Use cases
The conditions Feige is built for — described as capability, not client disclosure. Engagements are confidential.
Where it applies
One structure, four environments.
Each environment is described the same way: the decision, the typical failure mode, what Feige changes, and what the output looks like. No internals, no clients.
01 · Frontier AI
Frontier AI labs
EnvironmentRelease, rollback, and escalation calls made while capability is outpacing consensus.
Failure modeConflicting or incomplete eval evidence averaged into false confidence.
What Feige changesThe conflict is named and held; the decision is structured to stay reversible and within bounds.
OutputA defensible release or escalation memo with the basis, the limits, and the rollback condition on record.
02 · Research
Research institutions
EnvironmentOversight and integrity decisions under contested evidence and reputational exposure.
Failure modeVariability or distress in the record is mistaken for unreliability or intent.
What Feige changesEvidence is read in context and held within legal and ethical bounds.
OutputAn audit-ready reasoning record that survives later review.
03 · Boards & executives
Boards & executive teams
EnvironmentConsequential, often irreversible calls under time pressure and scrutiny.
Failure modeThe basis for the decision isn’t documented until after the outcome is known.
What Feige changesThe reasoning, escalation path, and residual risk are fixed before acting.
OutputA decision record a board can defend, audit, and explain.
04 · Public-interest
Public-interest & regulated
EnvironmentChoices that must survive regulatory, public, or post-hoc review.
Failure modeLegitimacy is treated as secondary to speed or capability.
What Feige changesLegitimacy and statutory limits are treated as requirements, not preferences.
OutputA defensibility and exposure analysis aligned to the governing authority.
Described as capability. Feige’s engagements are confidential and not disclosed publicly; details are shared only with qualified parties under NDA.
Speak with the founder
Bring a decision environment to the table.
Tell us the decision environment you’re facing. A first conversation is confidential, founder-reviewed, and reserved for serious inquiries.
Confidential · Founder-reviewed · Response typically within two business days
Feige Protocol™