DATAEVALUATIONAGENTS

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GARGANTUA / DATA · EVALUATION · AGENT SYSTEMS

Bending data.Building intelligence.

For AI labs and product teams: specialist data, real-task evaluation and agents in existing workflows.

Scope a first test See selected work

Team experience

Google
YouTube
Lockheed Martin
academic ML research

Data → Evaluation → Agent systems

The model is one part of the system.

01Data

Synthetic / video labelsclip_0042 · 4.0s

0.01.02.03.04.0

actorright_hand_01

contacthandle_01

eventopen_drawer

First-person video. Task-specific labels.

Source, capture and annotate around the target task.

Rights & provenance / Edge-case labels / QA review

Explore Data

02Evaluation

Illustrative / case runrubric v1

CaseExpected → observedResult

tool selectionread → readMATCH

permission gatehold → writeFAIL

resume statedraft_41 → draft_41MATCH

Failure → regression case

Rerunnable tests. Calibrated review.

Expose failures on the tasks models and agents must perform.

Task protocol / Scoring rubric / Regression cases

Explore Evaluation

03Agent systems

Illustrative / agent tracerenewal_assistant

1READcontract.read + usage.readLOADED
2DRAFTrenewal_draft · draft_41SAVED
3GATEcontract.sendHELD

owner approvalresume draft_41 →

Scoped tools. Human hand-offs.

Build multi-step work into existing systems, with traceable actions.

Tool routing / Workflow state / Recovery paths

Explore agent systems

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SELECTED WORK

Work with real constraints.

Selected, anonymised client work.

Multimodal data development

First-person video dataset

Exclusive video, co-designed annotation rules and QA telemetry per delivery.Client context / Backed by NVIDIA and Amazon · over $200M raised

Enterprise AI strategy

Ranked AI opportunities for a global consumer brand

Use cases ranked, each with a technical next step.

Applied AI engineering

Tool-using agents in daily workflows

Agents connected to daily workflows, with safety controls.

A data gap, model failure or unfinished workflow?

Scope a first test

START WITH THE BOTTLENECK

Where is the system breaking?

Choose the gap. We’ll scope a first test around the real task.

01Data

The model has not seen the right examples.

Source, license and label data around the task it must learn.

Scope a data pilot

02Evaluation

You cannot reproduce the failure.

Test real tasks, expose failure modes and make results rerunnable.

Scope an evaluation

03Agent systems

The demo stops before the work is done.

Connect tools and workflow state, with permissions and human hand-offs.

Scope an agent workflow

PEOPLE

The people doing the work.

Researchers and engineers in multimodal data, evaluation and agent systems.

Meet the team

Nick Kim

Founder & CEO

Experience / YouTube · 30+ countries

Edward Jones

CTO

Experience / Google · Lockheed Martin

David Lindelöf, PhD

Director of Data Science & ML Engineering

Experience / YouTube · Expedia

Jonathan Rajan

Principal AI & ML Engineer

Experience / Google London

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START WITH ONE TASK

Bring us the task you can’t make work.

We’ll define one focused test, agree what it needs to prove and map the next step.

Scope a first test or email info@gargantua.llc