Jacob L.

Key Skills

Software

Google Cloud Vertex AI

Mighty AI

OpenCV AI Kit (OAK)

Snorkel AI

Top Subject Matter

Applied AI systems for communications

B2B SaaS / collaboration

Text classification & taxonomy design

Top Data Types

Text

Document

Image

Top Task Types

Text Summarization

Bounding Box

Segmentation

Classification

Entity (NER) Classification

Polygon

Point/Key Point

Polyline

Cuboid

Object Detection

Text Generation

Question Answering

RLHF

Fine-tuning

Transcription

Evaluation/Rating

Computer Programming/Coding

Red Teaming

Data Collection

Function Calling

Freelancer Overview

Forward Deployed / Applied AI Engineer (Remote / Orange County, CA) — AI workflow and structured-output system building . Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Text Summarization, Evaluation, and Rating.

Labeling Experience

Forward Deployed / Applied AI Engineer (Remote / Orange County, CA) — AI workflow and structured-output system building (Apr 2021 - Present)

OtherText Summarization

Built AI-assisted workflows and systems that transform unstructured inputs into structured, searchable outputs for downstream usage. Applied prompt/evaluation iteration and structured generation patterns to deliver call summaries and handoffs. Focused on production reliability practices to ensure generated outputs remained usable and consistent. • OpenHire: recruiter call-summary and handoff system indexed for search • Used AI call summaries to reduce manual debrief effort • Implemented workflow automation and structured context for follow-ups • Integrated realtime and vector-store components to support retrieval and handoff

2021 - Present

Lead Software Engineer (Remote) — AI model flow for relevance filtering and tailored offers (Mar 2024 - Jan 2025)

Other

Designed and shipped a two-model relevance filtering and tailored-offer flow to improve booking quality and conversion. Built operational tooling and automations to support marketplace workflows and reduce manual triage. Emphasized evaluation and quality improvements through model-based routing and decisioning. • Relevance filtering + tailored offers using a two-model flow • Improved booking quality and conversion rate • Built ops tooling to reduce response time and manual triage • Supported iterative refinement of model outputs in production workflows

2024 - 2025

Education

Work History