Ruflo is built o a simple p emise: a age t is a model plus a ha ess. The model easo s a d w ites; the ha ess supplies the tools, memo y, wo kflows, sa dboxes, a d co t ols that let it do eal wo k. Ruflo is that ha ess, a d the o igi al o e built fo the job. It o ga izes age ts i to quee -led swa ms, gives them pe siste t sha ed memo y, outes each task to the ight model, a d eco ds what a , what it cost, a d whethe it passed. The p oject has ea ed mo e tha 74,000 GitHub sta s a d 8,800 fo ks, a d the Ruflo ecosystem eco ded 12.5 millio pm dow loads i the twelve mo ths. Ruflo also powe s age t coo di atio i side uOS, Cog itum O e’s e te p ise compute platfo m fo AI age ts.
“Most people meet AI th ough a chat wi dow, but eal wo k a ely e ds with o e a swe ,” said Reuve ” Uv” Cohe , Fou de a d Chief AI Office of Cog itum O e a d c eato of Ruflo. “With Mods, you ha d Ruflo a missio a d it u s the whole loop: esea ch, build, test, validate, secu e, be chma k, a d lea f om the esult. The co sole shows you eve y step, a d you decide whe e Claude acts o its ow a d whe e it has to ask. Fede atio the exte ds that team ac oss machi es, with outbou d data gated by the policies you set.”
What’s New i Ruflo
Ruflo Mods: o e missio , e d to e d. Mods tu a si gle missio i to a complete age t wo kflow that esea ches, builds, tests, validates, secu es, be chma ks, a d lea s. Mods oute p ompts a d e fo ce policy di ectly i side Claude Code.O e co t ol pla e, with huma app oval. Teams o chest ate swa ms, i tellige ce, safety, ope atio s, a d exte sible etwo ks f om o e place. Ruflo Co sole, a visual cockpit beside Claude Code, keeps missio s, wo kflows, age t activity, logs, toke usage, a d cost i view. Admi ist ato s choose ead, w ite, ma age, o full co t ol fo Claude a d whethe it acts automatically o asks fi st; the default is ead access with app oval, a dTake back co t ol pauses Claude’s co sole tools at a y time. A optio al O bital theme adds a otati g globe, swa m outi g p eviews, a d six palettes, with the classic look a d educed motio available.C oss-machi e age t fede atio . I depe de t Ruflo i stallatio s o diffe e t compute s, o ga izatio s, o cloud egio s ca discove each othe , delegate sub-tasks, a d sha e wo kloads. Remote age ts sta t u t usted a d p ove ide tity th ough mTLS a d Ed25519 challe ge- espo se, without sha ed sec ets. Behavio al t ust sco i g upg ades eliable pee s ove time a d dow g ades misbehavi g o es immediately.Built-i PII data gati g. A co figu able 14-type detectio pipeli e sca s outbou d fede atio messages fo data such as email add esses, API keys, a d Social Secu ity umbe s befo e they leave the local machi e. Admi ist ato s set pe -t ust-level policies to block, edact, hash, o pass each type, a d HIPAA, SOC 2, a d GDPR modes p oduce st uctu ed, sea chable audit eco ds.SONA self-lea i g memo y. Age ts imp ove without et ai i g the u de lyi g model. SONA, wo ki g with Reaso i gBa k a d t ajecto y lea i g, captu es successful executio patte s as local embeddi gs i HNSW-i dexed Age tDB memo y, so age ts ca euse what wo ked i late tasks.314 ative MCP tools. Ruflo’s Model Co text P otocol su face spa s 314 tools cove i g co ti uous i teg atio checks, local secu ity sca s, cloud deployme t hooks, a d obse vability pipeli es, plus 26 CLI comma ds a d 35 plugi s.Adaptive backp essu e. A ew messagi g laye egulates delive y speed betwee swa m odes, p eve ti g timeouts a d age t c ashes du i g lo g, high-volume softwa e e gi ee i g jobs.MetaHa ess a d uflo eject. MetaHa ess g ades a age t setup’s eadi ess f om 1 to 100, sca s tool co figu atio s fo secu ity isks, a d s apshots p ojects to catch eg essio s betwee u s. uflo eject packages a co figu ed swa m i to a sta dalo e age t toolkit with its ow ame a d comma d-li e package.
Co e Capabilities
Swa m coo di atio . Hie a chical, mesh, a d adaptive topologies with Raft, Byza ti e, a d Gossip co se sus, with quee s assig i g wo k to a chitect, code , teste , eviewe , secu ity, a d docume tatio age ts.I tellige t model outi g. Simple tasks go to faste , lowe -cost models a d complex easo i g to top-tie models, ac oss Claude, GPT, Gemi i, Cohe e, a d local Ollama models with automatic failove .St uctu ed methods. SPARC (Specificatio , Pseudocode, A chitectu e, Refi eme t, Completio ), a chitectu e decisio eco ds, a d domai -d ive desig keep multi-age t wo k eviewable.Secu ity co t ols. AIDefe ce blocks p ompt i jectio a d detects PII, alo gside i put validatio , CVE emediatio , a d c yptog aphic ve ificatio of i stalled packages with uflo ve ify.
Built fo E te p ise Teams
Ruflo wo ks alo gside the tools a d i f ast uctu e e te p ises al eady u . Two busi ess u its could use fede atio to sha e f aud sig als while the PII pipeli e st ips custome data f om eve y outbou d message. A platfo m team could build a gove ed swa m fo its develope s, the use uflo eject to ship it u de its ow ame. O ga izatio s that eed ma aged, ce t ally gove ed compute s fo thei age ts ca u Ruflo i side uOS™ o i f ast uctu e they co t ol.
“Eve y e te p ise we talk to is aski g the same questio : how do we move f om o e helpful assista t to a team of age ts we ca gove , measu e, a d t ust?” said D. Ch istophe Keil, Fou di g CEO of Cog itum O e. “Ruflo a swe s it. A team ha ds ove a missio a d gets back a e d-to-e d wo kflow, with app ovals whe e thei policies equi e them, a eco d of what a a d what it cost, a d data co t ols that hold ac oss teams a d machi es. Custome s ca sta t with a si gle comma d a d g ow i to fede ated deployme ts o thei ow i f ast uctu e, alo gside uOS.”
Getti g Sta ted
Claude Code: u /plugi ma ketplace add uv et/ uflo, i stall uflo-co sole@ uflo a d uflo-mods@ uflo, u / eload-plugi s, the ope the co sole with / uflo.Codex a d othe MCP clie ts: u px uflo@latest i it wiza d i a p oject, the co ect the clie t to the Ruflo MCP se ve with px -y uflo@latest mcp sta t.Fede atio : i stall uflo-fede atio @ uflo, the use fede atio i it a d fede atio joi to co ect i stallatio s.
Requi eme ts a d cu e t i stallatio details a e i the Ruflo guide o GitHub. Cog itum O e ecomme ds sta ti g with o e bou ded task, such as a ead-o ly p oject eview, a d addi g age ts, memo y, a d fede atio as each o e ea s its place.
Availability
Ruflo is available today. Ruflo is ope sou ce u de the MIT lice se at github.com/ uv et/ uflo; model p ovide subsc iptio o usage costs still apply. Ruflo f om Cog itum O e gives o ga izatio s e d-to-e d missio wo kflows th ough Ruflo Mods a d o e co t ol pla e fo swa ms, i tellige ce, safety, ope atio s, a d exte sible etwo ks, alo g with comme cial lice si g, e te p ise suppo t, a d deployme t with uOS. To lea mo e, visit cog itum.o e o dow load the p oduct at https://www.p oducthu t.com/p oducts/ uflo-co sole.
Resou ces
- Cog itum O e: https://cog itum.o e/ uvstack
- Ruflo o GitHub: https://github.com/ uv et/ uflo
- Ruflo Use Guide: https://github.com/ uv et/ uflo/blob/mai /docs/USERGUIDE.md
- RuFlo Explai ed, a 14-chapte guide: https://github.com/ uv et/ uflo/blob/mai /docs/ uflo-explai ed.md
- Ruflo o pm: https://www. pmjs.com/package/ uflo
- uOS: https:// uos.cog itum.o e
About Cog itum O e
Cog itum O e is a a tificial i tellige ce compa y buildi g a sove eig age tic platfo m that o chest ates AI ac oss the e ti e compute pla e, f om the public cloud to o -p emises systems to the low-powe edge, placi g eve y wo kload whe e pe fo ma ce, cost, a d secu ity equi e. The platfo m is p ivate by default, with eal-time self-lea i g memo y, dist ibuted swa m coo di atio , co tactless pe ceptio , c yptog aphic attestatio , a d ative MCP i teg atio , plus SDKs fo Rust, Node.js, a d Pytho . It is built fo e te p ises ope ati g u de data sove eig ty a d egulato y co st ai ts. The compa y is led by Fou de a d Chief AI Office Reuve Cohe , c eato of the widely used ope -sou ce AI p ojects RuView™, RuFlo, a d RuVecto ™, a d Fou di g CEO D. Ch istophe Keil. To lea mo e, visit cog itum.o e o explo e the platfo m eposito ies o GitHub.
Claude a d Claude Code a e t adema ks of A th opic, PBC. Ope AI a d Codex a e t adema ks of Ope AI. Cog itum O e is ot affiliated with o e do sed by A th opic o Ope AI. Sta , fo k, age t, tool, a d plugi figu es a e f om the public uv et/ uflo GitHub eposito y as of Octobe 12, 2026; the dow load figu e cove s Ruflo ecosystem pm packages ove the twelve mo ths th ough Octobe 4, 2026.
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