● PORTFOLIO / 2026

N 49.006884
E 08.403653

Hamza Aamer

(01)

Research Assistant at KIT working on GPU resource management for LLM inference and on-device ML for wearables. Previously: synthetic data engines, multi-agent frameworks and computer-vision systems in production.

6YRS

Shipping AI

99.5%

DNA Fidelity

10M+

Rows Synthesized

2LABS

KIT Research

SCROLL TO ENTER

§ 01 — MANIFESTO

The real magic happens at the boundaries — where research meets reality,

where software meets silicon, where human intent meets machine capability.

I build systems that survive contact with production.

(A) FIXATIONS

Agentic AI frameworks
CUDA optimization
Genetic prompt engineering
3D neural reconstruction
Synthetic data at scale

(B) STACK

AI / ML

PythonPyTorch TensorFlowYOLOv8 Open3D

Systems / Edge

eBPFCUDA NVMLLinux Kernel ExecuTorch

Data

PySparkPostgreSQL Apache SparkMySQL

Web / Infra

FastAPIReact DockerGitHub Actions

Agents

CrewAILangChain ELIZAPhidata

STATUSResearching

ROLEResearch Assistant (HiWi) ×2

ATKIT — CES/ITEC & TECO

STUDYINGMS CS, Human-centred MI · KIT

OPEN TOResearch collabs, advisory

§ 02 — AFFILIATIONS

★Adept Tech Solutionssynthetic data compliance

★Antematteragentic ai solutions

★DataInsightml research laboratory

★Afinitienterprise software

★Nedge Computingedge acceleration

★Karlsruhe Institute of Technologyms computer science

§ 03 — SELECTED WORK

Three systems in production,
spanning synthesis, perception and agency.

DRAG OR SCROLL → →

(01 / 03)

ENTERPRISE · 2025—2026

Ascend. a data engine with DNA.

Built at Adept Tech Solutions — a modular data-engineering framework with proprietary DNA Signature Technology spanning flat-file and relational database synthesis. Terabyte-scale datasets compressed to portable statistical fingerprints — reconstructed with 99.5% fidelity.

FIDELITY

99.5%

SCALE

10M+

SPEED

10×

PySparkPostgreSQL Apache SparkPython

FIG.01

DNA SIGNATURE

φ0.995

σ²0.002

H7.42 bit

DIM512 → 64

10⁹+ROWS

99.5%FIDEL

×127COMP

<30sREBLD

X: 0.0000 → 1.0000 TRACE · ACTIVE ●

(02 / 03)

COMPUTER VISION · 2024—2025

Artisan. roofs read from the sky.

Satellite imagery fused with LiDAR point clouds. YOLOv8 detection, Open3D reconstruction, multi-stage geometric algorithms that classify ridges, hips, valleys and rakes with contractor-grade tolerance.

ACCURACY

95%

TOLERANCE

±2%

RUNTIME

<1MIN

YOLOv8Open3D LiDARQGIS

FIG.02

AERIAL DECOMPOSITION

θ22.5°

PITCH5:12

AREA2,340 ft²

EDGES14

0.942IoU

0.956mAP

0.93REC

38FPS

LAT 40.712° LON −74.006° ORTHO · 4096 × 4096

(03 / 03)

MULTI-AGENT · 2024—2025

Ant-AI. prompts that evolve themselves.

A genetic multi-agent framework built on CrewAI. Synthesis, QA, mutation and crossover agents collaborate through evolutionary loops — reducing prompt ambiguity 70% for low-parameter LLMs, fully autonomously.

AMBIGUITY

−70%

AUTOMATION

100%

AGENTS

NDYNAMIC

CrewAILangChain Genetic AlgosStreamlit

FIG.03

AGENT SWARM

N14

EDGES38

GEN127

FIT0.87

−70%AMBIG

0.143LOSS

4.2 sμ

4ROLES

EPOCH 127 / 500 MUTATE · CROSSOVER · QA

( END OF SELECTED WORK )

More is in flight.
Let's build something next.

Start a conversation

§ 04 — TIMELINE

Six years
of shipping intelligence.

2026 — PRES.

Research Assistant (HiWi)

CHAIR FOR EMBEDDED SYSTEMS (CES/ITEC), KIT

Research on ML-driven GPU resource management for LLM inference, extending the gpu_ext eBPF/struct_ops framework to expose scheduling, memory and frequency control on real hardware. Designed a channel-disable scheduling policy separating latency-critical from best-effort workloads (up to 15× latency improvement). Reproduced kernel-level DVFS results and characterised GPU frequency-switching cost via NVML.

eBPFCUDA NVMLLinux Kernel GPU Scheduling

2026 — PRES.

Research Assistant (HiWi)

TECO — PERVASIVE COMPUTING SYSTEMS, KIT

Full-stack development on edge-ml, a microservice platform for training and deploying ML models on wearable and IoT sensor time-series. Implemented on-device model export via Google ExecuTorch, compiling PyTorch classifiers with preprocessing into .pte artifacts for mobile and embedded targets. Built the platform's multi-architecture CI/CD pipeline.

FastAPIPyTorch ExecuTorchReact Docker

2025 — 2026

Data Science Team Lead

ADEPT TECH SOLUTIONS

Spearheaded advanced data synthesis & analysis systems. Engineered proprietary DNA Signature Technology with 99.5% fidelity. Led production-ready CLI tooling with distributed Spark optimization.

PySparkDNA Signatures Computer VisionOpen3D

2024 — 2025

AI Engineer

ANTEMATTER

Built multi-agent frameworks across CrewAI, LangChain, ELIZA, Phidata — boosting company outreach 10×. Authored Ant-AI, a genetic multi-agent prompt-optimization framework.

CrewAILangChain ELIZAGenetic Algos

2023 — 2023