Index001 / Portfolio
LocationSan Jose, CA · PST
DisciplineEngineering · ML Systems

Software engineer creating systems that think.

Brent Brison — Building at the intersection of ML, infrastructure, and product. Currently doing independent research and freelance software work; previously Figure AI, Headstarter, Mobalytics, and Interweave Capital.

Passionate about creating thoughtful, user-centered full-stack and AI solutions. I care about the full picture, from how a system is built to how it actually lands for the people using it.

ScrollSelected work below
LanguagesPythonJavaScript/TypeScriptHTML/CSSGoCSQL
Software ToolsNext.jsNode.jsExpress.jsFastAPIReact
InfrastructurePostgresDockerRedisGCPAWS
FocusML SystemsRAGVoice / RealtimeFull-Stack

Things I’ve shipped.

01LLM RouterML · Routing · Cost-Opt2025
LLM Router

Production system using hybrid classification to automatically select optimal AI models for incoming prompts. Reduced token spend 20–30% across a multi-model fleet while preserving response quality.

02Aven AI SupportRAG · Voice · VAPI2025
Aven AI Support

Voice-first customer support assistant combining RAG retrieval with real-time voice over VAPI. Hit 200ms average response latency in contextual conversations.

03Campus Parking SystemFull-Stack · Team of 62025
Campus Parking System

Replaced a paper-based campus parking operation with an end-to-end web platform — vehicle registration, permit purchasing, ticket management. Led the back-end architecture.

04Tidal Disruption AnalysisPython · Jupyter · Data2024
Tidal Disruption Analysis

Simulated and analyzed Santa Cruz tidal data with a team of four. Identified a 2-ft deviation from baseline caused by tsunami impact from the Hunga Tonga–Hunga Haʻapai eruption.

05Environmental Sensor PipelineC · MariaDB · Raspberry Pi2023
Environmental Sensor Pipeline

Built an environmental telemetry stack on a Raspberry Pi 400B — DHT11 sensor, C ingest layer, MariaDB store, real-time stats for temperature and humidity.

06GPA PredictionML · Linear Regression2023
GPA Prediction

Linear-regression model in Python predicting future student GPA from a structured dataset. End-to-end: data prep, training loop, evaluation.

A balanced approach.

Brent Brison
01 / 04Portrait

I’m an engineer who cares about the quality of what I build — focused on applications and solutions that genuinely improve how users and organizations work, whether that's better products, sharper tools, or more reliable workflows.

I care deeply about the work I put my name on and hold myself to a high bar. At the same time, a perfect solution that never ships helps nobody. I've learned to move fast, iterate, and know when something is ready to meet the world.

When I'm not at a keyboard I'm on the mats training Brazilian Jiu Jitsu, in the gym, out on a trail, or (hopefully) traveling! Anything that gets me moving or competing.

Based
San Jose, California
Focus
ML systems & infra
Studied
UC Santa Cruz

Where I’ve worked.

Figure AIData Quality Ops
San Jose, CA
Sep 2025 — Present
Headstarter AISoftware Engineering Fellow
Remote, USA
Jun 2025 — Nov 2025
MobalyticsData Analysis & Research Intern
Marina del Rey, CA
Sep 2023 — Dec 2023
Interweave CapitalCybersecurity Market Analyst
Palo Alto, CA
Jun 2023 — Sep 2023

Let’s build something.

The fastest way to reach me is email — I read everything and reply within a day unless I am out of town.

brentsworks@gmail.com
Elsewhere
LinkedIn·GitHub
Resume
Download PDF
Local time
PST