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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

Draft code is generated on cheap workers; only an external gate can mark PASS, and a contradictory spec can fail as a spec defect instead of a faked test.

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Risk engineering

Multilayer stress tests for margin capacity

Pre-market risk scoring that took about three hours of sheets now runs in about ten seconds, with a missing stress field treated as a failed run rather than a green PASS.

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Market analytics

Earnings-season panel with multi-agent synthesis

A macro packet that took a desk four days now comes off an automated cycle in about fifteen minutes, with every numeral checked against the warehouse.

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Financial analytics

Audit of silent no-ops in analytics pipelines

Mean time to detect a dead pipeline fell from fourteen days of manual reconciliation to about thirty seconds at run time.

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Garden supply

Grounded garden consultant for a regional grower

Seasonal questions meet a catalog-bound answer or a human; named products and doses that are not in the base do not reach the user.

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Manufacturing

Adaptive lead quiz for retail and wholesale

Discount hunters no longer reach the survey queue; the showroom receives a scored brief with source, not a number to cold-call.

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Specialty retail

Grounded AI consultant for a technical catalog

Answers stay inside the catalog; unknown questions escalate instead of inventing SKUs.

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Fitness coaching

Adaptive AI trainer for a coaching practice

One coach can keep individual weekly plans current for a roster of more than a hundred clients, with pain and missed sessions treated as inputs rather than ignored.

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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 ships as one HTML file in an afternoon instead of a weeks-long production cycle.

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Operator research

A 24/7 multi-agent monitoring fleet

Overnight collection and synthesis run without a person in the loop; action still waits for a human. The fleet was built over twelve months of iteration.

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Construction supplies

Nightly price monitoring for a regional supplier

Six competitor sites are compared daily; a report that used to take days of copying is ready the next morning.

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