Selected work
Three products, from the first workflows to the systems behind them. Designed and developed by Bytesicht.
Digital signage platform
Live product · Bytesicht product
A digital signage platform connecting screen management, content scheduling, and playback. Bytesicht built the browser application, backend, and screen player.
Shared rendering connects the editing preview to the player. Saved state and cached media give playback a defined recovery path.
Inside SignageWall
Assessment platform
Live product · Bytesicht product
An assessment platform for recruitment agencies and talent teams. Bytesicht built the company and candidate workflows, scoring, AI-supported explanations, and PDF reports.
Agency-scoped data, code-calculated scores, and background report processing keep distinct responsibilities explicit.
Inside CultureFitr
On-device AI app
Open-source app · Bytesicht product
An open-source app that finds a language model a computer or phone can run, sets it up, and lets people chat with it on the device. Bytesicht built the interface, the Rust engine, and releases for five platforms.
Fit is estimated before the download and speed is measured after it. A signed model list and verified files keep downloads trustworthy.
Inside opnlocal
Selected systems from Milan's professional engineering experience, spanning workflow automation, knowledge tools, and existing-platform modernization.
Software for validating structured records, reviewing corrections, and producing consistent exports.
Configurable rules drive validation, while calculations and corrections remain deterministic. Review workflows connect identified issues to controlled changes and structured exports. AI assists with proposing rules and reviewing text, with suggestions checked against supported structures before entering the workflow.
Engineering focus Rules engines, controlled corrections, bounded AI assistance.
A document ingestion and search system that connects AI-assisted answers to retrieved source material.
A staged ingestion pipeline turns documents into searchable content, with checkpoints and recovery handling for interrupted processing. Retrieval supplies evidence to the answering workflow, and citation handling binds source references to material actually retrieved. Limits on model execution and conversation context keep AI processing bounded.
Engineering focus Document ingestion, search, evidence handling, recoverable AI workflows.
Modernization of an existing business application, connecting updated interfaces, document review, and integrated processing workflows.
Modern frontend functionality works alongside established backend services and data models. Asynchronous document processing feeds a human review workflow, with explicit states for completed, partial, and failed processing. Transactional submission logic coordinates reviewed records with workflow state to address concurrent updates and repeated submissions.
Engineering focus Application modernization, document review, system integration, processing reliability.
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