, commands, subagents, MCPs - plus the Obsidian memory loop and mobile-to-desktop handoff.

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Cinematic 16:9: low-angle of a laptop on a workbench with a small shipping crate icon shape nearby, cool daylight from a window, sense of careful release, no...
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Cursor Customize for Local Develop and GitHub Shipping

Best forAnyone who occasionally ships code or config with AI and wants light review habits without a full developer handbook

A light Customize setup for directed local changes and GitHub shipping: review habits, small diffs, and handoffs - without turning this into another full harness handbook.

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