Janfiolayer.com @notegradeAI
Your Personal AI Learning Assistant janfio.com St Louis, MO Joined August 2025-
Tweets523
-
Followers8
-
Following81
-
Likes136
Proud to share Janfio.com was selected for WashU’s Skandalaris Summer Programming 🚀 skandalaris.wustl.edu/skandalaris-su… Building AI-powered healthcare learning.
Most AI startups don’t have an AI problem. They have a control problem. Users don’t care about your model. They care about what it says. Janfiolayer.com #AI #LondonTech #UKStartups
If your AI output isn’t monitored in production… you’re guessing. And guessing doesn’t scale. Janfiolayer.com #AI #DevTools #UKTech
One bad AI response 100 good ones That’s how trust actually works. Janfiolayer.com #AI #LondonStartups #Product
Everyone’s shipping AI fast. Very few are asking: “what happens when it’s wrong?” That’s the real product question. Janfiolayer.com #AI #UKAI #StartupUK
Prompt engineering won’t save you in production. Monitoring will. Janfiolayer.com #AI #MLOps #LondonTech
Your AI isn’t “mostly right.” Your users remember the one time it wasn’t. That’s the problem. Janfiolayer.com #AI #UX #UKStartups
Shipping AI without evaluation = shipping blind. Works in demos. Breaks in real life. Janfiolayer.com #AI #Engineering #LondonDevelopers
The hidden cost of AI: not compute not infra 👉 bad outputs Most teams ignore it. Janfiolayer.com #AI #SaaS #UKTech
AI is not “set and forget.” It’s: monitor → evaluate → correct → repeat That’s the layer nobody talks about. Janfiolayer.com #AI #Innovation #LondonTech
If you’re scaling AI without guardrails… you’re scaling risk. Simple as that. Janfiolayer.com #AI #Founders #UKAI
Everyone is racing to build better AI. Almost no one is fixing the real problem: 👉 You can’t trust the output. That’s why we built JanfioLayer — the system that decides what AI is allowed to ship. janfiolayer.com #AI #LLM #BuildInPublic
The AI stack is evolving: Models → crowded Apps → everywhere Trust layer → missing JanfioLayer sits at the last mile: ✔ ship ⚠ review ❌ block janfiolayer.com #GenAI #AIInfrastructure #Startups
AI doesn’t fail loudly. It fails silently. That’s what makes it dangerous in production. JanfioLayer catches failures before users see them. janfiolayer.com #AI #AIEthics #MachineLearning
Stripe solved payments. Cloudflare secured the internet. We’re building the trust layer for AI. 👉 The system that decides what outputs are safe to ship. janfiolayer.com #AIStartup #SaaS #FutureOfAI
Every AI product today: Prompt → Model → Output → 😬 → User That 😬 moment is where things break. JanfioLayer replaces it with: Prompt → Model → ✅ Verified Output janfiolayer.com #LLM #AIProduct #Tech
Better prompts won’t fix AI reliability. Better models won’t either. What we actually need: 👉 a control layer between AI and users That’s what we’re building. janfiolayer.com #AI #GenAI #Startups
We’re building JanfioLayer: Real-time AI output evaluation Model-agnostic Runs in production Decides what actually ships Think: middleware for AI trust janfiolayer.com #Developers #AIInfrastructure #SaaS
Most AI startups ask: “How do we generate better outputs?” We’re asking something harder: “How do you decide if the output should exist at all?” (1/) janfiolayer.com #AI #StartupTwitter #BuildInPublic
If you’ve deployed AI in production, you’ve seen this: hallucinations inconsistent answers silent failures Now imagine catching all of that before users see it. janfiolayer.com #AI #ML #TechStartups
Olayemi Saheed A @OlayemiSaheedA
169 Followers 759 Following
Fatai Ilesanmi @fatai_ilesanmi
78 Followers 704 Following Palaeoclimatologist, Meteorologist, Data Analyst, caver, and Environmentalist.
ARIJE Jay Abbey 🛠�... @d_opulence
420 Followers 6K Following If you can’t avoid war, at least choose the battlefield – particularly in the war of ideas. ✍️
Alajiki Temilola @Temilolasayo
23 Followers 68 Following
Mrs. Bienhoff @jeanbien50
1K Followers 2K Following Retired Special Education teacher, proud mom, and ecstatic grandma!
Missouri State Highwa... @MSHPAlerts
81K Followers 0 Following The MSHP Alerts account is used for the dissemination of flyers concerning AMBER/Blue Alerts. Updates for active MO alerts will be posted as details are known.
Femi @Femi_sorry
386K Followers 3K Following Femi Oluwole 🇬🇧Law grad Don't like when my government abets genocide 🍉 https://t.co/vumLBkQRxS Writer and Campaigner Media enquiries: By Direct Message
TechRound @TechRoundUK
6K Followers 1K Following The UK's fastest growing tech & startup news site. We shape & influence opinion. For interview & press opportunities email: [email protected]
John Werũ II @werucome
316 Followers 1K Following Two roads diverged in a wood, and I— I took the one less traveled by, And that has made all the difference.
Fatai Ilesanmi @fatai_ilesanmi
78 Followers 704 Following Palaeoclimatologist, Meteorologist, Data Analyst, caver, and Environmentalist.
Mark Essien @markessien
186K Followers 2K Following 🛠️ Tech in Africa, Coder Training, Hospitality Tech and now also AI.
AltSchool Africa @AltSchoolAfrica
93K Followers 6 Following Africa’s leading online school, accredited by UK’s ASIC. Flexible programs giving millions the skills to thrive. To report issues, use the portal.
Mazi Chukwuma Jason N... @JasonNjoku
153K Followers 1K Following Husband, father, philosopher, capitalist Ironman 70.3 triathlete. Impose ta chance, serre ton bonheur et va vers ton risque. A te regarder, ils s’habitueront
Chisom Nwokwu🌟 @tech_queen
86K Followers 634 Following God’s Special Princess✨• Multi-Published Author • ex-@Microsoft • MSc AI @GeorgiaTech • Building @joincohorts_
Ada Nduka Oyom @Kolokodess
72K Followers 341 Following Feminist. Founder & Executive Director @shecodeafrica | Co-founder @osca_hq | NonProfit & Digital Equity Strategist | Board Director | Global Speaker
Odogwu Machalla @unicodeveloper
112K Followers 18K Following Reflection. Imitation. Experience. Artificial Intelligence.
Samson Goddy @Samson_Goddy
42K Followers 743 Following
Benjamin Dada @DadaBen_
33K Followers 995 Following I rant about tech, startups, and fintech in Africa. Founder of @thecondia and Convener of The Borderless Experience. #TBEbyCondia
Big Nenz ✨ @AdoraNwodo
140K Followers 971 Following Platform Engineering Manager 👩🏽💻• @NexaScaleHQ 💛 • @GeorgiaTech @StanfordGSB @MichiganRoss 🎓 • Engineering Author (7 books) 📚
Big Sheddy 🦅 @coder_blvck
40K Followers 975 Following i chase complex ideas and return with simple, honest notes | building @pullbase
Techpoint Africa @TechpointAfrica
90K Followers 131 Following Subscribe to Techpoint Digest for your daily dose of essential news and insights on African tech at https://t.co/Je94UwCEw5
Adewale Yusuf @AdewaleYusuf_
73K Followers 2K Following Media, EdTech, Talent | Founder @AltSchoolAfrica, @TalentQL @Techpointafrica |Book a chat https://t.co/SllM5zfcnF
TechCabal @TechCabal
155K Followers 2K Following A pan-African publication chronicling innovation and tech developments in Africa
Teesside Live @TeessideLive
114K Followers 410 Following The latest Teesside, North East and North Yorkshire news, sport, weather and events from Teesside Live. We're also on Facebook https://t.co/yO7DABeSZI
Melissa Kumanski @MelissaKumanski
5K Followers 4K Following 🍎 3rd Grade Teacher 🥳 Year 26 🏆 2022 Site TOTY 🐝 Kappa Delta Pi 🚀 Donors Choose Ambassador https://t.co/dlW7TOzVBo ⭐ ClassDojo Mentor
teachinTN @teachintn88
6K Followers 6K Following Teacher, Mother, Wife, Sister, Friend, Christian.. loves the beach and to read!! #clearthelist no dms!!
Kristi ❤️🏝☀�... @CherishToday08
6K Followers 3K Following @alaneadamsbooks #1Fan 📖Between the Pages Teacher Ambassador 📖 Private Account-sub teacher, travel agent, mom
Jessica Muilenburg @Jmuilenburg6
11K Followers 5K Following 6th gr. teacher in Idaho, trying to make a livin’ while raisin 4 boys #clearthelist https://t.co/Q306w1nfe7
MiddlesbroughCouncil @MbroCouncil
19K Followers 947 Following Welcome to the latest news from Middlesbrough Council. For queries visit https://t.co/uHgm0QDdX5 Main switchboard: 01642 245432.
Steve Hargadon @stevehargadon
20K Followers 2K Following Learning Revolution Project, Classroom 2.0, Library 2.0, Future of Education, & Reinventing School. https://t.co/hHt2MzrShz.
joycoffee @joypcoffee
31K Followers 24K Following democrat. retired teacher. dogs. coffee. books. yarn. candles. pumpkins. naps. soup. plants. obama. peace.
Candice @EDU_Candice
738 Followers 369 Following Special Education | Stroke Survivor | #ENDALZ | @LSUwbkb fan
Mrs. Bienhoff @jeanbien50
1K Followers 2K Following Retired Special Education teacher, proud mom, and ecstatic grandma!
Coach Tatur @CoachTatur84
13K Followers 11K Following Staying connected with my athletes...Once a Coach, Always a Coach. Commitment to Excellence Venmo: Mtatur84
SciPi @SciPiHarvey
20K Followers 13K Following #clearthelist #3rdGrade #Math #Science #educator #love #beautiful #follow #SJsCash2021 #VeteranSpouse #amazon #VeteranFamily
Judy Janecek 💙 @JanecekJudy
5K Followers 3K Following #special educator #Autism SPED Teacher. Wife, Mom of 3, and 2🐶. Pats/REVS. 💙https://t.co/9CYEUTVLtI💙 $JudyJanecek https://t.co/gcfkfshQzS 💙
Maye Musk @mayemusk
1.5M Followers 215 Following Doctor of Dietetics 👩🎓 Supermodel 😉💃 [email protected] Author: A Woman Makes A Plan 📖 +Sept 2026 TIMELESS 📖 Pre-order: https://t.co/W9KRc2KNbf
Sheila Escobedo Gt @EscobedoGt
645 Followers 363 Following -Google Certified Trainer and Innovator- Leader GEG Guate Centro -Wakelet Ambassador - ISTE+ASCD Certified Instructional Leader -ISTE+ASCD Community Leader
SteelCityTeacher @SteelCityHelps
25K Followers 21K Following GirlDad & Husband ❤️, Grade 6️⃣, Math Teacher📚, EdTech 💻, Year 2️⃣0️⃣, Coach ⚽️, #clearthelist, #donorschoose
Tokyo @otokyo
74K Followers 23K Following 🏹 Archery Queen 🥇 | World #1 🌍 | Inspiring the world one arrow at a time | Passion for precision, power, and perseverance | Dreamer, Believe. Conquer.
Mark Carney @MarkJCarney
719K Followers 795 Following Prime Minister of Canada and Leader of the Liberal Party | Premier ministre du Canada et chef du Parti libéral
Keir Starmer @Keir_Starmer
2.4M Followers 388 Following Prime Minister of the United Kingdom. Labour MP for Holborn and St Pancras and Leader of the Labour Party. Former Director of Public Prosecutions.
Bethany Hill🌟#Joyf... @bethhill2829
59K Followers 19K Following She/Her• Teacher•School Systems Support Specialist•Former Principal•SEL•Diversity•Equity• Inclusion•Belonging•Brain-Aligned Schools •Sports Buff🐗
Todd Whitaker @ToddWhitaker
147K Followers 54K Following Focus on Leadership, Teaching, Motivation. Written 65 books inc What Great Teachers Do Differently, Shifting The Monkey, Your First Year, School Culture Rewired
Evan Robb @ERobbPrincipal
40K Followers 7K Following Educator, TEDx Speaker, Corwin Author of Aiming High and The 10-Minute Principal, “Sous les pavés, la plage ” -Audere est Facere-
𝐁𝐫𝐚𝐝 𝐉... @DrBradJohnson
140K Followers 20K Following 🎤Internationally recognized leader in Relational Leadership. | Ranked #2 Global Guru in Education 🏆 | speaking: https://t.co/fdqIqNr3xR
૮ℓαµ∂เσ ƶ... @ClaudioZavalaJr
14K Followers 8K Following 👨🏾💻 Education Evangelist @Adobe 📚 Storyteller 📷 YouTuber & Photographer 🎬 SciFi Nerd 🥁 Drummer 🚵🏾 Mountain Biker
Danny Steele @SteeleThoughts
115K Followers 11K Following Educator / Motivational Speaker / Leadership Coach / Author / I love students, teachers, culture, leadership, and public education. That’s what I post about.
Diane Mosko @MrsMosko
513 Followers 1K Following Mommy👭, Wife❤️, Assistant Principal 🦅, Educator 🍎 , Lifelong Learner📚
Mel A @fungooli
6K Followers 5K Following She/Her.IB MYP & DP Maths Teacher. 🎾- 🏕. 📍🇲🇼 | GCE 1+2 #GEGMalawi Leader. #Wayground Ambassador & Super Trainer. ACE Leader. #Edpuzzle Trainer & Ambassador
𝐂𝐡𝐫𝐢𝐬�... @Principal_H
18K Followers 12K Following 👉Educator, Consultant, Presenter #Robotics #Autism #STEM 👉Organizer @SpEdCampNJ 👉Constantly referring to yourself as a "Thought Leader" is a cry for helpYou might like
