skip to content

00 - ryan polasky

software engineer · backend + ai / llm tooling

i'm ryan,
i build stuff.

ut dallas cs grad (may '26). two summers at apple. most recently built autopsy - forensic memory for ai coding agents.

BACKENDAI / LLM TOOLINGDEVELOPER PRODUCTIVITYPYTHONTYPESCRIPTGOAPPLE 2024 + 2025UT DALLAS · MAY 2026GODOTREACT THREE FIBERNORTH DAKOTA

01 - about

small,
useful things,
on purpose.

i'm a computer science graduate from ut dallas ('26). i spent my last two summers as a software engineering intern at apple, building out ai tooling for the wireless tech (WTE) & the camera & photos organizations.

i enjoy backend, devops, and making llms actually do what you want them to do. i also have a bad habit of rebuilding this website. this is version eleven, but the older ones are still around if you want to see them.

languages

PythonTypeScriptHTML/CSSSwiftJavaScriptJavaC++SwiftUIRObj-C

data

PostgreSQLOpenSearchRedisMySQLSQLiteVector DBsMongoDB

ai / llms

LLM IntegrationRAG SystemsVertex AIFine-tuningFunction CallingEmbeddings

devops

KubernetesCI/CDAWS/GCPDockerHelmTerraformJenkins

02 - experience

places i've been.

01.

Apple at-home advisor

customer engineering · remote · may 2023 → present

worked remotely alongside school, sustaining a 6.87% escalation rate well below department average through independent research and advanced troubleshooting. 0.27 min average call wrap time, 15% above department-average csat, and 2× applecare excellence award recipient (2024, 2025).

+15%

csat vs dept avg

02.

ACM UTD development lead · education mentor

student leadership · dallas · may 2025 → may 2026

served as development lead within acm at ut dallas. mentored 1,200+ hackutd participants and debugged critical issues for 60+ teams. led meteormate, a react, fastapi, and postgres roommate-matching platform. also mentored four underclassmen through internship preparation.

1,200+

hackers mentored

03.

Apple camera api test automation

intern · cupertino · may–aug 2025

built automated parsing for thousands of on-device camera and photos tests, integrated llms into the failure-triage pipeline, and shipped a unified bug-report generator that attached relevant failure artifacts.

4,800%

manual triage reduction

04.

Apple wte tools engineer

intern · cupertino · jun–nov 2024

built an llm-powered chat interface and python package for translating natural language into sql and nosql queries. migrated internal services from java 11 to jdk 21, addressed security vulnerabilities, designed aws/gcp ci/cd pipelines, and optimized an ios log analyzer for real-time rendering.

nl → sql

schema-aware planner

05.

Altru Health System it intern

intern · grand forks · jun 2021 → jul 2022

repaired, imaged, and deployed hundreds of machines for a critical healthcare-system expansion. handled urgent hardware deliveries during peak demand and set the department intake record at 300+ devices.

300+

intake record

03 / projects

selected
systems

07
projects

01.
01/07team of 4
Autopsy per-run details view

run details

Autopsy

a black box recorder for ai coding agents.

coding agents repeat the same mistakes every run. autopsy records every tool call, autopsies the rejected runs into a failure knowledge graph, and injects warnings straight into the next session's system prompt so the agent stops relearning lessons it already paid for. shipped at la hacks 2026 as a team of four.

the problem

agents have no memory between runs.

the pipeline

record, classify, graph, repeat.

PythonFastAPIPostgrespgvectorNext.jsTypeScriptopencodeGemma
02.
02/07lead · acm utd
MeteorMate landing hero

the front door

MeteorMate

ai-driven roommate matching for utd students.

lead for an acm utd platform that matches students on habits, lifestyle, and preferences, not just location or price. owned roadmap/task breakdown, shaped the next/react frontend + python/fastapi backend architecture across postgres + firebase, and drove deployment reliability fixes for local and vercel-style environments.

product lead

matching for actual living compatibility.

architecture

next, fastapi, postgres, firebase.

React.jsFastAPIPythonPostgresFirebaseDevOps
03.
03/07solo
rycord main scene view

side angle

rycord

a cache-first 3d record room built from my discogs collection.

in rycord, a kallax-style shelf sits in a cozy bedroom scene, populated by the actual albums in my record collection. each record pulls out of its slot, flips to the back jacket, and shows the tracklist + description in an info panel. APIs only get hit on first grab, then every reload reads from the cache on local disk.

the room

kallax shelf, cozy room, real covers.

Next.jsReact Three FiberThree.jsPostprocessingDiscogs APISharpDocker
04.
04/07team of 4
NIMBY

a 2D survivor roguelike about a druid fighting capital encroachment.

created for my Introduction to Video Game Programming course, NIMBY is a game where a magical druid defends the forest from corporate creatures: lumberjacks, construction foremen, contractors, and the CEO. four forms (druid, fox, bear, frog) with distinct ability kits shaped to counter a specific boss archetype, plus a roguelike loop of mutations and pawn-shop items between rooms. every sprite was hand-drawn by the team, and the original soundtrack was composed by yours truly.

design

rock-paper-scissors-druid.

encounters

four bosses, four mechanic flexes.

GodotGDScriptGame DesignAudioMusic Composition
open source
05.
05/07apple camera intern

LLM Test Triage

end-to-end triage pipeline for 1000+ camera tests: parse, group, classify, file.

every cycle ran 1000+ on-device camera tests; manual triage was the bottleneck. architected an end-to-end pipeline (xml log parsing, intelligent failure grouping, gemini-backed root cause analysis with 75% dedup accuracy, and a multi-threaded bug report writer serving 50+ engineers), collapsing manual triage time by 4,800%. shipped during the 2025 cupertino internship.

pipeline architecture

parse, group, classify. at scale.

gemini deduplication

75% dedup accuracy, 48× faster triage.

PythonJenkinsGeminiLLMs
private
06.
06/07apple WTE intern

NL → SQL / NoSQL

natural-language query interface for internal data stores.

engineers ask in plain english; the planner generates schema-aware queries against postgres and nosql backends. also migrated the surrounding service from java 11 → jdk 21 and designed its aws/gcp ci/cd workflow. 2024 cupertino internship on the developer tools team.

PythonFastAPIPostgres
private
07.
07/07solo

RyMe.md

browser-only generator for animated github readme banners.

static READMEs are tired and the existing stats-card generators all converge on the same look. RyMe.md is the workspace for designing animated profile banners across five template families, each rendered and exported entirely in-tab. SVG templates bake CSS @keyframes so banners animate without javascript and play in github's markdown renderer. zero server, zero signup - one file out, drop into your username/username repo, done.

output

live templates, rendered in your browser.

ViteReactTypeScriptTailwind CSSSVGCanvasCloudflare Pages