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Arm Create: AI Optimization Challenge

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Connect with the participants – support your favorite projects by liking, sharing, and commenting on them.

Filter submissions

What was the hardest part of building or optimizing your project? Select all that apply
What would have made it easier to complete your project? Select all that apply.
Did this challenge change your likelihood of building on Arm in the future?
How likely are you to continue developing, optimizing, or deploying this project after the challenge?
AQIntel – AI-Powered Hyperlocal Air Quality Intelligence
AQIntel – AI-Powered Hyperlocal Air Quality Intelligence

AQIntel turns air-quality data into hyperlocal insights that explain pollution, predict risks, and help cities take smarter, faster action.

Sabari Saravanan T S Samiksha Devi V THARUN  PRANAV S R + 1
0 0
MotionKey
MotionKey

MotionKey lets you teach your phone custom hand gestures, train a tiny personalized model on Arm64, and use those gestures to control the phone offline.

Michi Yamamoto
1 0
CAMRA: Context-Aware Road Risk Assessment System
CAMRA: Context-Aware Road Risk Assessment System

CAMRA uses Edge AI to detect road anomalies in real time, assess their risk using contextual factors, and generate actionable insights for smarter road maintenance.

Sabari Saravanan T S THARUN  PRANAV S R Samiksha Devi V + 1
0 0
Arm AI Optimization Harness
Arm AI Optimization Harness

Measure AI inference on real Arm64, compare execution strategies, and choose optimizations from reproducible evidence—not assumptions.

DannyBaanks Jose Daniel Mercado Reyes
0 0
EdgeRoute Arm
EdgeRoute Arm

A 74.72% smaller, privacy-first INT8 action router that keeps sensitive AI-agent decisions on Arm64 devices.

義汮 葉
0 0
2-bit QAT for on-device LLM inference on Arm
2-bit QAT for on-device LLM inference on Arm

Quantization-aware training makes a 2-bit Qwen3-0.6B usable on an Arm phone, delivering 12x lower perplexity than post-training quantization at a closely matched footprint.

Akshay MR
0 0
NGABO LAKE KIVU FLOATING CITY - ARM EDGE SCADA V12.0
NGABO LAKE KIVU FLOATING CITY - ARM EDGE SCADA V12.0

AI SCADA for Floating City. 77% faster on Arm Cortex-M

NGABONZIMA Jean De Dieu
0 0
FieldSight · Real-time vision on any Arm board, no GPU
FieldSight · Real-time vision on any Arm board, no GPU

YOLOX detection and a control policy on a Raspberry Pi 5, measured with the clock pinned. The policy drops from a 3.5 MB Transformer to 75 KB of NEON: 4777 us to 3.67 us on one core.

0 0
HirePilot
HirePilot

An AI interview coach that simulates technical interviews, evaluates responses, and provides personalized feedback for career success.

Himasri Mallisetty
0 0
LastLook
LastLook

On-device visual memory for the things you leave behind.

Barebone Lab
0 0
NorthCare Edge
NorthCare Edge

Arm-optimized offline AI for frontline healthcare, cutting on-device voice inference by 53.8% while maintaining our 100/100 benchmark quality gate.

Polibu_jnr Salifu Polibu
1 0
coldpath: verify your Arm binary uses the matrix hardware
coldpath: verify your Arm binary uses the matrix hardware

Portable Arm AI builds ship with the matrix unit off: 5.75x slower prefill on a Neoverse N2 cloud CPU. coldpath audits any shipped binary, caught the top offender (Ollama), and gates it in CI.

Jonathan SolvesProblems
0 0
arm-llm-tuner
arm-llm-tuner

Auto-tune llama.cpp for your Arm64 cloud instance — because the fastest quant format depends on the hardware, not the model.

run58669-maker Q
0 0
ArmInfer
ArmInfer

ArmInfer automatically benchmarks and tunes llama.cpp inference on Arm64 hardware, then reports the fastest measured configuration with reproducible before/after results.

Tariq Booker
0 0
DiffGuard
DiffGuard

100% offline code review on Apple Silicon reads real code diffs, reviews them via MLX on-device, and flags any finding it can't verify against your actual code. No code ever leaves your machine

Mughees MB
0 0
OneLoad TTS for Arm
OneLoad TTS for Arm

One model load, scene-by-scene Qwen3-TTS: 38.4% less wall time on Apple M4 with bit-identical WAVs.

Hyunsik Park
0 0
ArmSight — Arm64 ML Model Optimization Agent
ArmSight — Arm64 ML Model Optimization Agent

Autonomous AI agent that analyzes ML models, applies INT8 quantization for Arm64, and generates optimized deployment packages with measurable 4x size reduction and 3x speedup.

Xayaan Ibrahim
0 0
Qualcomm Low Power CV Challange - Track 2 - built for ARM
Qualcomm Low Power CV Challange - Track 2 - built for ARM

Action recognition in video can be optimized by perforation with dendrites. We optimize a r2plus1d_18 model with 2 dendrites, reducing error by 10% with negligible impact on speed.

Rorry Brenner Nicholas Mesa-Cucalon Dean Alderucci
0 0
ArmSense AI — Edge TinyML Controller
ArmSense AI — Edge TinyML Controller

An ultra-lightweight TinyML gesture and voice command controller optimized for Arm architectures with sub-10ms latency and 100% offline edge processing.

0 0
Son of Anton
Son of Anton

son of Anton SV

K Dhiraj Srihari
0 0
LITTLETai: right-sizing llama.cpp for big.LITTLE phones
LITTLETai: right-sizing llama.cpp for big.LITTLE phones

llama.cpp defaults to every core on Android - the worst choice on big.LITTLE. LITTLETai reads your CPU layout and picks the right flags. 2.2-11x faster decode, up to 11x less energy. No patch.

Mohammad Kamrul Hasan
0 0
CortexVision
CortexVision

CortexVision: Intelligent edge vision, powered by Arm.

Abraham Musa Betara
1 0
anime companion
anime companion

On-device relational AI infrastructure—enabling everyone to have an AI companion that truly understands them, is always by their side, and is theirs to fully own.

mask mask Yrd980 Octal Gemini
3 1

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