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SOF // SING

AI SYSTEMS ENGINEER

LLM Engineering · Autonomous Agents · Backend Systems · AI Infrastructure · Cybersecurity


   



AI SYSTEMS / AGENTS / INFRASTRUCTURE / SECURITY



ENGINEERING INTELLIGENT SYSTEMS

I design and build software at the intersection of Artificial Intelligence, LLMs, autonomous agents, backend engineering, infrastructure and cybersecurity.

My work is focused on turning AI capabilities into real operational systems — systems that can reason over context, interact with tools, execute tasks, maintain state, validate results and recover from failure.

I approach AI as an engineering problem:

model → architecture → execution → verification → reliability

WHAT I DO


🧠

AI / LLM

LLM Systems
Inference
RAG
Evaluation
Context Engineering

🤖

AGENTS

Tool Use
Planning
Memory
Orchestration
Autonomous Execution

⚙️

ENGINEERING

Python
FastAPI
AsyncIO
APIs
Linux
Databases

🛡️

SECURITY

Application Security
Network Security
Pentesting
Red Teaming
AI Security

MY ENGINEERING STACK




HOW I BUILD AI


01

UNDERSTAND
Context & Intent		 → 02

REASON
Planning & Decisions		 → 03

ACT
Tools & Execution		 → 04

VERIFY
Testing & Validation		 → 05

RECOVER
Failure Handling

CURRENTLY BUILDING TOWARD


AUTONOMOUS CODING
AI systems that understand repositories, modify code, execute tools and validate their own work.


AGENT INFRASTRUCTURE
Memory, context management, tool systems, orchestration and persistent execution.


LOCAL AI
LLM inference, model infrastructure and AI-powered development environments.


AI RELIABILITY
Evaluation, verification, failure analysis and recovery.


AI SECURITY
Security architecture for systems where intelligent models can access tools and infrastructure.

THE DIFFERENCE


MODEL

Intelligence

SYSTEM

Intelligence + Tools + Execution

PRODUCTION

System + Reliability + Security

I build the layer between the model and production.

HUGGING FACE


This profile is my workspace for exploring and building around modern AI:

MODELS · AGENTS · INFERENCE · EVALUATION · AUTOMATION · AI INFRASTRUCTURE




SOF // SING

AI SYSTEMS ENGINEER

BUILD · TEST · BREAK · UNDERSTAND · REBUILD



PORTFOLIO   ·   GITHUB   ·   HUGGING FACE



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