Skip to content

THE PORTFOLIO

LLM & AI Systems

Explore the projects, inspect the details, and see the work in context.

17 projectsExplore. Inspect. Try it.
FEATURED / BROWSABLE DEMO

Step inside a Company Brain.

Sample company. Working files. A separate space to explore.

A manufacturing network project preview

A manufacturing networkSystem walkthroughIn production

The Company Brain

A company knowledge system built for the people who use it every day. Rules, routing, reusable skills, and a clear source of truth.

Knowledge systemsAI implementation
100+ daily users
Brand OS project preview

Brand OSInteractive systemLive

A brand system AI can actually follow

One connected design language, from voice and visual standards to reusable collateral. Built to make consistency repeatable.

Brand systemsTemplates
20 collateral treatments
Bring the marketing capability in-house, data tile

Homeowner InsightsClient case studyIn production

Bring the marketing capability in-house

A company brain, brand system, and operating workflows that let the client take ownership of the work.

AI implementationBrand systems
$1,000+ monthly agency costs eliminated
GreenRoom project preview

GreenRoomSystem walkthroughIn production

Build the system around the business

A company brain and comedy venue directory, built around the realities of booking and operating an international business.

Knowledge systemsData & analytics
137 venues · 33 countries
Governance that travels with the work, data tile

Confidential integrationArchitecture walkthroughIn production

Governance that travels with the work

A public view of the architecture and operating discipline. Client identity and internal material remain confidential.

AI implementationGovernance
Anonymized architecture
The guardians, generated sample

Apex Instruments (fictional)Capability

The guardians

Three checkers that read what was written and say exactly which rule it broke.

GuardrailsBrand systemsQuality gates
a brand guardian and a house-style scanner run across both company systems, and a price proofer checks an 823-row catalogue
Adapt, don’t design, generated sample

Apex Instruments (fictional)Capability

Adapt, don’t design

The rule that keeps AI output on brand: start from an approved template, fill the slots, escalate the rest.

Skill designBrand systemsTemplates
the anatomy plus swap-mark pattern is the standard skill shape in both company systems
A human decision outranks the data, generated sample

Apex Instruments (fictional)Capability

A human decision outranks the data

When a person overrules a source, the system remembers who, why, and until when.

GovernanceMemoryGuardrails
a decision record file governs the fields where a person has overruled the data in one company system
What has gone stale, generated sample

Apex Instruments (fictional)Capability

What has gone stale

A board that says what is overdue, who owns it, and which generated file no longer matches its source.

GovernanceTelemetryKnowledge
freshness telemetry, batch boards, and a twin drift checker across both company systems
The spine that holds it together, generated sample

Apex Instruments (fictional)Capability

The spine that holds it together

A constitution, a routing table, a question register, a decisions log, and a changelog that records its own corrections.

GovernanceKnowledgeMemory
a constitution, routing table, question register, decisions log with supersession tracking, and changelogs of 126 and roughly 100 entries across the two company systems
It reads a card, not the file, generated sample

Apex Instruments (fictional)Capability

It reads a card, not the file

Two hundred and forty small cards stand in front of the documents, so a request costs a few hundred words.

KnowledgeContextPerformance
a card layer of 241 cards, including 144 partner guides, so the assistant reads a card instead of a 200 kilobyte file
The finding nobody wanted, generated sample

Apex Instruments (fictional)Capability

The finding nobody wanted

Twenty-one verifiers read every draft with fresh context. One caught a promise that existed nowhere.

Quality gatesVerificationGovernance
21 fresh-context verifiers over 7 drafts, which caught an invented service-level promise that had already passed a human review
What we do not know, generated sample

Apex Instruments (fictional)Capability

What we do not know

Competitor dossiers with a confidence on every claim, and a gaps file the system will not guess around.

ResearchGovernanceHonesty
competitive dossiers, domain research, and known-gaps and roadmap files in both company systems
The front door, generated sample

Apex Instruments (fictional)Capability

The front door

A vague request gets scored, then asked two or three questions that actually change the answer.

AgentsIntakeQuality gates
a prompt enhancer front door that scores an incoming request and asks two or three multiple-choice questions from a register
Who may see it, who may run it, generated sample

Apex Instruments (fictional)Capability

Who may see it, who may run it

A confidentiality ladder, roles that resolve to an answer, and the commands only an operator may run.

Access controlGovernanceGuardrails
a confidentiality ladder with rules for personal and regulated information, role-based access, staged agents, and operator-only commands
The assistant that will not guess, generated sample

Apex Instruments (fictional)Capability

The assistant that will not guess

A small chatbot whose whole value is what it refuses to answer.

GuardrailsSupportAdoption
a starter chatbot a team runs with their own key, which refuses to invent prices or turnaround times
Find the sentence it came from, generated sample

Apex Instruments (fictional)Capability

Find the sentence it came from

A meeting becomes decisions, actions and questions, each traceable back to the exact turns.

MeetingsKnowledgeProvenance
a scribe that distils meetings into a fixed schema with decisions extracted, in both company systems