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Abigail M.

Abigail M.

Lead Software Engineer (AI-assisted coding evaluation and model output validation) — Arcadia Byte Labs

USA flagPhiladelphia, Usa

Key Skills

Software

AWS SageMakerAWS SageMaker
Anno-MageAnno-Mage
ArgillaArgilla
Axiom AI
ClickworkerClickworker
CloudFactoryCloudFactory
CrowdSourceCrowdSource
CVATCVAT
Data Annotation TechData Annotation Tech
DatatroniqDatatroniq
DatumboxDatumbox
DatatureDatature
DataturkDataturk
Deep SystemsDeep Systems
DoccanoDoccano
EncordEncord
Google Cloud Vertex AIGoogle Cloud Vertex AI
HastyHasty
HumanaticHumanatic
iMeritiMerit
Kili TechnologyKili Technology
LabelboxLabelbox
LabelImgLabelImg
LightTagLightTag
MercorMercor
OpenCV AI Kit (OAK)OpenCV AI Kit (OAK)
ProdigyProdigy
RoboflowRoboflow
Scale AIScale AI
Snorkel AISnorkel AI
SuperviselySupervisely
TagtogTagtog
TelusTelus
Trilldata Technologies
VoTT
V7 LabsV7 Labs

Top Subject Matter

AI model evaluation and programming output debugging
Software debugging practices supporting AI/code evaluation workflows

Top Data Types

VideoVideo
AudioAudio
TextText

Top Task Types

Bounding BoxBounding Box
SegmentationSegmentation
PolygonPolygon
Entity (NER) ClassificationEntity (NER) Classification
ClassificationClassification
CuboidCuboid
Question AnsweringQuestion Answering
Object DetectionObject Detection
Text GenerationText Generation
Text SummarizationText Summarization
PolylinePolyline
Fine-tuningFine-tuning
RLHFRLHF
TranscriptionTranscription
Point/Key PointPoint/Key Point
Computer Programming/CodingComputer Programming/Coding
Function CallingFunction Calling
Data CollectionData Collection
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
Red TeamingRed Teaming
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Lead Software Engineer (AI-assisted coding evaluation and model output validation) — Arcadia Byte Labs. Brings 12+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal, Proprietary Tooling, and Git & GitHub. Education includes Master of Science, Stanford University (2015) and Bachelor of Science, University of California, Berkeley (2013). AI-training focus includes data types such as Computer Code and Programming and labeling workflows including Evaluation, Rating, and Computer Programming.

Labeling Experience

Lead Software Engineer (AI-assisted coding evaluation and model output validation) — Arcadia Byte Labs

Led development of AI-assisted code evaluation tooling to validate and debug AI-generated programming outputs. Assessed model-generated reasoning by analyzing recurring failure modes and documenting logical consistency checks. Standardized reproducible debugging workflows to improve reliability and engineering quality across distributed systems. • Performed evaluation of AI-generated code outputs for correctness and consistency • Analyzed and recorded recurring reasoning failures with AI research teams • Built automated validation and debugging frameworks for defect reduction • Documented reproducible workflows for repeatable model evaluation and debugging

2022 - Present

Senior Full Stack Developer — SilverPeak Technologies

Supported secure enterprise application development with structured code review and debugging practices, contributing to AI-relevant engineering evaluation readiness. Coached developers on debugging techniques and reproducible workflows that could support training and validation pipelines. While not explicitly labeled as AI training, these activities strengthened systematic testing practices used in model evaluation contexts. • Led peer code reviews emphasizing debugging and software design patterns • Mentored developers on Git workflows and reproducible debugging techniques • Contributed to stable application infrastructure and tooling for engineering QA • Partnered with team processes that support validation and release quality

2019 - 2022

Education

S

Stanford University

Master of Science, Computer Science

Master of Science
2013 - 2015
U

University of California, Berkeley

Bachelor of Science, Computer Science

Bachelor of Science
2009 - 2013

Work History

A

Arcadia Byte Labs

Lead Software Engineer

Philadelphia
2022 - Present
S

SilverPeak Technologies

Senior Full Stack Developer

Philadelphia
2019 - 2021