Izgradili smo AI drugačije

The path nobody expected us to take

When we started building Dweve, everyone told us the playbook: use transformers, buy more GPUs, scale like crazy. That's what all the research said, that's where the funding went, that's what everyone was doing.

We looked at what businesses actually needed and realized the math didn't add up.

Companies wanted AI they could control. Governments needed systems they could audit. Hospitals required absolute guarantees about patient data never leaving their infrastructure. Financial institutions needed to explain every single decision to regulators without handwaving.

And everyone, absolutely everyone, was tired of surprise bills when their API usage spiked.

So we built something different

Not because we're contrarian. Not because we think everyone else is wrong. But because the problems we wanted to solve needed a different approach.

We built a hybrid intelligence system that combines binary-constraint learning with hierarchical domain-specialist architectures. Instead of one massive neural network trying to know everything, we have 456 domain specialists who each know their domain inside out. Think of it like a team of specialized doctors: a cardiologist for heart issues, a neurologist for brain scans, and a general practitioner to coordinate care. Each domain specialist knows their domain deeply, and they work together through proven protocols. That's how Loom works, except with 456 domain specialists covering everything from mathematics to marketing.

The system learns continuously. Not through expensive retraining cycles requiring ML engineering teams, but through deployment. Every interaction refines knowledge structures. Every query makes it smarter.

And here's the thing that actually matters: you can trace every decision back to its source. Every conclusion has a clear logical path. No black boxes, no "the model decided" handwaving, no crossing your fingers and hoping.

What this actually means for you

• For individuals: AI that respects your privacy by default. Your data never leaves your device unless you explicitly choose to share it. No surprise data breaches, no "we updated our terms" emails about what we're doing with your information. Free forever if you contribute spare compute, or €19/month premium.
• For SMBs and startups: Access Dweve through our Mesh API with token-based pricing: 1 token equals 1 complete word, not subtokens. Predictable costs that scale with your actual usage. Qualify for our startup program and get up to 90% discount. You can also deploy on-premise for complete control. Compare that to cloud API costs where a moderate-scale application easily hits €50K-150K/year with unpredictable scaling. No vendor lock-in, no surprise bills.
• For enterprises: Multi-site deployment with source code access available at the highest tiers. Custom expert development, joint research programs, dedicated support teams. Compliance isn't an afterthought. GDPR, NIS2, DORA, the EU AI Act: we built for these from day one. When regulators ask why your AI made that decision, you have answers. Not approximations through attention weights, actual deterministic reasoning traces.
• For governments and critical infrastructure: Air-gapped sovereign deployment with technology transfer programs. Zero external dependencies, no phone-home features, complete institutional security certification. Deploy it completely isolated if your threat model requires it. Research institutions can qualify for up to 100% discount by contributing compute to the Mesh network. National AI independence, not vendor dependency.

The technology stack we built

We're not building just one product. We built an ecosystem of seven systems that work together:

• Dweve Core je diskretni / niskobitni AI okvir koji sve pokreće na standardnom hardveru umjesto na skupim GPU-ovima. 1.930 algoritama s više od 400.000 implementacija optimiziranih za hardver. Zato ostvarujemo 96% manju potrošnju energije. Saznajte više o Coreu →
• Dweve Nexus orkestrira inteligentne agente koji stvarno surađuju. 31 način razumijevanja vaših podataka, 8 različitih načina zaključivanja, 6 razina sigurnosti i potpuna objašnjivost. Agenti koji se koordiniraju u milisekundama i pokazuju vam točno kako su došli do zaključaka. Saznajte više o Nexusu →
• Dweve Loom naš je model zaključivanja specijaliziran za 456 domena. Umjesto jednog AI-ja koji pokušava znati sve, imamo specijaliste: specijaliste za medicinske domene, pravne analitičare, programere, pisce. Surađuju kroz determinističku logiku koju doista možete pratiti i provjeriti. Saznajte više o Loomu →
• Dweve Mesh pretvara neiskorištena europska računala u AI infrastrukturu. Vaše prijenosno računalo koje noću stoji neiskorišteno? Može pomoći u pokretanju AI-ja dok spavate i zaraditi vam kredite. Europski hardver, europska kontrola, 96% manje energije od tradicionalnih podatkovnih centara. Saznajte više o Meshu →
• Dweve Spindle osigurava da su vaši podaci za treniranje AI-ja doista pouzdani. Proces provjere u 7 faza s 32 specijalista koji provjeravaju kvalitetu, otkrivaju pristranost i potvrđuju usklađenost. Jer loši podaci stvaraju loš AI, bez obzira na to koliko je vaš model napredan. Saznajte više o Spindleu →
• Dweve Fabric mjesto je gdje komunicirate sa svime: razgovarajte s više stručnjaka, aktivirajte tijekove rada, upravljajte bazama znanja. Donesite vlastite API ključeve za ChatGPT, Claude, Gemini ili više od 100 drugih modela. Jedno sučelje koje sve orkestrira. Saznajte više o Fabricu →
• Dweve Aura upravlja autonomnim razvojem. Sustav koji se sam gradi i poboljšava. Kontinuirano učenje i optimizacija bez stalnog ljudskog nadzora. Saznajte više o Auri →

A ta energetska učinkovitost pretvara se u stvarni utjecaj na okoliš. Manje elektroničkog otpada od stalnih nadogradnji hardvera. Smanjen ugljični otisak od potrošnje energije. Manje rasipanja vode od hlađenja podatkovnih centara. Manje materijala, zemljišta i radnika preusmjerenih sa stanovanja za izgradnju ogromnih podatkovnih centara. To nisu apstrakcije. To su stvarna smanjenja otpada koja proizlaze iz odabira drugačijih arhitektonskih temelja.

Generativni AI koji stvarno radi

Razgovarajmo o kreativnoj generaciji, jer tu naš hibridni pristup zaista dolazi do izražaja.

Tradicionalni generativni AI ima temeljne probleme: samouvjereno halucinira činjenice, zaboravlja kontekst i proturječi sam sebi te ga je teško precizno usmjeravati. Svi jednostavno prihvaćaju ta ograničenja kao cijenu poslovanja.

Mi to nismo prihvatili.

Dweve Loom rješava te probleme generacijom temeljenom na ograničenjima. Kada Loom generira kreativni sadržaj, to nije samo prepoznavanje obrazaca. To je zaključivanje s domenama specijalistima koji provjeravaju svaku tvrdnju, održavaju narativnu dosljednost i osiguravaju logičku koherentnost.

Pišete tehnički članak? Specijalist za kriptografiju osigurava tehničku točnost, dok specijalist za akademsko pisanje održava pravilnu strukturu i citiranje. Stvarate marketinški tekst? Specijalist za poslovnu komunikaciju postavlja ton, dok Provjeravač činjenica validira svaku tvrdnju. Generirate kod? Sigurnosni revizor osigurava da je siguran po dizajnu, dok jezični optimizator čini ga idiomatskim.

Koristimo neuronske mreže za kreativnu fluentnost i sustave ograničenja za činjeničnu točnost. Rezultat: AI koji piše poput pjesnika, ali provjerava činjenice poput knjižničara. Kombinacija vam daje sadržaj koji je i kreativan i pouzdan.

Jesmo li uvijek apsolutno najbolji u čistoj neuronskoj generaciji? Još ne. Radimo na tome da naše neuronske komponente budu još snažnije. Ali evo što mi možemo, a drugi ne mogu: generirati sadržaj kojem zaista možete vjerovati za poslovno kritične aplikacije. Generirati kod koji je spreman za produkciju, a ne samo funkcionalno ispravan. Generirati izvještaje koje će regulatori prihvatiti jer je svaka činjenica provjerena i sljediva.

What you actually get

Depends on who you are. We built different options for different needs:

• For individuals: €19/month gets you chat with 456 domain specialists, agents that execute tasks, workflows, knowledge bases, and Dweve Aura for autonomous development (including CLI access). Or better: join the waitlist, contribute your spare compute to the Mesh, and your subscription becomes free plus you get Aura free, for as long as you keep contributing. Compare that to ChatGPT Plus (€20/month limited to chat), Claude Pro (€20/month limited features), where you're paying for restricted access. You get the full platform with complete privacy and explainability.
• For SMBs and startups: Access the complete platform through our Mesh API with transparent token pricing. Qualify for our startup program (up to 90% discount for rapid growth). On-premise deployment is also available for organizations needing complete infrastructure control. Compare that to cloud API costs where a moderate-scale application easily hits €50K-150K/year with unpredictable scaling. You get the complete seven-product platform: your own Loom model, Nexus orchestration, Spindle data governance, Fabric interface. Predictable costs, no vendor lock-in.
• For enterprises: Multi-site deployment with source code access at higher tiers. Custom expert development, joint research programs, dedicated support. Deploy air-gapped if needed. Compare that to cloud enterprise contracts costing hundreds of thousands annually with data sovereignty concerns, or building in-house requiring millions in infrastructure and ML talent. You get complete control, full explainability for regulators, and costs that scale with your sites, not your usage.
• For governments and research institutions: Air-gapped sovereign deployment. Technology transfer programs. Zero external dependencies. Research institutions can qualify for our academic research program: up to 100% discount based on contributing compute to the Mesh network. Compare that to relying on foreign cloud providers with security concerns and no control, or impossibly expensive in-house builds. You get national AI independence with complete data sovereignty.

O toj listi čekanja

Evo stvarne situacije: naša tehnologija i svih sedam Dweve proizvoda spremni su. Trenutačno se implementiraju kod poslovnih i državnih klijenata.

Javna lista čekanja postoji kako bismo kontrolirano skalirali našu globalnu Dweve Mesh infrastrukturu. Želimo osigurati da svi dobiju visokokvalitetno i visokoučinkovito iskustvo kada otvorimo javni pristup. Nećemo žuriti i ugroziti ono što čini sustav funkcionalnim.

Pogodnosti liste čekanja su stvarne:

• Standardna pogodnost: Pridružite se listi čekanja, pretplatite se na bilo koji plaćeni plan ili licencu unutar 3 mjeseca od javnog lansiranja i ostvarite 15% doživotnog popusta. Zauvijek.
• Pogodnost za napredne korisnike: Pridružite se listi čekanja, pretplatite se na potrošački plan, aktivno posvećujete slobodnu računalnu snagu našoj Mesh mreži i vaša pretplata postaje besplatna. Uz to dobivate Dweve Aura besplatno. Sve dok doprinosite računalnom snagom. Ako prestanete doprinositi, pristup se suspendira. Pratimo doprinose, pa je sve transparentno.

Ovo nije marketinško pretjerivanje. Ovako gradimo održivu distribuiranu infrastrukturu koja koristi svima.

Što stvarno obećavamo

Ne umjetna opća inteligencija. Ne magija. Ne rješenja za svaki zamislivi AI problem. Bez crnih kutija. Bez iznenađujućih računa. Bez odljeva podataka. Bez nade da je model pogodio. Samo deterministički, objašnjiv AI koji radi onako kako bi poslovni softver trebao raditi.

Gradimo sustave koji vam daju kontrolu, objašnjivost i privatnost. Sustave koje možete revidirati kada regulatori postave pitanja. Sustave koje možete pokretati bez slanja svojih podataka drugamo. Sustave koji kontinuirano uče iz upotrebe bez potrebe za skupim ciklusima ponovnog treniranja.

Systems that generate trustworthy content for business-critical applications. Systems that combine creative capability with logical consistency. Systems where you can understand and verify every decision.

If you need to explain to regulators why your AI made a specific decision, we can help. If you need to process sensitive data without it leaving your infrastructure, we can help. If you want generative AI that doesn't hallucinate facts in business documents, we can help. If you want to use multiple LLMs without vendor lock-in while maintaining privacy across all of them, we can help.

Why we built this

Because we think AI should be something you control, not something that controls you through opaque decision-making and unpredictable costs.

Because we think European values around privacy, transparency, and individual rights should be built into the architecture from day one, not bolted on later when regulators force the issue.

Because we think organizations should be able to understand and explain their AI systems to regulators, customers, and themselves, not just trust them blindly and hope nothing goes wrong.

Because we think generative AI should be trustworthy enough for business-critical applications, not just impressive demos that fall apart under scrutiny.

And because we looked at the current state of AI deployment: the vendor lock-in, the privacy concerns, the explainability problems, the hallucination issues, the energy consumption, the unpredictable costs. We thought there has to be a better way to do this.

So we built that better way. The technology is ready. The products are currently being deployed with enterprise and government clients. The final scaling work for public infrastructure is happening now. And when we open public access, you'll get AI infrastructure that actually respects privacy, provides real explainability, generates trustworthy content, and gives you genuine control.

We built AI different. Come see why it matters.