Agent Reliability LabDiscuss your needs
Cases

Work that had to survive production, not a demo.

A catalog consultant that refuses invented SKUs. Research and monitoring loops that still have an owner. Names of clients are omitted; the operating fact is not.

Software engineering

Dev-agent factory with an isolated falsifier

Artifact generation and acceptance are separate responsibilities; a result must reference the reviewed artifact and runner revisions.

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Risk engineering

Multilayer stress tests for margin capacity

The reporting path separates observed inputs, configured scenarios and invalid snapshots; no elapsed-time saving or investment outcome is established here.

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Market analytics

Earnings-season panel with multi-agent synthesis

The output separates warehouse figures, reporting coverage and model interpretation; elapsed-time and throughput improvements are not established here.

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Financial analytics

Audit of silent no-ops in analytics pipelines

The acceptance path checks source and artifact evidence; detection-time savings and a recurrence rate are not established here.

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Garden supply

Grounded garden consultant for a regional grower

Catalog checks and specialist handoff are the release requirements for seasonal product questions; unsupported products or doses must fail review.

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Manufacturing

Adaptive lead quiz for retail and wholesale

Routing separates requests ready for a survey from those needing consultation; the showroom receives a scored brief with its source.

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Specialty retail

Grounded AI consultant for a technical catalog

Catalog validation and human handoff define acceptance; unsupported products must be rejected during review.

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Fitness coaching

Adaptive AI trainer for a coaching practice

Weekly-plan drafts and activity records are collected for coach review; roster capacity, time saving and health outcomes are not established here.

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Professional services

HTML business card from a JSON profile

A shareable card is generated in seconds as one file that opens offline, with no build step and no third-party runtime.

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Education

Interactive math course as a single HTML file

A six-module interactive course is packaged as one HTML file, with controls, quizzes and local progress.

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Operator research

A 24/7 multi-agent monitoring fleet

Scheduled collection and synthesis produce artifacts for review; irreversible actions still require a human decision.

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Construction supplies

Nightly price monitoring for a regional supplier

Six competitor sites are compared daily; acceptance requires dated source observations and explicit missing or unmatched rows.

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Agent Reliability Lab
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