️️ ️️️️️️️️️️️ ️️ ️️ ️️ @moes_code
Exploring the frontiers of AI and LLMS to build, use and or deploy Machine Learning / AI solutions. moses-y.github.io 🇰🇪, Afrika Mashariki. Joined November 2017-
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@chepkoech_bor I won't make it🥲
I burned $3.40 on Jev in 24 hours. It's not Jev vs current LLMs. It'll be Jev + LLMs. Here are all the goods and bads of Jev. 1. Jev or a Jev-like system will be integrated into all LLMs for automatic model routing, small decisions, if/else queries, retrieval, tool selection, scoring, etc. For all these things, LLMs lose a lot of tokens on thinking and planning and use smarter instead of faster models. That can be fixed with Jev. 2. Jev can do things that require fine-tuning with LLMs. It can learn what to do from just 1 prompt. 3. It's crazy fast. It scans, analyzes, and gives its decisions instantly without a thinking blocker. 4. It doesn't waste tokens on thinking in plain English and planning. It scores probabilities and picks the best one. 5. Output cost of $0. Which makes sense because it's not built for free-form text generation like LLMs. It just outputs decisions. 6. It can fix RAG. The current 32k context is too low, but in the near future, we'll see systems like Jev with a 1M context window, and that'll fix the retrieval problem. 7. Jev has 3 decision types: multiple-choice questions, scoring the probability, and Noul. Choice → Which one? Score → How much? Noul → Yes or no? That's how it doesn't need reasoning. 8. Jev works on parallel sampling. LLMs generate sequentially: Token 1 ↓ Token 2 ↓ Token 3 ↓ Token 4 Jev can evaluate multiple questions against the same state in parallel. That's one of the reasons it has great latency. 9. Instead of RLHF (Reinforcement Learning from Human Feedback), it works on RLCD (Reinforcement Learning for Calibrated Decisions). With RLCD, the model's goal is not just to predict the answer; it also shows how much confidence it has. A model saying: true is different from: true, 99% confidence. 10. Jev response times are roughly: 70–500 ms, which is 193.6× faster and 444.6× cheaper than frontier LLM workflows. The biggest issue with LLMs today is that they take too much time to execute tasks. With a Jev-like system, that'll be at least 50% faster.
Cuando fui a Bolivia y dije me gustan los felinos y me dijeron bueno entonces vas a cuidar 3 gatos monteses, un jaguar y un ocelote y tenía que sacarlos a pasear por el amazonas
Tengu from 1300 years ago. How powerful is our 1000+ year old problem that's now in Palestine?
@After_TheTruth Also the Japanese kappa another child snatching creatire from ancient Japanese folklore. That has a beak like nose and a circular area that could be mistaken for a little hat on the back of its head
@After_TheTruth Tengu
I love the discovery story too. An old grandpa finds what he thinks is an abandoned kitten on the side of the road and feeds it noodles and eggs for a year before realizing, “hey tilcayo, Youre not growing into a housecat, you’re just a little guy. I better tell Science”
A new species of cat has been identified for the first time in a century—and experts think that there may be even more to discover around the world: on.natgeo.com/n5nxra
Jev is INSANE. 🤯 in 24.9 seconds it read 384 news from this morning and told 15 brands which stories to hop onto today, for $0.19. Claude Opus 5, running on the same feed at the same time, got through 4/384 and cost $0.77. per headline that is ~390x cheaper, and the answer comes back before you finish reading the headline yourself. there's going to be so many ways for JEV to help you find trending stories, find journalists covering it, and get press coverage. everything in the video open-sourced here: newsjack.sh (in the demo/ folder, together with 30+ skills to turn your agent into a PR team)
sir....we can't collect users' personal data ANYMORE they just launched a tool that swaps everything with FAKE DATA before it reaches us 😭
Introducing AgentCloak: Use any AI without sharing your real data. Chinese AI services, ChatGPT, Claude, doesn't matter. You probably try to hide details before asking: different names, fake numbers, no address. But then the answer's useless because the AI is missing actual
Good night. 🌙 jev.s1.dev
Built Jev Search -- free and open source, powered by @typesafeai Jev and @search1api_dev search API. Ask in plain language. Jev picks where to search and ranks what comes back. Try it now: jev.s1.dev
это я ставлю лайки на все посты про новый вид кошек
My cat has been waking me up at 5am daily and I can’t figure out what she wants (not interested in food). This morning I decided to just walk around with her to see what’s up and she led me to the office and stared at my office chair until I sat down. She wants me to work
As I said in early March. You can't lose 16 bases, with some 2,000 troops at each, and have only 13 dead. And how about the 82nd in Kuwait? Big losses.
WAPO: More U.S. troops have died amid Iran war than Pentagon has disclosed publicly. Officials who spoke with The Post expressed frustration that the additional loss of life in the Middle East is not reflected in the Defense Department’s casualty database.
My mind blocking Jewish propaganda
La cara del tipo a lo último cuando se da cuenta que ha creado un montruo
Almost all of the examples of Jev that I have seen talk about the speed and not the quality. Coincidence? Or does no one care about output anymore
Σαπαγιανός @Sapayian
25K Followers 3K Following ▪ Automotive Junkie ▪︎ I sell Cars in Mombasa, Kenya ▪︎ Call/WhatsApp +254 718 284 338
EPL Champions 25/26 @Gichy_
17K Followers 4K Following Kids SHOULDN'T go to school at 5am. My allegiance is to the nation, not the government of the day. #Omtatah2027
Hazim Fareed 👑 @AliQuqiiz
15K Followers 5K Following Fuck Karate.. AliQuqiiz does WordFu. Sta$h House XIII #BeardGang #NdevuNation, Pesa Gang ✨Introvert✨ Incase of anything DM
Jitu @captain_jitu
26K Followers 11K Following hitman's life - Nairobi's story teller owner and founder of #jituresellers
Mama With Fund$ 🤑�... @_Ice_Queen_001
9K Followers 5K Following 👩🏾🎓👩🏾🎓 USIU Alumni. Free spirited ambivert with a passion for Spoken Word. All about positive vibes Live & let God....
Murugi @Murugi___
4K Followers 3K Following @btrustteam @btrust_builders comms | @BitDevsNBO | @btc_dada @thecore21m alum | community builder
Wesker @vonsigliere
5K Followers 3K Following ✠ ✠︎ (ˌvɑn-siˈ-ljɛʀɛ) ||@ScuderiaFerrari|| Information is Power. ||Entertainment Outsourcer.||
Jack Doe 🗝 ® @anericod
20K Followers 20K Following 👀¦¦ Local man ¦¦ Sarcasm ¦¦ Vitu ni different kwa ground ¦¦ Public diary ¦¦ Hatukujudge 😎 😎 ¦¦Unlearn. Relearn¦¦ #CFC ¦¦ ⚽ ¦¦ 🏉 ¦¦ ☕ ¦¦ 🗺 🌐 🍵¦¦
Annie @Annie730347
293 Followers 6K Following 🌟 Unapologetically me! Owning my quirks and loving my journey. Let's celebrate our unique selves.
BrianO @BrianOpangao
10K Followers 7K Following AVSEC, Criminologist, and ardent Manchester United Fan.
Unapologetically Rati... @wanguimercie96
600 Followers 2K Following Best of the humans || Empathetic || Tech Enthusiast || @mancity || Speaks Future || AI || Optimist
Red Sparrow @shivv_roy
2K Followers 549 Following 🌊🥂✈️🕶️⛅️ stay: @suji_apartments ⬅️Instagram shop: @omeistore @shopomei
Josh Rosen @JoshARosen
2K Followers 357 Following Researching modern AI architectures: agents, factories, harnesses, context, evals, and data. Building ThruWire. Co-founder TopCoat (acq. by @snyksec)
OmOsama @omosama12330
372 Followers 3K Following Mother of four children ❤️ I fight every day to provide my children with a safe and dignified life, despite all the difficult circumstances🇵🇸
Hellen Nankya @HellenNankve7d
43 Followers 169 Following From the Pearl of Africa 🌍 | Culture • Beauty • Good vibes ❤️
The United Greater So... @UGSP1
2K Followers 710 Following
T33 @t33luvsball
187 Followers 193 Following Replying to all tweets that excite me Thinking out loud on here
Elion Lyra @ElionLyra
5 Followers 24 Following 🤖 Exploring the future of AI | Curating top tools, trends & tech updates | Let's connect and innovate 🚀
abetterKenya @abetterKenx4cj
51 Followers 748 Following
Rasta @ChegeVic_254
571 Followers 497 Following High value crops agronomist and farmer. 👨🏾🌾 Farm planning and management. 🌱 Trained on GAP and international production standards. Reggae 🎵 🎶
MSB @magshado
521 Followers 3K Following
bits_bytes @maggnya
163 Followers 7K Following Data || Technology 4 Poverty Eradication || Education || Empathy
Auline Paul 🇰🇪 @Auline_Paul_Ke
1K Followers 1K Following Wuod Nyaugenya🎤 Singer//songwriter//Producer 🇰🇪 🇺🇸 Environmental scientist 🪴 https://t.co/aApSO9WREi
Grays⚓️ @Bray_N7
1K Followers 5K Following Craftsman on SDG 5 | SDG 6 | SDG 8 | Turning challenges into craft | Engineer & Impact Builder ⚓️
30 music @RooneyldvKapita
258 Followers 730 Following
Janhavi Jagtap @JanhaviTechAWS
762 Followers 748 Following DevOps Engineer | AWS · Kubernetes · Terraform | Documenting real production practices |
Nature Soul🍃🌿 @NatureSoulX7948
4K Followers 2K Following Nature lover | Moon child 🌙🍃☘️ Peace • Silence • Good vibes 🦋 A soul that loves simplicity🌴
AI Animal World @AIAnimalWorld
230 Followers 514 Following 🐾 AI Animals 🤖 🔥 Wild. Weird. Viral. 🎬 Daily AI Clips 👇 Follow the madness
legally.archie💕 @a_owar
1K Followers 914 Following Advocate of the High Court of Kenya|Legal Researcher 🇪🇹🇸🇸 •|passionate lawyer advocating for justice by day|the finer things in life|• BTS•ARMY girlie 🫶🏾
Bastian Hinterramskog... @BastianHinter
901 Followers 1K Following Entrepreneur + VC + researcher (PhD TUM) | Enjoys all things #deeptech, sports (🚴🏼🏃🏔🎿), music (techno, classical, .. ) & a friendly banter
Nature & Animals @NatureIs_Metal
17K Followers 16K Following Animals Nature Science Discovery Forum🦜Nature’s beauty with Metal strength 🌍 Exploring the wild & the hard.
John Wenger @ScientistInCali
34 Followers 416 Following
Maundu @_fello_real
6K Followers 3K Following Nothing serious. software developer ||👨💻 Actuary 👨🏫❤️🇰🇪 XAUUSD || GBPUSD 💰 Developer https://t.co/wsRdYkfNki , https://t.co/frgAPAo2BB and https://t.co/9y6r02eAIT
Rasha Musa 🇵🇸�... @rshamwsy8720151
1K Followers 4K Following My name is Rasha. I am from Gaza, married, and expecting my baby soon. Because of the siege and the bombing, my situation is very difficult. I do not have the r
Rober @0xRobertus
536 Followers 303 Following an idiot in motion will go further than a genius at rest
Food Hub @SaadSweeti80164
846 Followers 5K Following 🍔 Food Hub 😋 Delicious Food Daily 🚚 Quick Delivery 📞 Order Now
Σαπαγιανός @Sapayian
25K Followers 3K Following ▪ Automotive Junkie ▪︎ I sell Cars in Mombasa, Kenya ▪︎ Call/WhatsApp +254 718 284 338
EPL Champions 25/26 @Gichy_
17K Followers 4K Following Kids SHOULDN'T go to school at 5am. My allegiance is to the nation, not the government of the day. #Omtatah2027
Hazim Fareed 👑 @AliQuqiiz
15K Followers 5K Following Fuck Karate.. AliQuqiiz does WordFu. Sta$h House XIII #BeardGang #NdevuNation, Pesa Gang ✨Introvert✨ Incase of anything DM
Mama With Fund$ 🤑�... @_Ice_Queen_001
9K Followers 5K Following 👩🏾🎓👩🏾🎓 USIU Alumni. Free spirited ambivert with a passion for Spoken Word. All about positive vibes Live & let God....
Murugi @Murugi___
4K Followers 3K Following @btrustteam @btrust_builders comms | @BitDevsNBO | @btc_dada @thecore21m alum | community builder
Wesker @vonsigliere
5K Followers 3K Following ✠ ✠︎ (ˌvɑn-siˈ-ljɛʀɛ) ||@ScuderiaFerrari|| Information is Power. ||Entertainment Outsourcer.||
Jack Doe 🗝 ® @anericod
20K Followers 20K Following 👀¦¦ Local man ¦¦ Sarcasm ¦¦ Vitu ni different kwa ground ¦¦ Public diary ¦¦ Hatukujudge 😎 😎 ¦¦Unlearn. Relearn¦¦ #CFC ¦¦ ⚽ ¦¦ 🏉 ¦¦ ☕ ¦¦ 🗺 🌐 🍵¦¦
BrianO @BrianOpangao
10K Followers 7K Following AVSEC, Criminologist, and ardent Manchester United Fan.
The Cake Lady @got_cake
90K Followers 1K Following LCSW. INTP. Raconteur. Afro-Culturologist. Confectioner. Minister of Diaspora Affairs. ❤️🖤💚. I am Black first, and 🇻🇮 🇵🇷 immediately after.
Leyol @leyolray
4K Followers 2K Following Nkai kuarusi chisemi echio? be nice to the cat behind this account.
Candy bar 🍒🍫 @candycodedtweet
1K Followers 587 Following A multilingual fine ass 💋 || A Gym Girlypop 🏋🏾🎀 || #CFC💙 ||⚕️MD. loading...
AI at AMD @AIatAMD
59K Followers 115 Following Advancing AI innovation together. Built with devs, for devs. Supported through an open ecosystem. Powered by AMD. #TogetherWeAdvance
Josh Rosen @JoshARosen
2K Followers 357 Following Researching modern AI architectures: agents, factories, harnesses, context, evals, and data. Building ThruWire. Co-founder TopCoat (acq. by @snyksec)
Edwin Sifuna @edwinsifuna
1.4M Followers 646 Following Partner, E. Sifuna & Associates Advocates, Senator, Nairobi County.
The United Greater So... @UGSP1
2K Followers 710 Following
A Crafty Wanjiru @Kanjoor0
12 Followers 9 Following Pivoting Gift Curator. Handmade. Multicraft artist. Nyama na waaru. Woman of many faces and phases. Dynamic Mall ML132
Kevin Ngo @kevin_t_ngo
11K Followers 427 Following Creative coding with AI. Not endorsing any coins.
T33 @t33luvsball
187 Followers 193 Following Replying to all tweets that excite me Thinking out loud on here
Rede @Rede435306
172 Followers 362 Following
Rasta @ChegeVic_254
571 Followers 497 Following High value crops agronomist and farmer. 👨🏾🌾 Farm planning and management. 🌱 Trained on GAP and international production standards. Reggae 🎵 🎶
John Seno @jjseno
1K Followers 7K Following Co-founder & Director of Finance & Strategy at OTB Africa. CEO at Seno Group Limited. Avid Reader. Cyclist. Christ Follower.
#MjengoDoc @Torooti
3K Followers 3K Following #Tikiposts - Durable plastic fencing posts 0700-939-645 #Sunwater prepaid water meters 0708-752-224
Beutah Maroko M. @BBeutah
4K Followers 3K Following Fractional CTO for community banks & credit unions. Ran trading desks, built and sold a company, now building DeskIQ on AWS.
MSB @magshado
521 Followers 3K Following
Look This One @angaliahuyu
644 Followers 1K Following MotoADV. Hinged. Unconventional. Views are the result of psychedelic use and are entirely my own & do not represent any of my affiliations. Talks Infra
Auline Paul 🇰🇪 @Auline_Paul_Ke
1K Followers 1K Following Wuod Nyaugenya🎤 Singer//songwriter//Producer 🇰🇪 🇺🇸 Environmental scientist 🪴 https://t.co/aApSO9WREi
Grays⚓️ @Bray_N7
1K Followers 5K Following Craftsman on SDG 5 | SDG 6 | SDG 8 | Turning challenges into craft | Engineer & Impact Builder ⚓️
Karima @KarimaDigital
13K Followers 2K Following Building emotional tech that meets you where you are 🌿 | Crash Out Diary· 191K users · As Seen On: Business Insider, Afrotech, Essence, Pop Sugar
Rashid Abdi @RAbdiAnalyst
487K Followers 6K Following Researcher/Analyst, Horn of Africa, Middle East. Defence, Security, Politics, Major Power Competition, Strategy, Forecasting, Humour, Cuban Cigars. Views mine
Bastian Hinterramskog... @BastianHinter
901 Followers 1K Following Entrepreneur + VC + researcher (PhD TUM) | Enjoys all things #deeptech, sports (🚴🏼🏃🏔🎿), music (techno, classical, .. ) & a friendly banter
Caleb Jephunneh @Code4jeph
3K Followers 779 Following I won young CEO of the year award 2025 — Just won startup of the year award in Pakistan 26’
Irungu Kang'ata @HonKangata
660K Followers 4K Following Murang'a Governor, PHD (law) Graduate from the University of Nairobi & Managing Partner, Irungu Kang'ata & Co Advocates. God Above Everything.



























































