
Bencium Loop
A provider-independent work harness that lives in your own project, keeping its plan, proof, decisions, and memory portable across tools and vendors.
View case study →Real products and focused experiments across agentic tools, healthcare, publishing, public-interest technology, property, and creative work.
Products, skills, and guides that make delegated work easier to inspect, approve, and correct.

A provider-independent work harness that lives in your own project, keeping its plan, proof, decisions, and memory portable across tools and vendors.
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An always-available brand-building teammate for entrepreneurs, turning questions, documents, and visual ideas into clear next steps grounded in 25 years of brand expertise.
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An open collection of small, readable working methods for design, architecture, review, communication, compliance, and delivery.
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An interaction mock-up for a friendly browser-based agent, designed for people who do not use terminals or developer tools.
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A mobile copilot that helps field teams work with operational records held in established business systems.
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An anonymous hospitality review app that connects NFC and QR cards, guest review pages, staff attribution, dashboards, and reply decisions.
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A Hungarian teaching-assistant proof of concept for primary and secondary coding and computer-science teachers.
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A planned review-intelligence workspace that will turn large volumes of customer feedback into recurring themes, evidence-backed priorities, and clear actions for product and service teams.
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A Claude campaign-planning Skill for people who are outspent and outgunned, also portable to OpenCode, Cursor, Codex, and other compatible agent environments.
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A portable, read-only Skill that reviews supplied product evidence, flags EU AI Act provisions that may matter, and prepares focused questions without issuing a legal or compliance verdict.
View case study →Conversational and information tools built around clear limits, private records, source material, and professional judgement.

A clinic communications product designed to answer approved routine questions across web, phone, and messaging from one controlled knowledge layer.
View case study →A peer-reviewed psychosocial support assistant for cancer patients and families, with a separate prototype exploring access through local Indian languages.
View case study →An open-source, self-hostable wellbeing Q&A assistant for people working in technology, currently in development and coming soon.
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A set of education and content-processing tools for extracting Hungarian podcast transcripts, attaching metadata, and organising nutrition video material.
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A privacy-first lab-report organiser that turns PDFs, photos, and scans into a reviewable health timeline, with personal-data controls before anything is saved.
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A European-funded winning collaboration between Bencium and Greek and Spanish partners, developing a pharmacist-facing assistant grounded in official medicine documents.
View case study →Editorial and research systems that keep the source, uncertainty, and publication decision visible.

Hypeless translates jargon-heavy source material for a specific audience, then carries it through an editorial system and the world’s simplest social posting tool.
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An evidence-assessment dashboard for possible general-capability signals across public AI research, company material, and reporting.
View case study →An interactive index mapping automation vulnerability across 58 regions in five markets, bringing economic, property, public-sentiment, and trend information into one view.
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A weekly map of AI and automation exposure across US metro areas, UK regions, and EU NUTS2 regions, with confidence and source context attached to every score.
View case study →Small tools and source systems that make accessibility, public funding, and legal material easier to work with.
One case study covering two Chrome extensions: a 2024 selected-text simplifier and a 2026 local dark-pattern detector.
View case study →A 12-question quiz that helps a website, app, or software owner understand whether the European Accessibility Act may apply to them.
View case study →A small scheduled grant-discovery service across six regions, with deterministic scoring, deduplication, and emails only for new matches.
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A live German legal-search product and the supporting connector work that makes official German and UK legal material usable in careful, source-linked agent workflows.
View case study →Location and imagery products that turn the physical world into an ambient view or a reviewable dossier.

A full-screen ambient experience for a TV, projector, or ceiling, showing planes, helicopters, and satellites above the user as moving labelled dots.
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An address-to-property dossier that brings imagery, environmental data, local context, and an editable report into one bilingual workflow.
View case study →Early curation, generative art, creative-direction research, and interface experiments.

Born in 2021, AI Design Tools was one of the first collection of its kind globally, curating practical tools and ideas at the meeting point of design and artificial intelligence.
View case study →An interactive browser prototype for making abstract motion graphics from three visual templates: waves, vortex, and plasma.
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A generative artwork that turns search-trend data into a field of flowing particles and vortices.
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Open research into autonomous image and video prompting that aims to avoid the familiar, polished “AI look”.
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A local evolutionary HTML and CSS component experiment with a Rust and WebAssembly core. The public case remains unconfirmed.
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Ongoing UX research distilled from Friendly Agent, Conversation First Design, Relationship Design, and other agent-interface prototypes.
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