Ankit Sachdeva
software engineer · austin · ms cs (ai) @ georgia tech '26
I'm doing a master's in AI at Georgia Tech and shipping software at dynaConnections, where we build MLS tools: the databases and portals real estate agents use to list and sell homes.
Before that I interned at PayPal, prototyping a distributed-ledger file exchange that reconciled settlements 3x faster than the incumbent and fed the settlement org's on-chain feasibility review. Earlier, I did embedded work at Fox Factory, designing PCBs and writing C firmware for Live Valve Neo, Fox's wireless suspension system for mountain bikes.
Lately I've been pretty deep in AI-assisted development. Write a spec, let the agents take a rough pass, then review what comes back. My home server is the playground for this, where any silly idea for a microservice goes from concept to deployed in a couple prompts. At work it's an AI agent that runs QA on a legacy MLS platform — reading the ticket, driving the browser, and checking the database and feed underneath. So far: 140 manual test scenarios automated, 80+ bugs caught before release.
In my free time I'm usually chasing a bigger total, getting humbled by V3s, collecting artisan keycaps, or theorycrafting in tft.
email copy // resume pdf // github // linkedin
projects
account-pool-mcp github.com/ankitsxchdeva
An MCP server that hands out test accounts as exclusive leases, so parallel agent QA sessions never log into the same account and corrupt each other's state. Leases carry a TTL, so a crashed session's account is reclaimed automatically. 400+ weekly downloads on npm.
QuantLab github.com/ankitsxchdeva
A quant lab for normal people. Describe a trading idea in plain English and get a real backtest — the LLM emits a structured strategy DSL instead of code, and a pure-TypeScript engine runs it against free market data, benchmarked against buy-and-hold. BYO LLM key.
LiftLens github.com/ankitsxchdeva
Form-check tool for lifting videos. Pose detection extracts the joint positions, an LLM writes the form notes.
home-server github.com/ankitsxchdeva
A playground for AI-assisted dev where any silly microservice idea ships in a couple prompts. Lately: a bot that scrapes images out of Google Forms and another that automates visitor parking.
daal github.com/ankitsxchdeva
Custom mechanical keyboard collab — aluminum case, brass weight, plateless o-ring mount, RP2040 PCB, QMK / Vial firmware.
music
- 12:40car crashjigitz, Charlotte Plank
- 25:00ShiveringILLENIUM, Spiritbox
- 33:20LostILLENIUM, Emilie Brandt
- 44:00Where You Are - GRiZ RemixJohn Summit, HAYLA, GRiZ
- 53:34Back To USLANDER, William Black
- 63:00ALL THE TIMEJohn Summit, The Chainsmokers, Ilsey
- 73:26I Wanna KnowRL Grime, Daya
- 82:04What the HellKIARA
- 94:15LatchDisclosure, Sam Smith
- 102:43ConstellationsIan Asher, Jade LeMac
- 113:36Like A G6Far East Movement, The Cataracs, DEV
- 123:34I Adore You (feat. Daecolm)HUGEL, Topic, Arash, Daecolm
- 132:49Dior (feat. Chrystal)MK, Chrystal
- 142:46It's ok I'm ok - Ian Asher remixTate McRae, Ian Asher
- 153:58We Are The People - ARTBAT RemixEmpire Of The Sun, ARTBAT
- 163:16iPod TouchNinajirachi
- 173:51DeleteNinajirachi
- 183:23Ice u outNinajirachi, Kota Banks
- 192:38Take Me (To The Moon)Ian Asher, D A N N Y
- 203:24Clarity - BUNT. RemixZedd, VALORANT, Foxes, BUNT.
- 212:25Black Friday (pretty like the sun)Lost Frequencies, Tom Odell
- 222:41Live It AllLost Frequencies
- 233:15eye2eyeTsu Nami
- 12:53StargazingMyles Smith
- 23:04Man I NeedOlivia Dean
- 33:07OrdinaryAlex Warren
- 41:38BabydollDominic Fike
- 53:19back to friendssombr
- 63:28The Night We MetLord Huron
- 73:32Sailor SongGigi Perez
- 82:40Scared To StartMichael Marcagi
- 93:02undressedsombr
- 102:49So Easy (To Fall In Love)Olivia Dean
- 113:04I Wanna Be YoursArctic Monkeys
- 123:24RiptideVance Joy
- 134:27We Are The PeopleEmpire Of The Sun
- 144:14505Arctic Monkeys
- 154:50ApocalypseCigarettes After Sex
- 164:32Do I Wanna Know?Arctic Monkeys
- 173:04we fell in love in octobergirl in red
- 183:29Habits (Stay High)Tove Lo
- 194:47Indigo (feat. Avery Anna)Sam Barber, Avery Anna
- 14:07The More I HopeSam Barber
- 23:44Hanging on HopeBuffalo Traffic Jam
- 32:24Say WhyZach Bryan
- 42:45Rethink Some ThingsLuke Combs
- 53:04Miss You HereLuke Combs
- 63:18Fool's GoldBuffalo Traffic Jam
- 74:02Better If WorseHAFFWAY
- 83:50EmilyAndrew Martinez
- 94:00I Need To Fall Apart - DemoOwen MacDonald
- 103:14CoalDylan Gossett
- 113:17Growin' Up Raising YouGabby Barrett
- 122:55CondemnedZach Bryan
- 132:52Heading SouthZach Bryan
blog
cool
Forward Deployed Engineer Roadmaproadmap.sh
roadmap.sh's step-by-step guide to becoming a Forward Deployed Engineer in 2026 — the Palantir-popularized role that embeds engineers directly with customers, sitting somewhere between software engineering, solutions architecture, and consulting.
One Million Checkboxeseieio.games
Nolen Royalty built a site with one million checkboxes shared live by everyone on the internet — check one and it's checked for all. Behind the chaos: a Redis bit array, WebSocket broadcasts, react-window rendering, and a fun bit-ordering bug between Python and JavaScript.
Everything That Went Wrong With Claudeclawd.rip
A RIP-themed timeline (not affiliated with Anthropic) cataloging Claude's controversies, outages, pricing shocks, and lawsuits — from cache-amnesia billing surprises and DMCA takedown sprees to Pentagon supply-chain fights and the great Claude Code nerf.
no-mistakesgithub.com
A local git proxy that sits in front of your remote: push to it instead of origin and it spins up a disposable worktree, runs an AI validation pipeline (review, test, docs, lint), auto-fixes safe issues, escalates the rest, and opens a clean PR only after every check passes.
Paraform Talent Density Indexparaform.com
Paraform ranks companies not by funding or logos but by how badly the market wants their people — an algorithm over hiring data across thousands of roles and millions of candidate profiles. Thinking Machines, OpenAI, and Anthropic top the list.
32 Ways Your Writing Looks Like an AI Wrote Itdunkels.com
Adam Dunkels: 32 recurring patterns that mark text as AI-written — em-dash overuse, hedging, filler phrases, uniform sentences — plus tools to spot and strip them from your own writing.
Hermes Agent for QA Automationmedium.com
Arghajit Singha on Hermes: a terminal-native AI agent for QA workflows that runs against local LLMs, holds persistent memory of your test environment, and turns repetitive shell commands into reusable skills.
Building an MCP Ecosystem at Pinterestmedium.com
Pinterest built a production ecosystem of domain-specific MCP servers behind a central registry, saving an estimated 7,000 engineering hours per month across 66,000 monthly invocations.
Introducing the MCP Registryblog.modelcontextprotocol.io
Preview of an open catalog and API for discovering publicly available MCP servers, with room for public and private sub-registries to build on top.
Impeccableimpeccable.style
Paul Bakaus: a design-fluency skill for AI coding agents — teaches Claude and others real design vocabulary and patterns so they stop generating purple gradients, nested cards, and other AI slop.
Taste Skilltasteskill.dev
Leon Lin and blueemi: an open-source design-system framework that gives AI coding agents the rules and templates to ship polished, coherent frontends instead of generic AI output.
The Anatomy of an Agent Harnesslangchain.com
LangChain: a breakdown of the harness layer that wraps an LLM into a working agent — the loop, tools, memory, and control flow that turn raw model calls into reliable autonomous behavior.
The Bus Ticket Theory of Geniuspaulgraham.com
Paul Graham: great work requires natural ability, determination, and a disinterested obsession with something that matters — an intense, purposeless interest that lets you follow unpromising paths others overlook.
Before the Startuppaulgraham.com
Paul Graham: the best preparation for founding a startup is pursuing genuine intellectual curiosity and interesting problems, not attempting to launch ventures while still in school.
Why Startup Founders Should Launch Sooner Than They Thinkyoutube.com
Y Combinator: the cost of launching too early is lower than you think, and the cost of waiting is higher.
The New Way To Build A Startupyoutube.com
Y Combinator: how AI is collapsing the team size needed to build a company from the ground up.
How to Spend Your 20s in the AI Erayoutube.com
Y Combinator: where to focus your energy when AI is compressing the value of credentials and raising the ceiling on what one person can build.
Using GraphViz for CLAUDE.mdblog.fsck.com
Trigger-based GraphViz flowcharts help Claude follow instructions more reliably than markdown rules.
gstackgithub.com
Garry Tan's Claude Code setup: 23 opinionated skills covering CEO, designer, eng manager, release manager, and QA roles.
My AI Adoption Journeymitchellh.com
Mitchell Hashimoto's six-step journey from dismissing AI to running agents continuously in the background.
Your AI Agent Doesn't Care About Your READMElevelup.gitconnected.com
Reya Vir: Auto-generate a hierarchy of AGENTS.md files so your AI agent gets dense, folder-specific context instead of one giant README.
Cities and Ambitionpaulgraham.com
Different cities send different messages. New York says you should make more money. Cambridge says you should be smarter.