chore: initial commit of vault before dashboard work
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wiki/concepts/enterprise-ai-reality.md
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# Enterprise AI Reality
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#concept
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## Summary
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The indie/practitioner world and the regulated-enterprise world diverge sharply. Sebastian's key business insight: [[harness|"bring your own harness"]] **cannot survive compliance**, so a scalable, company-managed standard harness is an underserved market — "the interesting market."
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## Current Understanding
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- **Locked-down reality:** at Sebastian's biggest clients, engineers can't use their own laptops — only a centrally-managed VM with **zero ability to install their own tools**. Compliance and liability make ad-hoc, per-developer setups impossible. Reference points: a Roche SAP transformation ran ~1,200 engineers for years; banks first banned AI outright and now cautiously adopt it "because it's just so good."
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- **The business opportunity:** *scalable, manageable, company-standard harnesses for larger engineering teams.* The gap between what individuals can do (custom [[harness]]) and what enterprises can allow **is** the product.
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- **Governance vs leverage tension:** individuals get maximum leverage from personal harnesses ([[eugene]]); enterprises must standardize and control ([[sebastian]]). Unresolved — and monetizable.
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- **Adjacent constraints:** the [[seniority-and-the-junior-squeeze|"read what you approve"]] security concern is amplified at scale; safety-critical/regulated code is the clear exception to [[code-as-throwaway|"most code isn't high-value"]].
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## Evidence
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- Managed VMs / zero self-install, Roche ~1,200 engineers, banks banned→adopting, "company-managed resource," "the interesting market" — [[2026-07-14-sebastian-eugene-interview]].
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## Related Pages
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- Concepts: [[harness]], [[seniority-and-the-junior-squeeze]], [[code-as-throwaway]]
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- Entities: [[sebastian]], [[virtido]], [[eugene]]
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- Tools: [[claude-code]]
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## Contradictions / Uncertainty
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- How AI transforms *huge* (~1,200-engineer, multi-year) programs is explicitly unknown even to Sebastian.
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- Whether [[virtido|Virtido]] itself is building the company-managed harness, or just naming the market, is unstated.
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## Next Questions
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- What is the minimal compliant feature set for a centrally-managed enterprise harness?
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