Why do 70% of enterprise AI initiatives fail? At #AppianWorld, I sat down with Gregg Aldana, VP of Global Solutions Consulting at @Appian
, to discuss how leading organizations are beating the odds, shifting from vibe coding to strict governance, and moving AI safely into
AI
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70% of enterprise AI initiatives fail: shifting from vibe coding to governance
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Using one model vs splitting tasks across models
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Are you using the same model for everything or splitting tasks across models?
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Using Opus for every workflow step leads to context dumping
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If you are using Opus for every single step in your workflow, then this post is for you! For example:
searching logs,
finding the right file,
checking where an error happened,
looking through a repo for one function. Then people dump all of that into the same context window and -
The latest Gemma runs on a PC with 8 GB of RAM
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the latest Gemma can run on a computer with 8 GB of RAM
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Publication bias: models learn only from successful science
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This is publication bias inherited at full scale. Models learned from the sliver of science that worked and almost none of what didn't.
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Claude’s training data may explain cleaner iOS work
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Could be training data. Whatever Claude saw more of, iOS work seems to land cleaner.
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Billion quick questions trivial compared to long-running agents
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Codex users, easily. A billion quick questions is nothing next to agents running for hours.
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Early tests of Reve 2 with fantastical realism
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Here's some early tests of Reve 2 with the prompt:
— fofr (@fofrAI) 4 juin 2026
> an amateur photo of fantastical realism
Two excellent new image models on the same day. What a treat. https://t.co/jo3Xd7sf2c pic.twitter.com/EQni0muChaHere's some early tests of Reve 2 with the prompt: > an amateur photo of fantastical realism Two excellent new image models on the same day. What a treat.
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Texture upgrade for 3D models with 360° coverage and PBR realism
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The texture upgrade matters even more.
— God of Prompt (@godofprompt) 4 juin 2026
Most AI 3D tools collapse when you inspect the model.
Rodin’s new 3D-native texture system gives full 360° coverage, better surface faithfulness, and PBR materials that look more usable in real pipelines. pic.twitter.com/ZgIN1EdXNsThe texture upgrade matters even more. Most AI 3D tools collapse when you inspect the model. Rodin’s new 3D-native texture system gives full 360° coverage, better surface faithfulness, and PBR materials that look more usable in real pipelines.
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Control quality window from 4s rough drafts to 80s extreme detail
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But it’s not just fast.
— God of Prompt (@godofprompt) 4 juin 2026
You can control the quality window:
4s for rough drafts
20s for balanced assets
40s for richer structure
80s for extreme detail
At the top end, it can preserve tiny surface details like skin microstructures. pic.twitter.com/dJATeoYLp8But it’s not just fast. You can control the quality window: 4s for rough drafts
20s for balanced assets
40s for richer structure
80s for extreme detail At the top end, it can preserve tiny surface details like skin microstructures.