Ayyuka 68 cikin 100 na SWE-bench Verified, an warware su ba tare da intanet ba a kan DGX Spark guda, a kusan token 48 a kowace daƙiƙa. Wakilin rubuta lamba, mataimakin tattaunawa da manhajar desktop, duk suna aiki gaba ɗaya a kan GB10 ɗinka. Babu cloud. Babu asusu. Babu kuɗin API. Babu telemetry. Yadda aka auna shi
Ragonragon, wakilin terminal
🪟 Manhajar desktop samfoti
💬 Ask, a browser
🧩 JetBrains da VS Code (MCP)
📱 Signal, Telegram da Matrix
ragon-code def validate_signup → src/auth/signup.py:42pytest tests/test_signup.py -q → 1 failed, 14 passedapply_patch src/auth/signup.py +12 -2 · tests/test_signup.py +8pytest tests/test_signup.py -q → 15 passed in 0.41ssrc/auth/signup.py kuma an ƙara gwajin tabbatarwa.Zaɓin ragon-serve yana gudanar da Qwen3.8-27B a kan GB10 da mahallin 262K, kowane node yana samun Forgejo mai zaman kansa, kuma Telegram Mini App yana aiki kai tsaye a kan ma'adananka.
Yana rufe sockets na Docker, containerd, D-Bus da systemd a cikin akwatin tsaro, yana ƙara OCR da takardun ofis zuwa ragon-docs, kuma yana ba da LoRA adapters masu sa hannu.
Ask da Work suna raba taga ɗaya mai ɗauke da sashin dubawa, worktrees da shafukan terminal; /night add --best-of N yana gwada aiki sau N kuma ya zaɓi mafi kyau.
Haka kuma a 1.7.0: Night Shift na iya gwada aiki sau da yawa ya riƙe mafi kyawun ƙoƙari (/night add --best-of N), na'ura ɗaya na iya gudanar da gadoji da yawa na Signal, kuma client yana zaɓa tsakanin nodes biyu a cibiyar sadarwa ɗaya ba tare da rasa wanda ya sani ba. Bayanin fitowa da saukewa.
$ curl -fsSL https://github.com/dreamference/ragon/releases/latest/download/install.sh | bash$ ragon-admin server start # yana sauke samfurin sau ɗaya (~20 GB), sannan ya fara bayar da shi $ cd ~/your-project && ragon # shi ke nan
Yana aiki a kan NVIDIA DGX Spark da kowace na'urar GB10. Script ɗin yana tabbatar da kowane saukewa da checksums na fitowar, kuma yana nuna kowane umarnin sudo kafin ya gudanar da shi. Karanta shi tukuna idan kana so.
Sauran kwamfutocinka suna amfani da samfurin GB10 ta hanyar cibiyar sadarwa ta gida. A kan Mac ko wata na'urar Linux, umarnin da ke sama iri ɗaya yana shigar da client ɗin ragon; yana gano GB10 da kansa.
Daga 1.7.2 yana kuma sanya manhajar desktop a cikin Applications a kan Mac, a shirye don buɗewa (--no-app yana ketare ta).
> irm https://github.com/dreamference/ragon/releases/latest/download/install.ps1 | iexA cikin PowerShell. Yana shigarwa ba tare da haƙƙin mai gudanarwa ba (daga 1.7.2 har da manhajar desktop), sannan Windows ta tambaya sau ɗaya don kafa sandbox ɗin wakilin. Ba a sa hannu a kai ba tukuna, don haka dole a kashe Smart App Control. Karanta script ɗin.
Shafin fitowa yana kuma ɗauke da dmg na Mac (Ragon-<version>-arm64-preview.dmg, ko x64 don Intel) da na'urar shigarwa ta Windows (Ragon-Setup-<version>-x64.exe, ko arm64). Samfoti ne marasa sa hannu: idan an sauke su da browser, ana hana su a karon farko. Duba kowanne da SHA256SUMS mai sa hannu na fitowar tukuna.
Suna raba chip ɗaya, unified memory na 128 GB da DGX OS 7, don haka na'urar shigarwa ɗaya tana rufe su duka. Ana haɓaka Ragon kuma a gwada shi kullum a ASUS Ascent GX10; gwaje-gwaje suna rufe sauran.
Ko kuma ka jera aiki don daren yau da /night add <task>: Ragon yana aiki a kan jerin yayin da kake barci, kowane aiki a git branch ɗinsa, kai kuma kana duba branches ɗin da kofi a hannu.
$ ragon "explain this repository to me like I'm new on the team" # reads the code index (ragon-code outline, def, refs, callers) instead of grepping, # then walks you through the layout, the entry points and how they connect
$ ragon "the tests are failing: find out why and fix them" # runs the tests, reads the failure, edits the code and runs the tests again, # asking before anything risky
> /night add --best-of 3 add input validation to the signup form, with tests # tonight: three attempts, each in its own git worktree; the one the chooser picks # is committed on its own branch, and nothing is merged or pushed $ ragon-admin night status # the timer, the window and the queue > /night apply <id> # in the morning: bring the branch back as uncommitted changes
Ma'anoni, masu kira da tasiri a duk repository ɗinka, don wakili ya sami lambar maimakon neman ta da grep.
Ta hanyar SearXNG na sirri a na'urarka: babu asusun bincike, babu API key.
/night add <task> kafin barci; kowane aiki a git branch ɗinsa zuwa safiya. Babu abin da ake haɗawa (merge) ko turawa (push) ba tare da kai ba.
Manhajar desktop ta Ragon 1.7.0 tana haɗa Ask da Work a taga ɗaya. Work cikakken wurin aiki ne na zaman wakili: composer mai fayiloli, skills da umarni, allon review don stage, mayarwa da commit, worktrees, shafukan terminal, da itacen fayiloli da shafukan fayiloli kusa da thread. A sauran kwamfutocinka client ne na GB10 ɗinka, wanda yake ganowa a cibiyar sadarwa ta gida.
ragon · ragon-code · ragon-docsragon, wakilin terminalYana karanta repository ɗinka, yana gudanar da umarni da gwaje-gwaje, yana gyara lamba, kuma yana tambaya kafin duk wani abu mai haɗari.
$ ragon worktree on # new sessions start in their own worktree $ cd ~/your-project && ragon > /airgapped on # no network for any command it runs > /worktree apply # bring the changes back to your checkout
Skills da ka rubuta wa Claude Code, Gemini CLI, OpenClaw ko Hermes suna aiki ba tare da canji ba.
ragon app · ragon webAsk da Work a taga ɗaya, a kan GB10, Mac, Linux ko Windows: zaman wakili da amincewa, allon review, worktrees da soke aiki. Sabo a 1.7.
Tambayoyi tare da binciken yanar gizo, binciken hotuna da yin rubutu da murya, da zaman wakilanka, daga wannan na'ura ko wayar da aka haɗa, a kan samfurin gida iri ɗaya.
Daga 1.7.2, umarnin shigarwa yana sanya Ragon a Applications kusa da ragon, kuma yana buɗewa kamar kowace manhaja. Apple silicon da Intel, macOS 12 ko sama. ragon update yana sabunta shi.
A kan GB10, ragon_1.7.0_arm64.deb yana shigar da manhajar, mazauninta a menu na farawa da umarnin ragon-app, tare da tsarin sandbox profile da take buƙata:
$ sudo apt install ./ragon_1.7.0_arm64.debSannan ka buɗe ta daga menu na manhajoji, ko da ragon app. Ƙari.
Daga 1.7.2, layin PowerShell yana shigar da manhajar ita ma, don kai kaɗai kuma ba tare da haƙƙin mai gudanarwa ba, da shigarwa a menu na Start; Settings → Apps yana cire ta; ragon update yana sabunta ta. Dole a kashe Smart App Control.
ragon-admin mcp · ragon signal · ragon chatHaɗa JetBrains ko VS Code ta stdio MCP (ragon-admin mcp), ko aika saƙo zuwa GB10 ɗinka daga Signal (Note to Self), Telegram (tare da Mini App) da Matrix ta Tailscale. Kowace hanyar waya tana kashe har sai ka kunna ta.
$ ragon-admin mcp # stdio MCP for JetBrains and VS Code $ ragon signal setup # Note to Self only, off until linked $ ragon chat telegram setup # topics and the Mini App
Karantawa kawai, ta hanyar shiga da ke zama a na'urarka. A kashe gaba ɗaya a /airgapped on.
Wakilan rubuta lamba na cloud suna aika lambar tushenka zuwa sabar wasu. Ragon ba ya aika ta ko'ina: samfurin yana aiki a GB10 ɗinka, kuma babu abin da ke cikin Ragon da ke tuntuɓar waje. Babu nazarin amfani, babu metrics, babu shiga da asusu, babu rahotannin tsayawar manhaja (crash reports) na "ɓoyayyen suna". Wannan yana sa a iya amfani da shi ga lambar da ba a yarda ka ɗora ba: aikin abokin ciniki, bayanan da doka ke sarrafawa, kayayyakin da ba a fitar ba.
Umarni ɗaya yana gudanar da zaman Ragon na gaske a ƙarƙashin strace yana jera kowane haɗin cibiyar sadarwa da ya yi:
$ ragon-admin audit egress ✔ Egress audit: pass Network destinations: 127.0.0.1:8000 29x model server 127.0.0.1:8767 1x Gmail search service DNS queries: none Networked git commands: none
Komai ya tsaya a 127.0.0.1. Ko neman DNS ɗaya babu.
Rubuta /airgapped on kuma kowane umarnin da wakili ke gudanarwa yana samun network namespace maras komai daga kernel na Linux. Ba roƙo ne na ladabi ga samfurin ba: kawai babu cibiyar sadarwa da za a kai. Full Access, wanda zai tsallake sandbox, ana ƙi shi a lokaci guda.
Abin da kai ko wakili kuka nema kawai: binciken gidan yanar gizo (ta hanyar SearXNG na sirri a na'urarka), ɗaukar shafi, buƙatar karantawa kawai ga asusun Google da ka haɗa, ko duba sabuntawa. A /airgapped on, babu ko ɗaya daga cikinsu.
Samfurin, lambarka, buƙatunka da amsoshinka suna zama a na'urar da suke ciki.
/airgapped on, kernel ke tilasta shi| Aikin wakili | ~48 tok/s |
| Lamba | 69 tok/s |
| JSON | 84 tok/s |
| Rubutun zube | 32 tok/s |
| Karanta lamba | ~1,800 tok/s |
| Mahallin rubutu | 262K |
Kwarara ɗaya a GB10 tare da speculative decoding. An auna aikin wakili a zaman wakili na gaske; lamba, JSON da rubutun zube bisa nau'in fitarwa, da greedy decoding. Gudanar da wakilai huɗu a lokaci guda: babu kaso, babu "don Allah a jira".
ragon update.| Wakilan cloud | Ragon | |
|---|---|---|
| Inda lambarka ke zuwa | Sabarsu | Ba ta zuwa ko'ina |
| Ana buƙatar asusu | Eh | A'a |
| Kuɗi a kowane token | Ana ƙididdige caji | Sifili |
| Iyakokin amfani | Eh | A'a |
| Yana aiki idan an cire cibiyar sadarwa | A'a | Eh |
| Za ka iya tabbatar da abin da ke fita | A'a | ragon-admin audit egress |
A 2026-10-08, wakilin Ragon 1.5.1 tare da Qwen3.8-27B ya warware ayyuka 68 cikin 100 na SWE-bench Verified a kan DGX Spark guda, ba tare da intanet ba: tsayayyen samfurin ayyuka 100, ƙoƙari ɗaya a kowane aiki, yanayin da aka saba. Idan aka mayar da shi ga dukan ayyuka 500, kimantawa ce ta ≈69% (kewayon 95% na 63.9–73.4%). Wannan aunawarmu ce, a na'urarmu kuma a kan ɓangare na jerin, ba shigarwa a leaderboard ba.
| Tsari | Ayyuka 100 iri ɗaya | Dukan ayyuka 500 |
|---|---|---|
| Ragon 1.5.1 + Qwen3.8-27B (NVFP4), DGX Spark guda, ba tare da intanet ba1 | 68/100 | ≈69% kimantawa |
| Ragon 1.5.1 + Qwen3.8-27B (NVFP4), yanayin refine, DGX Spark guda, ba tare da intanet ba1 | 69/100 | ≈70% kimantawa |
| Qwen3-Coder-480B-A35B (OpenHands)2 | 68/100 | 69.6% |
| GLM-4.6 (wakilin Z.ai)3 | 68/100 | 68.2% |
| Kimi K2.5, high (mini-SWE-agent)4 | 70/100 | 70.8% |
| DeepSeek V3.2, high (mini-SWE-agent)5 | 70/100 | 70.0% |
| Claude Opus 4.5, wakilai huɗu6 | 77–80/100 | 76.8–79.2% |
| Gemini 3 Pro (live-SWE-agent)7 | 79/100 | 77.4% |
| Ƙananan samfuran buɗaɗɗen tushe (parameters biliyan 20–40) | ||
| Qwen3-Coder-30B-A3B (EntroPO + R2E), test-time scaling8 | 60/100 | 60.4% |
| Qwen3-Coder-30B-A3B (EntroPO + R2E), ƙoƙari ɗaya8 | 56/100 | 52.2% |
| Devstral Small 2512 (mini-SWE-agent)9 | 57/100 | 56.4% |
| Kayayyakin wakilan rubuta lamba, kamar yadda masu samar da su ke wallafa su | ||
| GitHub Copilot agent mode (VS Code), tare da Claude 3.7 Sonnet10 | ba a wallafa ba | 56.0% |
| Claude Code11 | ba a wallafa ba | ba a wallafa ba |
| Cursor12 | ba a wallafa ba | ba a wallafa ba |
Ka karanta shi a matsayin kwatancen abokan tafiya, ba jerin matsayi ba. A kan ayyuka 100 iri ɗaya Ragon ya warware adadin da Qwen3-Coder-480B da GLM-4.6 suka warware, samfuran da suka fi shi girma sau da yawa, amma kowane layi yana amfani da wakili daban, kayan aiki daban kuma, ga layukan leaderboard, hotunan gwaji na x86 na hukuma, yayin da namu ya yi aiki a kan hotunan arm64 na al'umma. A yanayin refine zaman farko yana nazarin aikin ba tare da canza komai ba, sabon zama kuma ya yi shi: ya warware aiki ɗaya fiye da yanayin da aka saba (69 da 68, kowane ɓangare yana cin ayyukan da ɗayan ya rasa), da kusan sau 2.2 na lokaci a kowane aiki, don haka ya kasance na zaɓi (ragon --refine).
Ayyuka 100 kashi ɗaya cikin biyar ne na Verified, don haka adadin dukan jerin kimantawa ne. An ɗora samfurin item-response (Rasch) mai parameter ɗaya a kan sakamakon kowane aiki na dukan gabatarwar Verified 175 na jama'a: kowane aiki yana da wahalarsa kuma kowane tsari yana da iyawarsa. Iyawar Ragon ita ce wadda ke bayyana ayyuka 68 da aka warware a kan waɗannan 100; ≈69% shi ne makin da ake tsammani na wannan iyawa a kan dukan 500 (regression na yau da kullum a kan makin da aka wallafa ya yarda cikin maki ɗaya). Don gwada shi, an ba kowace gabatarwar jama'a maki a kan waɗannan ayyuka 100 kaɗai, aka hasashen makinta na gaba ɗaya haka nan: kuskuren ya kasance maki 2.4 (RMSE), kuma kewayon da ke sama ±1.96 ne na wannan. Kowane lamba a teburin scripts/swe_bench_compare.py yana sake samar da ita daga bayanan kowane aiki na jama'a na SWE-bench/experiments.
An rarraba ayyuka 100 a repositories na Verified daidai gwargwado da dukan jerin, a cikin ayyukan da muhallin gwajinsu ke aiki kuma ya tabbata a arm64 (gold patch yana wucewa, canji maras komai yana faɗuwa). Tsarukan da aka wallafa suna samun maki 1.0 zuwa 1.5 ƙasa a kan waɗannan 100 fiye da a kan dukan 500, don haka samfurin ba mai sauƙi ba ne. Ba shigarwa a leaderboard ba ne: tawagar SWE-bench ce ke ba su maki a kan nasu kayan aiki.
Dukan lambobin leaderboard: swebench.com da repository na SWE-bench/experiments; "ayyuka 100 iri ɗaya" sakamakon kowane aiki ne da kowace gabatarwa ta wallafa, da aka taƙaita ga ayyukan da Ragon ya gudanar.
dgxcoder · Oktoba 2026
Muna gabatar da tsarin gini, ƙirar iyawa ta yau da kullum, da kimantawa ta gwaji na Ragon Desktop, muhallin desktop na buɗaɗɗen tushe wanda yake magana da irin protocol ɗin app-server na desktop client na mai samarwa na asali, yana kiyaye tsoffin saitunan da suka dace da Codex, yana gudanar da inference a kan kayan aikin mai amfani, kuma yana kulle kowane umarni da ke cikin sandbox a cikin wurin aiki idan mai amfani ya kunna /airgapped on.
Saita tsaron host a kan GB10, kunna uwar garken samfur, haɗa na'urorin macOS, Linux da Windows, da gudanar da binciken fita.
Yi amfani da samfurin Rasch don sake samar da kowane sakamako a cikin jadawalin daga bayanan SWE-bench na jama'a.
Eh, don gudanar da samfurin. Sauran kwamfutocinka suna amfani da shi a matsayin clients: Linux (Arm ko x86) da macOS da umarnin shigarwa iri ɗaya, Windows (Arm ko x86, samfoti) da layin PowerShell.
Eh: an canza sunan Puffin zuwa Ragon a 1.5. Gudanar da puffin update sau ɗaya, sannan puffin na ƙarshe. Yana mayar da zamanka, saitunanka da hanyoyin haɗinka, kuma daga nan umarnin shi ne ragon.
Eh. Ragon buɗaɗɗen tushe ne a ƙarƙashin AGPL, kuma weights ɗin samfurin kyauta ne. Abin da kake kashewa kawai shi ne wutar lantarki.
Tsarin aiki da take zuwa da shi (DGX OS 7, ko Ubuntu 24.04 inda mai samarwa ke bayarwa), Docker tare da NVIDIA Container Toolkit, Python 3 da Git. A Ubuntu na yau da kullum, ragon-admin host check yana gaya maka abin da babu.
Abin da kai ko wakili kuka nema kawai, kamar binciken yanar gizo ta SearXNG a na'urarka, da saukewa na farko. /airgapped on yana kashe duka.
Qwen3.8-27B a tsarin NVFP4 na 4-bit na NVIDIA, injinmu ragon-serve ke bayarwa tare da drafter na DFlash2 (SGLang ya kasance madadin a duk tsawon 1.9.x), an zaɓa kuma an daidaita shi don GB10. Weights kusan 20 GB; kusan 38 GB na memory ɗin na'urar yana ragewa a fili yayin da yake aiki.
Idan ka yi imanin lamba ya kamata ta zauna a teburin da aka rubuta ta, ka yi wa repository tauraro: haka sauran masu GB10 ke gano Ragon.
$ curl -fsSL https://github.com/dreamference/ragon/releases/latest/download/install.sh | bash