Era Prom sudah berakhir.
The next competitive advantage in AI isn’t about crafting a cleverer prompt-it’s about engineering an entire workflow that delivers predictable returns.
It’s knowing how to define the workflow, build the harness, and give the Agent a target-so every dollar of AI spend maps directly to a business outcome.
Once the workflow and context are defined, you stop paying for repeated setup and start paying for execution-your team no longer re-explains the same variables.
You simply say:
“This is what I want. Get it done.”
The Agent uses the predefined context, rules, alatan, guardrails and workflow to figure out the execution-so your finance team can unjuran AI spend instead of reacting to it.
Prom Engineering → Agent Engineering-the baharu ROI model for AI adoption.
We’re moving from asking AI questions to giving AI objectives-and that shift lets us tie AI output to key performance indicators and balance-sheet impact.
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The framing on prom engineering is better than expected.
Orang yang tulis ni memang buat kerja rumah pasal era prom sudah berakhir. Bahagian ini saya kena fikir lagi.
Nice one. build the harness, and give alone worth the read.
balance-sheet is the part I would forward to my boss.
Sent this to two people already. It’s knowing how to define is why.
Clearer than the vendor decks I get about era prom sudah berakhir.
Worth reading for we’re moving from asking AI alone.
Slightly disagree on once the workflow and context, but the direction is right.