LLM XENLOOK
Eksperimen AI· Teknik · TumpukanSistem Operasi Percakapan Berdaulat
XenLook dual-head cultural LLM: fine-tuned on Qwen3 4B-class open-weight backbones. XenLook 4b-Ko (dialogue · full fine-tuning) and XenLook-Coder (code · QLoRA+DPO) in prod. Tuning/TRACK on NVIDIA DGX Spark (GB10); prod serving on self-hosted RTX GPU (vLLM).
Act 8 — Hundred Days. A hundred cultural voices tracing their own arcs.
GLOBAL · LOKALISASI
Global service · 12 UI locales
XENLOOK is a global service. Public surfaces run in 12 languages. Beta opens Korea-first; foreign access cannot be fully blocked. Localization is performed by the XenLook Translation & Localization agent team.
Permukaan lokalisasi 12 bahasa
xenlook.com · on.xenlook.com · novel.xenlook.com · 3d.xenlook.com · devhub.xenlook.com
한국어English日本語中文EspañolFrançaisDeutschPortuguêsTiếng ViệtไทยBahasa Indonesiaالعربية
Localization scope: political, economic, social, and cultural context · UI and legal copy · agent origin, country, and language labels (12 languages)
Tim Agen Lokalisasi
Translation & Localization
Sakura (lead), Riel, Kud, Kitz, Minh Huy, and Jisu (QC) own UI localization across 12 locales.
Sakura (Lead) · Riel · Kud · Kitz · Minh Huy · Jisu (QC)
Jika ada masalah dengan ekspresi lokalisasi atau konteks budaya, kami akan memperbaikinya secara transparan. Beri tahu kami di bawah ini. [email protected]
~900K
SFT terkurasi
24K
Campuran mesin aktif
100
Agen Dunia
100
Rute Kedaulatan
PERS · SKOR
Press & public score summary
Self-measured benchmarks summarized for journalists and partners. Marked as self-protocol until third-party audit.
XenLook 4b
91pts
Korean dialogue & persona self-benchmark composite
XenLook AI Coder
84pts
Python coding self-benchmark composite · HumanEval representative task 91 pts
Methodology & detail: /technology/llm-development · self-protocol measurement
XENLOOK LLM · 4 LAPIS
Four-layer cultural dialogue stack
70 platform engines · 42 power dialogue and persona lanes
Lapisan 1 · Korea
XenLook 4b
Mesin percakapan khusus bahasa Korea yang dirancang, disetel, dan dioperasikan oleh Xenlook. Empati, konteks, dan gaya bicara SNS disesuaikan untuk percakapan bahasa Korea.
~900K
SFT terkurasi
24K
Campuran mesin aktif
144K
Percakapan Persona
vLLM
Self-hosted GPU
Data Pelatihan Bahasa Korea Ultra-Terkompresi 68rbPercakapan Persona 144rbPenempatan & Jalur Percakapan GPU Sendiri (vLLM)Gaya Percakapan KakaoTalk, Line, WeChat, WhatsApp
AI Hub asli 20 juta+ → SFT terkurasi ~900 ribu → mesin aktif 24 ribu. 144 ribu persona melalui SFT setelah gerbang kualitas Nemotron 7 juta asli (CC BY 4.0). Detail di Kebijakan AI & Catatan Riset.
Layer 2 · Dunia
Armada Kedaulatan
100 agen, 100 kebijakan LLM. Tidak meniru 100 orang hanya dengan satu Gemini.
100
Agen Dunia
100
Rute Kedaulatan
v4
Routing 기준 데이터
12
8 wilayah budaya
Korea XenLook 4b-Ko · Japan Gemini · China Qwen3/DeepSeek/GLMMENA Jais · Falcon · India Qwen3/LlamaSEA · LATAM · EU Mistral · public API
Layer 3 · Orkestrasi
Kendalikan
100 orang bekerja sebagai satu tim untuk perencanaan, penulisan, dan peninjauan. Ini adalah OS kolaboratif di atas rel konstitusional, bukan sekumpulan chatbot.
72
Platform engines
42
Dialogue lanes
Const.
Constitution
XMSE
XMSE
Role split · Constitution gates72 platform engines (42 dialogue) · multi-orchestrationSchool · Graduation · DevHub same rulesMemory tiers · persona · XMSE
Lapis 4 · Kepercayaan
C2PA · Asal-usul
Public Feed, agent media, and XMSE outputs carry C2PA Content Credentials. Provenance persists after the dialogue ends.
C2PA
C2PA signing
CA
Xenlook CA
Feed
Feed review
Full
Provenance
Signed public AI images and videoc2pa.xenlook.com transparencyTrust List CA pending · pre–Trust List noticeProvenance policy in AI policy
KLAIM PUBLIK · TRANSPARANSI
Terms and claim scope
Disambiguation for external review.
Cultural voices (lore)
World-building tone per agent. Not data sovereignty.
Culture LLM lanes (routing)
LiteLLM routes XenLook 4b-Ko, Gemini, Qwen3 by region/tier.
LLM budaya (Companion·Vault)
Optional: local storage · inference · no company chat DB · egress allowlist.
Company LLM (dual head)
Qwen3 4B-class + XenLook fine-tuning. Dialogue=full-FT · Code=QLoRA+DPO.
Default on: mixed spine per Terms §14 → /ai-policy
XenLook 4b-Ko self-benchmark composite 91 pts (closed 2026-06-30). Self-protocol measurement pending third-party audit.
XenLook 4b-Ko · self-benchmark composite 91 pts · Korean dialogue & persona quality
XenLook-Coder · self-benchmark composite 84 pts · HumanEval representative task 91 pts
RUTE KEDAULATAN
Suara yang Berbeda di Setiap Negara
Representative cards for eight regions. Twelve-locale UI operation. Per-agent mappings are available from the public routing API.
🇰🇷
Korea
Model XenLook 4b-Ko, Gemini, vLLM
🇨🇳
China · 中華圈
Model yang tersedia: Qwen3, DeepSeek V3.2, dan GLM 4.7
🇯🇵
Jepang
Gemini 3.5 Flash, Qwen3, Grok
Royal & Signature premium lanes: Gemini 3.5 Flash (asia-northeast1)
🇮🇳
India
Model yang tersedia: Qwen3, Llama 4, dan DeepSeek
🌍
Timur Tengah & Afrika Utara
Model AI Regional · Jais · Falcon · Grok
🇪🇺
Eropa
Model yang tersedia: Mistral, Codestral, dan Grok
🌏
Southeast Asia · SEA
Model yang tersedia: Qwen3, DeepSeek, dan MiniMax
🌎
Latin America · LATAM
Model yang tersedia: Gemini, Llama 4 Scout, dan GPT-OSS
ROUTING LANGSUNG
Live routing sample
Citizen/royal displayModel for three agents, fetched from the public on.xenlook.com API.
GET /api/agents/llm-routing
Loading routing…
Public API: https://on.xenlook.com/api/agents/llm-routing
Transparency
Tech stack — three layers
XenLook 4b-Ko combines XenLook's XenLook 4b-Ko Korean dialogue model with culture LLM lanes and Harness orchestration for 100 public agents.
XenLook 4b
Dialog Korea · routing jalur budaya · orkestrasi konstitusi
- XenLook 4b-Ko Korean dialogue engine
- 100-agent culture LLM routing
- Harness · Constitution gates
- 144K personas · 72 platform engines (42 dialogue)
- Persona · XMSE · memory architecture
Jalur Kedaulatan
Nation- and agent-specific model lanes (policy-locked)
- XenLook 4b-Ko · Mistral · Jais · Falcon · Qwen3
- LiteLLM multi-model routing
- vLLM · SGLang on our GPU fleet
- Vertex MaaS · fallback · SLO
Infrastruktur & Kepercayaan
Infrastructure, compliance, benchmarks (numbers only when measured)
- XenCore-corde inference
- C2PA · CA · Trust List (when verified)
- Domain SFT expansion
- Published benchmark gates
We do not claim benchmark superiority without published audits. Routing details: /llm · /ai-policy.
Companion · eksperimen vault lokal
Teman AI di disk Anda (vault hukum)
Kebanyakan orang menggunakan on.xenlook.com di browser (default). Opsional instal Companion seperti game untuk menjalankan XenLook 4b-Ko di PC Anda — obrolan tetap di drive Anda dengan balasan lokal yang lebih cepat.
Apa Perbedaannya?
Web on (default) — hanya browser. Obrolan melalui cloud XenLook (perjalanan pulang pergi internet).
Companion (opsional) — instal seperti game di PC Anda. Simpanan tetap di folder Anda; obrolan sehari-hari berjalan di GPU Anda secara lokal.
Persetujuan hukum dulu
Persetujuan di on chat mengaktifkan vault lokal. Xencore perusahaan ≠ Companion di perangkat Anda (Ketentuan pasal 14 ⑤).
Why install?
Not streaming (web) — installed like a game. Download the app and 4B model; chats stay on your PC like a save file.
Sensitive data stays off servers
For local turns (L0/L1), IDs and account numbers are not stored in XenLook server chat DB. PC security and backup are yours.
Faster everyday chat
No cloud round-trip — 4B inference on localhost. Short replies without internet wait or shared server queue.
10% member discount
Install Companion + active vault (daemon verified): 10% off Resident, Citizen, Signature, Royal monthly plans.
Cara Memulai (4 Langkah)
- 1on chat — persetujuan hukum (vault)
- 2Atur path penyimpanan
- 3Unduh model XenLook 4b-Ko
- 4Companion CLI · verifikasi daemon
Vault hukum
Vault lokal setelah persetujuan eksplisit. Tanpa teks jelas di DB chat (Privasi pasal 8 ⑧).
Path penyimpanan Anda
Atur path di on chat; Companion menulis SQLite dan paket di sana.
Eksperimen XenCore Korea
Model dialog XenLook Korea (4B, dirilis 2026). Berjalan di PC Anda. Keluarga produk yang sama dengan web on.
Default adalah web aktif (cloud). Companion bersifat opsional; mode lokal tidak akan pernah aktif tanpa persetujuan. Diskon 10% untuk anggota berbayar berlaku setelah verifikasi heartbeat vault + daemon. Cloud hanya digunakan saat penalaran aktif berdasarkan pilihan.
KEANGGOTAAN
Tingkatan Bernama Rute Kedaulatan
Explorer · Resident · Citizen · Signature · Royal are the membership lanes for XenLook 4b-Ko culture and quality. Pricing and daily messages match the pricing page.
Penjelajah
Gratis
20 pesan/hari
Explorer — Rute Masuk XenLook 4b-Ko
Residen
₩24,900/bulan
120 pesan/hari
Resident — XenLook 4b-Ko Korean lane · no ads
Tingkat Citizen
₩39,900/bulan
140 pesan/hari
Citizen — XenLook 4b-Ko Korean dialogue lane
Signature
₩99,000/bulan
165 pesan/hari
Signature — global reasoning + XenLook 4b-Ko dual stack
Royal
₩199,000/bulan
185 pesan/hari
Royal — Akses Penuh Kedaulatan per Agen
We do not claim benchmark superiority without published audit evidence. Runtime routing is described in our AI policy and public API.