Understand the operation
Find the friction and constraints in the real work.
Workflow & business systems
Operational complexity shouldn't stay complicated.
I identify friction, map the workflow, and build practical systems that make operations easier to run.
PROBLEMโWORKFLOWโSYSTEMโEVIDENCE
Turn operational friction into working evidence.
Manual work, disconnected tools and reporting gaps are treated as system problems โ mapped, designed, implemented and verified.
OBJECTIVE // Reduce ambiguity, repeated admin and hidden operational risk.
PROBLEMโWORKFLOWโSYSTEMโEVIDENCE
SYSTEMONLINE OPEN LIVE AI DOSSIER โ
LIVE SYSTEM
FactoryMind โ multilingual RAG knowledge system7 manuals ยท 666 pages ยท grounded answers ยท inspectable source excerpts
Open public demo โ01 / MY APPROACH
I work at the intersection of operations, system design and implementation.
Design the workflow
Define how information and actions should move.
Build & validate the system
Implement, test and iterate around real use.
02 / Operational friction
When the work is connected, but the tools are not.
The strongest automation opportunities usually appear where information stops moving cleanly between people, files and systems.
Manual handoffs
Important work depends on copying, chasing and remembering.
Signal: repeated touchpointsDisconnected systems
Teams re-enter the same data because services do not communicate.
Signal: duplicate recordsUnstructured documents
Emails, PDFs and spreadsheets hide information needed for decisions.
Signal: slow reviewReporting bottlenecks
Reports take too long to prepare and are difficult to trust.
Signal: delayed visibility03 / What I build
A focused set of systems for operational work.
The technology changes with the problem. The standard stays the same: clear requirements, sensible architecture and reliable delivery.
Workflow Automation & Internal Tools
Replace repetitive operational steps with a system built around the way the team works.
- Admin and operations tools
- Approval and review flows
- Report generation
- Validation and audit trails
AI Document & Data Workflows
Use AI where interpretation helps, with structured validation and human review where accuracy matters.
- Document extraction
- Classification and routing
- Data enrichment
- Human-in-the-loop review
API & Multi-Service Integration
Connect services and data sources without turning failures, duplicates or retries into operational risk.
- REST APIs and webhooks
- Data synchronization
- Backend services
- Failure and retry handling
04 / Selected evidence
Work presented as systems, not snippets.
Live production case / RAG knowledge systemPublic demo online
FactoryMind โ Multilingual RAG Knowledge System
A production knowledge interface that retrieves across a real 666-page training corpus, answers in the userโs language and exposes the exact evidence excerpt behind each answer.
Corpus7 manuals / 666 pages
RetrievalCross-manual / multilingual
EvidencePage-level citations
ProductionDocker / PostgreSQL / pgvector
Real case study / Industrial operations
Industrial Operations Automation System
A Laravel-based internal system that structures connected workflows across daily operations, invoices, purchases, debts, checks, expenses, employees, financial accounts and reporting.
OperationsDaily activity
CommercialSales & purchases
FinanceDebts & checks
ControlReports & accounts
Supporting implementationSupporting implementation
Excel / CSV Reporting Automation
A repeatable data pipeline that validates input, cleans records and produces structured business-ready workbook summaries.
View on GitHubSupporting implementationSupporting implementation
CSV Data Cleaner & Validator
A defensive preprocessing workflow for normalizing fields, removing duplicates, checking requirements and reporting unresolved data issues.
View on GitHub05 / End-to-end delivery
One owner for the route from question to working system.
Discover
Clarify the operation, users, inputs, decisions and desired outcome.
Design
Turn requirements and constraints into a practical system plan.
Build & connect
Implement the workflow, integrations, backend and review points.
Verify & deliver
Test normal and failure paths, document the system and prepare handover.
06 / Reliability by design
Automation should reduce operational riskโnot hide it.
Validation
Reject incomplete or malformed input before it contaminates the workflow.
Retries with limits
Recover from temporary API failures without creating an endless loop.
Duplicate prevention
Use identifiers and idempotent operations so the same event is not processed twice.
Human review
Keep a deliberate approval step where context, risk or ambiguity requires judgment.
Start a project
Have a workflow that keeps getting tangled?
Describe the current process, the tools involved and the result you need. I will review the fit and identify the next useful step.
Good starting pointA repeated, costly or error-prone workflow
Helpful materialSample files, screenshots or API documentation