I Built a Deck With AI, Then Made a Second AI Attack It.

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Издатель May 28, 2026

Full Post w/ Truth Layer Guide + Prompts: https://natesnewsletter.substack.com/p/ai-office-files-verify-workflow?r=1z4sm5&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true
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What's really happening inside AI-built Office documents?

The common story is that ChatGPT, Claude, and Copilot can now build a polished PowerPoint or Excel model in minutes, so the work is basically solved. The reality is more complicated. The output looks finished long before it's actually trustworthy, and a clean-looking deck with an undefendable number is worse than no deck at all.

In this video, I share the inside scoop on building Office files with AI agents at the center of the workflow:

• Why a prompt asks for output but a workflow defines trust
• How to run the four stages: sources, structure, creation, verification
• What a hostile reviewer prompt catches that proofreading never will
• Where AI is highest risk on your task risk gradient

For operators and teams, the upside is real and measured in weeks a year, but only if you build a truth layer around the file instead of dragging in messy sources and hoping the output holds.

Chapters:
00:00 The Excel and Office files conversation
01:30 Past individual asset territory: eight documents at once
03:00 Agents at the heart of the new workflow
05:25 How to build documents reliably in a pipeline
07:00 The board deck that blended actuals and plan data
08:40 Models are goal-oriented and will guess without sources
10:07 The task risk gradient: where AI is highest and lowest risk
11:20 File creation in passes and layers
12:37 Verification with a hostile reviewer prompt
14:30 The RALPH loop between Codex and Opus 4.7
16:00 The productivity upside and the truth layer
17:18 Why knowledge work is contingent on domain knowledge
18:50 Keep your brain turned on

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For deeper playbooks and analysis: https://natesnewsletter.substack.com/

Listen to this video as a podcast.
- Spotify: https://open.spotify.com/show/0gkFdjd1wptEKJKLu9LbZ4
- Apple Podcasts: https://podcasts.apple.com/us/podcast/ai-news-strategy-daily-with-nate-b-jones/id1877109372