.NET • Azure • Microservices • AI/RAG • Enterprise delivery

I am a Senior .NET Developer who supports IT processes with AI-ready engineering.

I support IT organizations with senior .NET engineering, Azure architecture, modernization, CI/CD, microservices and practical AI/RAG implementation. My role is to strengthen software delivery processes, reduce technical friction and turn complex systems into measurable business value.

Senior .NET
developer supporting IT processes
25+
years in enterprise engineering
AI/RAG
LLM features, vector search, embeddings
.NET + Azure
architecture and hands-on delivery
www.manatworkhq.com
Adam Zychma
AI + Architecture + Delivery
From AI prototypes to maintainable, production-grade enterprise systems.

RAG, vector search and LLMs are valuable only when connected to solid software engineering, security, observability and business workflows.

Selected clients and organizations

Enterprise, banking, public sector, retail, cloud and regulated environments.

Logos are shown as professional context for organizations and brands connected with my delivery history.

IPG Mediabrands logo
IPG Mediabrands
Media & marketing
Omnicom Group logo
Omnicom Group
Media & marketing
C5 Alliance logo
C5 Alliance
Technology services
Sygnisoft logo
Sygnisoft
Software
RTV EURO AGD logo
RTV EURO AGD
Retail
TMT Investments logo
TMT Investments
Investment
Totalizator Sportowy logo
Totalizator Sportowy
Regulated gaming
PWPW logo
PWPW
Public sector
mLeasing logo
mLeasing
Finance
HP logo
HP
Enterprise IT
TARR logo
TARR
Cloud services
ARiMR logo
ARiMR
Public sector
WestLB logo
WestLB
Banking
Bank Pekao logo
Bank Pekao
Banking
ING logo
ING
Banking
T-Systems logo
T-Systems
Enterprise IT
STRABAG logo
STRABAG
Construction
Grupa Azoty logo
Grupa Azoty
Industry
P&G logo
P&G
Consumer goods
PSE logo
PSE
Energy

Why me

Senior engineering for companies that need less noise and more execution.

I position AI as part of serious software delivery: clear architecture, reliable integrations, secure data flows, measurable value and maintainability after the demo is finished.

Hands-on senior .NET developer who can still design architecture, lead delivery and review code.

AI experience grounded in real projects: RAG, embeddings, vector databases, Semantic Kernel and LLM orchestration.

Strong enterprise background across finance, public sector, regulated gaming, e-commerce and cloud platforms.

Business-oriented engineering: useful features, reliable systems, maintainable code and production value.

AI in real projects

Practical AI/RAG capability built on strong engineering fundamentals.

I use AI to support real IT processes: software engineering, knowledge retrieval, proposal preparation, code understanding, documentation, testing, modernization and faster delivery of maintainable .NET and Azure systems.

RAG over SharePoint and internal wiki knowledge sources

Vector search with ChromaDB, Pinecone, Qdrant and vector indexes

Semantic retrieval, context grounding and embeddings

LLM orchestration with OpenAI, Azure OpenAI and Semantic Kernel

AI-assisted refactoring, migrations, tests, documentation and code review

Prompt engineering, prototyping and debugging acceleration

AI-supported development areas

AI strengthens the daily IT delivery process — from understanding code to shipping safer changes.

I treat AI as a productivity and quality layer for senior engineering teams. It accelerates repetitive work, improves feedback loops and supports developers without replacing architectural judgment, domain understanding or responsibility for production quality.

Boilerplate and small code fragments

AI helps remove repetitive implementation work, generate predictable code fragments and keep senior developers focused on architecture, design decisions and business logic.

Refactoring and migrations

AI supports modernization of legacy .NET code, API changes, framework upgrades and safer transformation of existing solutions into cleaner, more maintainable structures.

Test generation

AI accelerates unit, integration and regression test creation, helping teams increase coverage and validate behavior during refactoring, migrations and feature delivery.

Technical documentation

AI helps produce and maintain documentation for APIs, architecture, modules, decision records, onboarding materials and implementation notes.

Debugging and error explanation

AI shortens diagnosis time by explaining exceptions, logs, stack traces and unexpected behavior, especially in distributed, cloud-based and integration-heavy systems.

AI-assisted code review

AI can support reviews by highlighting risks, inconsistencies, missing tests, security concerns and maintainability issues before code reaches production.

Existing code understanding

AI helps teams understand large codebases faster by summarizing modules, dependencies, business rules and integration points in legacy and enterprise systems.

Prototyping

AI speeds up proof-of-concepts, spikes and option analysis, allowing teams to validate ideas before committing to full-scale implementation.

What I deliver

Architecture, engineering, modernization and AI delivered as one coherent capability.

AI/RAG implementation

I design and implement retrieval-augmented generation flows with embeddings, vector databases, semantic search, LLM orchestration, grounding and integration with existing enterprise knowledge sources.

.NET and Azure architecture

I build production-ready platforms on Microsoft technologies: Azure infrastructure, backend services, APIs, CI/CD pipelines, event-driven flows and microservice-based systems.

Legacy modernization

I help teams reduce technical debt, modernize older .NET systems, improve CI/CD, increase maintainability and create a safer path from legacy platforms to modern delivery models.

Technical leadership

I combine architecture, hands-on coding, team leadership, code review, technical consulting and client-facing communication to move complex initiatives from idea to delivery.

Project proof

Recent and selected projects where AI, architecture and delivery meet.

2025 – 2026MediaBrands / Omnicom

Azure, .NET, Angular and AI/RAG solution delivery

Senior Software Developer .NET

Delivery of cloud-based solutions with .NET, Angular and Azure. The work includes software engineering, CI/CD with Azure DevOps, Azure architecture, microservices, event-driven design and AI/RAG features using vector databases and LLMs.

Azure.NETAngularAzure DevOpsRAGLLMs
2024 – 2025C5 Alliance Group

Cloud architecture, microservices and AI-assisted delivery

Senior Software Developer .NET

Implementation of Azure-based .NET and Angular solutions with microservices, CI/CD improvements, architecture design and practical AI-assisted development for prototyping, tests, documentation, debugging and code review.

MicroservicesCI/CDAzure CloudEDDAI-assisted development
2021 – 2024ITMagination / NFG

RAG document indexing and enterprise knowledge retrieval

Tech Lead / Senior Software Developer .NET/C#

Designed and implemented a RAG-based document indexing system for corporate SharePoint and internal wiki knowledge sources, supporting proposal creation from customer requirements with semantic retrieval, embeddings, vector search and LLM grounding.

RAGSharePointEmbeddingsVector searchSemantic KernelOpenAI
2014 – 2015Hewlett-Packard / Enterprise Services

Big Data, text mining and information management

IT Systems Architect

Consulting and technical leadership around Big Data, text mining and information processing using Autonomy IDOL and related enterprise information management technologies.

Big DataText MiningAutonomy IDOLInformation Management

Experience

A career built across critical systems, enterprise customers and complex integrations.

From .NET development and technical leadership to architecture, consulting, cloud computing, Big Data, public-sector systems and modern AI/RAG implementation.

Industries
Finance and bankingRegulated gamingPublic sectorEnterprise softwareCloud platformsE-commerceKnowledge managementMarketing technology
2025 – 2026

Senior Software Developer .NET

MediaBrands / Omnicom

Azure, .NET and Angular solution delivery with CI/CD, microservices, Azure architecture and AI/RAG features based on vector databases and LLMs.

2024 – 2025

Senior Software Developer .NET

C5 Alliance Group

Cloud solution delivery, Azure DevOps, event-driven design, microservices and AI-assisted engineering for refactoring, tests, documentation and prototyping.

2021 – 2024

Tech Lead / Senior Software Developer .NET/C#

ITMagination / NFG

Technology debt reduction, legacy modernization, CI/CD improvement, R&D and a RAG-based document indexing system for corporate knowledge sources.

2021

Software Engineering Consultant / .NET Developer / Team Lead

Sygnisoft SA / Euro AGD SA

Software engineering consulting, Microsoft Stack development, technology consulting, team leadership, DDD, EDD and microservices.

2020 – 2021

Project Architect / .NET, C# and Angular Developer

TMT Investments / BestBet24

Microsoft Azure architecture, software engineering consulting, infrastructure setup, SEON anti-fraud integration and online bookmaking service launch support.

2019 – 2020

Project Architect / Development Team Leader .NET/C#

Totalizator Sportowy

Azure-based architecture, .NET and Angular team leadership, code review, microservices for integration, customer data and compliance-oriented systems.

2017 – 2018

Tech Leader / System Architect

PWPW S.A.

High-performance transactional system architecture with payments, encryption, indexing, GDPR and OWASP considerations.

2000 – 2017

Architect / Technical Leader / Consultant / Developer / Project Manager

HP, T-Systems, Winuel, Internet Designer

Enterprise and public-sector systems, banking platforms, cloud computing, Big Data, information management, SAP Portal solutions, e-commerce and international delivery.

Tech stack

Microsoft stack, cloud platforms, integration, data and AI engineering.

I use technologies that support long-term product quality: solid backend foundations, messaging, databases, CI/CD, observability-ready architecture and pragmatic AI adoption.

.NET
C#
ASP.NET Core
.NET Framework
Azure
Azure DevOps
Angular
Microservices
Event-Driven Design
DDD
EDD
Kafka
RabbitMQ
nServiceBus
SQL Server
MongoDB
Redis
NoSQL
Docker
nHibernate
Entity Framework
Dapper
OpenAI
Azure OpenAI
Semantic Kernel
RAG
Embeddings
Vector Databases
ChromaDB
Pinecone
Qdrant
Hugging Face
Llama
Mistral
Claude
Gemini
Text Mining
Autonomy IDOL
Python
Java
SAP Portal
C++

Education

Academic foundation in IT and Software Engineering.

My senior .NET, Azure and AI delivery experience is built on a formal technical education in software engineering and more than two decades of enterprise implementation work.

1995 – 2000

Politechnika Wrocławska

Wrocław University of Science and Technology

IT Faculty — Software Engineering. Completed studies in IT and software engineering, graduated with honors.

IT FacultySoftware Engineering1995–2000Graduated with honors

Let’s talk

Looking for a senior .NET / Azure engineer who understands AI beyond demos?

I can support architecture, delivery, modernization, RAG implementation, AI-assisted development workflows and technical leadership for enterprise-grade software initiatives.