Friea Berg @friea
Head of Growth & Strategy, Snorkel AI. Opinions mine. twitter.com/friea San Francisco, CA Joined September 2008-
Tweets7K
-
Followers2K
-
Following531
-
Likes43
Thanks @SnorkelAI for the great tasks and especially @fredsala, Tom Walshe, and Jeong Shin for the collaboration Terminal-Bench 2.0 on the horizon 👀 + some other exciting releases!
We're excited to announce Snorkel's role as one of the top contributors to Terminal-Bench 2.0! Terminal-Bench has quickly become the gold standard for evaluating AI agent capabilities in terminal environments—and we're helping build the next generation. 🔗 snorkel.ai/blog/evaluatin…
@phoebethacker Congratulations to the entire team - love the diversity of occupations! Looking forward to insights on how different models perform on practical every day tasks.
-2016 (classic era): focus on data efficiency 2017-2025 (pretraining era): focus on compute efficiency 2026-: focus on data efficiency (again) The standard Transformer paradigm is optimized for compute efficiency. As we look at data efficiency, we'll see very different design decisions, which will be exciting!
Since compute grows faster than the web, we think the future of pre-training lies in the algorithms that will best leverage ♾ compute We find simple recipes that improve the asymptote of compute scaling laws to be 5x data efficient, offering better perf w/ sufficient compute
Are you exploring building RL environments for agentic use cases? Here's a good breakdown of misconceptions to avoid surprises.
Lots of chatter about agentic/RL simulation environments recently! Some key misconceptions (slightly caricatured): >> Building RL envs is easy, because you just code up a verifier quickly, and let the model do the tough data generation on its own! - Usually, this boils down to
@nickaturley Just sent to my college freshman - these are really, really good! Thank you for sharing
@united help! I’m stuck in Malaga trying to get home to California. Last night’s flight was cancelled, today’s rebooked flight is delayed on outbound to Newark. System rebooked me & split tickets. Local gate can’t help
help! I’m stuck in Malaga trying to get home to California. Last night’s flight was cancelled, today’s rebooked @united flight is delayed on outbound to Newark. System rebooked me & split tickets. Local gate can’t help.
1/ Super excited to deepen our partnership with @Azure! Most real-world use cases end up being blocked on the data. Solve data-centric development with @SnorkelAI , then connect seamlessly to Azure AI for model development and serving: snorkel.ai/snorkel-ai-par…
MyPOV - You know the #AI / #ML transformation has hit the mainstream when... a European / German (fair - high tech) company - presents in the US... #SplunkConf
"Travel is the cure to ignorance." Brilliant quote from @CarnivalCruise CEO at @Splunkconf #keynote.
Starbucks using Splunk ES for years and together with Phantom over 2 Years! Please continue to protect my coffee ☕️ yummy waiting for a break to get one #splunkconf18 #siem #protectthebusiness
@sfmta_muni @NorthBeachNow @SRESproductions @SFGate @sfchronicle @ESernoffsky Watching the traffic fiasco at Kearny & Vallejo due to poor @sfmta_muni office placement. Sigh.
SF North Beach festival - @sfmta_muni officer ignores oncoming traffic and illegal u-turns to enjoy the sun. @NorthBeachNow @SRESproductions pls fix this next year #abc7now @sfgate @sfchronicle @esernoffsky
SF North Beach festival - officer ignores oncoming traffic and illegal u-turns to enjoy the sun. @NorthBeachNow pls fix this next year
Tom Mendoza @TomMendozaTalks
19K Followers 5K Following Frmr Pres. & Vice Chairman @NetApp. BM of Varonis and Vast Data. Proud of Mendoza College of Business. Grateful for health & love of my family & friends
Dave Alexander @ucs_dave
2K Followers 459 Following Data center plumber. My tweets are my own. Repost or fav is not endorsement. Jeeps and camping and beer and stuff. W5WLF
Todd Scalzott @tscalzott
4K Followers 1K Following Working on being human since 1965. Tweets on virtualization & other tech that interests me; cooking; cycling; other things (see 1st sentence).
Christopher Kusek �... @cxi
20K Followers 19K Following Founder, CTO, Tech Evangelist, vExpert, Google Insider, Cloud, Ninja, Vegan, Husband, Father, Cat, Humorist, Award Winning Author, Researcher, Taco, ML/AI
vmiss @vmiss33
14K Followers 6K Following Enterprise Architect. AI Infrastructure. Electrical Engineer. #VCDX-236 @e2eea_global. ransomware is a disaster.
Blue Shift Blog @BlueShiftBlog
2K Followers 2K Following Cloud, IT, and Business. Some politics, philosophy and bad jokes too. Microsoft Alumnus. Iowa Caucus winner. Bucks in six.
Kate @KatiesG
1K Followers 5K Following IT | Start-up | Channel | 100% girls and dogs. All views clearly my own (or retweets of someone else’s). Don’t correct my grammar. #vastronaut #universalstorage
Jeff @fryguy_pa
8K Followers 5K Following CCIE R&S, JNCIE-ENT/SEC, DVC Member, Ford Mustang, Father, Son, & Husband. Tweets are my own and mine alone. JNCIE Workbk https://t.co/2qBqrD1CJG
Adam Baum @the_AdamBaum
314 Followers 215 Following Formerly an IT Guy from the public sector. Now I do the 3 P’s: Product Management, Program Management, and Product Owner. Tweets are mine.
Keith Norbie @keithnorbie
3K Followers 2K Following WW Solutions GTM Leadership @ NetApp, vExpert. Successfully part of 2 acquisitions. Bringing future to present. Skol Vikings! Tweets are my own.
janis schneider @janissc18094712
4 Followers 119 Following
Adarsh Pandey @AdarshP85535231
0 Followers 20 Following
Chris Glaze @chris_m_glaze
1K Followers 4K Following Principal Research Scientist at @SnorkelAI. PhD in computational neuroscience. Previously: @penn @UofMaryland
Cameron Ryan @Cam_RyanAI
13 Followers 108 Following @SnorkelAI delivers Data-as-a-Service to power the frontier LLMs & enterprise AI with high quality labeled data - boosting accuracy, speed, & adoption.
Fred Sala @fredsala
2K Followers 826 Following Assistant Professor @WisconsinCS. Chief scientist @SnorkelAI. Working on machine learning & information theory.
Vawgal @Vawgal0606195
81 Followers 3K Following
Craig Crandall @craig_crandall
35 Followers 136 Following
Jana Rodriguez Hertz ... @janarhertz
25K Followers 2K Following Mathematician based in Shenzhen 🇨🇳. Former Editor CSF, Elsevier. I post abt 🇺🇾🇦🇷🇨🇳🇺🇸.
Smairth @SmairthWby7
55 Followers 4K Following
McNewnea @McNewneaMhZ
61 Followers 7K Following
Geighl @Geighl190146
57 Followers 3K Following
Cate Lochead @CateLochead
7 Followers 51 Following
Stephanie Horbaczewsk... @iamsteph
19K Followers 3K Following Building Multimodal Models LLMs for eCommerce @ https://t.co/jQ0lYh4zXh, 2x founder 9-figure exit, YPO, FC Most Creative, Emmy Nom
Will Huang @wheeliamhuang
318 Followers 542 Following eng leadership @snorkelai @vectordao | past: @lyfteng @stanford @hackwithtrees
Maheedhar Gunturu @Vanguard_space
1K Followers 5K Following Mahee is a father, technologist, and a builder - formerly @aws @zscaler @smartthings @scylladb @mapr @VoltActiveData @qualcomm
CloudAtlas Inc. @cloudatlasinc
752 Followers 3K Following #CloudAtlas® Provides a suite of #Azure-based #Cloud Migration tools help you with #cloudmigration and #cloudmanagement.
Heather Feinstein @hcfein
85 Followers 2K Following
Marko Tasic @mtasic85
609 Followers 2K Following System Architect. Software Dev. AI/ML Specialist. Tech Consultant. SMBs & Enterprises. Opinions are my own. CEO/CTO at @tangledgroup
Kushagra Jain @Kushagra2411
13 Followers 383 Following Heading partnerships @blocks_q Access 50% more affordable GPU infrastructure at scale with https://t.co/be4O9bfU1S
Nick Harvey @NicksHarvey
447 Followers 510 Following #opensource and #machinelearning enthusiast who's always hacking around on something.
Fred Bliss @fblissjr
553 Followers 2K Following ◎ fractional cto & ai (👉 DM for inquiries) 🔎 (prev: founder @ Aptitive, acquired 2021; applied ai @ vantage discovery) 📈 20+ years experience midmarket ent
Ahilan Easwarachandra... @AhilanEaswarach
738 Followers 4K Following Account Executive at PacketFabric
Ableversity @Ableversity
315 Followers 2K Following Georgia based 501(c)(3) non-profit offering Splunk training at affordable prices.
Evan Javier @AussiHub
426 Followers 915 Following #writer #blogger #digitalmarketingexpert Email id - [email protected]
Yves Mulkers @YvesMulkers
99K Followers 77K Following Data DJ │ AI & Data intelligence from 200K+ sources │ Daily signals → https://t.co/IKxe8yyr6D │ 7wData founder
Adriana Scalora @AdrianaScalora
2K Followers 2K Following Tech + Partnerships + AI | Sign up https://t.co/yN5C6bEBoI for Partner GTM Leaders | Ecosystems | CRN Power 100 | Growth. Kaizen. Family & nature.
Deadlypirate @abhilashhb
538 Followers 488 Following
Georgann White @georgann_white1
59 Followers 313 Following Splunk Observability. French bulldog mom 🐶 Latest adventure: Denver 🏔 slowly becoming outdoors-y
David Davis @davidmdavis
17K Followers 13K Following Tech Author @Pluralsight and @LI_Learning, 15 x vExpert, VCP, VCAP, CCIE# 9369, & AWS Certified. #VMware #Kubernetes #Cloud. Co-Founder of @ActualTechMedia
HYCU, Inc. @hycuinc
5K Followers 4K Following The #1 AI Resilience Company. We protect 100+ workloads, then turn that data into intelligence with HYCU aiR.
Simon Taylor @simonHYCU
6K Followers 3K Following CEO at @HYCUInc. Global Foodie. Focused on the next-generation of #DataProtection and simplifying #MultiCloud. Be kind.
Apurva More @securitythought
19 Followers 83 Following
zoomies.llamafile @snappercayt
2K Followers 5K Following yet another angry foolish man | tweets can be unoriginal
Robert @Robert25069829
12 Followers 193 Following Talking about robert, I'm honest, lovely , cheerful and calm, just here to meet friends.
Global Big Data Confe... @bigdataconf
9K Followers 4K Following The Future of Healthcare is AI. Be Part of the Global AI in Healthcare Virtual Conference 2026 featuring industry experts, healthcare executives - Register now!
John Rushworth @JohnRushworthIT
290 Followers 1K Following Enterprise Technology Consultant London. Guiding organisations through change. Q Associates. #Bigdata #Cloud #ITinfrastructure #ITStrategy #security #splunk
Clean Acct @CMartinKeener
20 Followers 144 Following
Julio Calderon #iwork... @juliocus
1K Followers 5K Following Innovative and seasoned Latinx high-tech industry expert. Building technology solutions to business challenges, goals, and problems. Fun and consultative.
Antonio Lupo @antoniolupo
2K Followers 4K Following Marketing, PR, Comms, IT, Storage, Data, Cloud, Events, Social Media, Travelling, Cooking, Politics. Working @NetAppEMEA Thoughts expressed here are my own.
13Fields @13FieldsUK
102 Followers 505 Following The new kid on the block.... #Splunk Consultancy with a difference Tweeting our goings on in the work of #Cyber & #Technology. Tweets by @Guitaraholic mostly!
Jason Puhr @jasonpuhr
249 Followers 1K Following
metricsdatalabs @metricsdatalab1
4 Followers 32 Following Splunk Enterprise Support, Splunk Enterprise Security, Splunk Development
Carol Chui @karolmeryl
16 Followers 94 Following
RHONDOS — Secure & ... @Rhondos
31 Followers 70 Following Upcoming SAP migration? https://t.co/0g68tshcbZ
Tom Mendoza @TomMendozaTalks
19K Followers 5K Following Frmr Pres. & Vice Chairman @NetApp. BM of Varonis and Vast Data. Proud of Mendoza College of Business. Grateful for health & love of my family & friends
Dave Alexander @ucs_dave
2K Followers 459 Following Data center plumber. My tweets are my own. Repost or fav is not endorsement. Jeeps and camping and beer and stuff. W5WLF
Ashley Willis (McNama... @ashleymcnamara
65K Followers 276 Following Senior Director of Developer Relations @GitHub.
Todd Scalzott @tscalzott
4K Followers 1K Following Working on being human since 1965. Tweets on virtualization & other tech that interests me; cooking; cycling; other things (see 1st sentence).
Michael Cade @MichaelCade1
24K Followers 9K Following Global Field CTO | Lead Technologist @Veeam - Kubernetes, Cloud-Native, DevOps & Data #90DaysOfDevOps 👨🏻💻
Christopher Kusek �... @cxi
20K Followers 19K Following Founder, CTO, Tech Evangelist, vExpert, Google Insider, Cloud, Ninja, Vegan, Husband, Father, Cat, Humorist, Award Winning Author, Researcher, Taco, ML/AI
Scott S. Lowe @scott_lowe
23K Followers 143 Following An IT pro focused on cloud, Kubernetes, Linux, & networking. Author, blogger, speaker, Christ-follower. Wife=@crystal_lowe, Work=Isovalent/Cisco, Opinions=mine.
Jeff @fryguy_pa
8K Followers 5K Following CCIE R&S, JNCIE-ENT/SEC, DVC Member, Ford Mustang, Father, Son, & Husband. Tweets are my own and mine alone. JNCIE Workbk https://t.co/2qBqrD1CJG
Adam Baum @the_AdamBaum
314 Followers 215 Following Formerly an IT Guy from the public sector. Now I do the 3 P’s: Product Management, Program Management, and Product Owner. Tweets are mine.
Keith Norbie @keithnorbie
3K Followers 2K Following WW Solutions GTM Leadership @ NetApp, vExpert. Successfully part of 2 acquisitions. Bringing future to present. Skol Vikings! Tweets are my own.
vincent sunn chen @vincentsunnchen
1K Followers 436 Following research & founding team @SnorkelAI. previously, @StanfordAILab, @hazyresearch.
Henry Kiss Ehrenberg @henryehrenberg
224 Followers 136 Following co-founder + engineering @SnorkelAI
Dan Oersnes-Leeming @doersnesleeming
221 Followers 1K Following
Kari Hodgson @karihodgson
106 Followers 620 Following
Chris Glaze @chris_m_glaze
1K Followers 4K Following Principal Research Scientist at @SnorkelAI. PhD in computational neuroscience. Previously: @penn @UofMaryland
Fred Sala @fredsala
2K Followers 826 Following Assistant Professor @WisconsinCS. Chief scientist @SnorkelAI. Working on machine learning & information theory.
Incynthia Truong @_Incynthia
32 Followers 70 Following
clem 🤗 @ClementDelangue
353K Followers 5K Following Co-founder & CEO @HuggingFace 🤗, the open and collaborative platform for AI builders
Alex Ratner @ajratner
7K Followers 690 Following @SnorkelAI @uwcse / prev @StanfordAILab – Interested in data management systems for machine learning, weak supervision, and impactful applications.
Braden Hancock @bradenjhancock
2K Followers 283 Following AI researcher, builder, investor; co-founder @ SnorkelAI, evals lead @ Meta, research partner @ Laude. Helping AI researchers turn research into companies.
Tyler Rosenberg @tyler_snorkelAI
2 Followers 45 Following Helping organizations leverage AI & ML to innovate their business
Snorkel AI @SnorkelAI
17K Followers 317 Following Frontier AI Data Lab advancing AI through better data
Cameron Ryan @Cam_RyanAI
13 Followers 108 Following @SnorkelAI delivers Data-as-a-Service to power the frontier LLMs & enterprise AI with high quality labeled data - boosting accuracy, speed, & adoption.
Alex Shaw @alexgshaw
2K Followers 651 Following Hacking on @terminalbench and @harborframework. Founding MTS @LaudeInstitute. Formerly Google. BYU alum.
Phoebe Thacker @phoebethacker
821 Followers 773 Following Human Data @OpenAI, Ex Data @ Google DeepMind
X Freeze @XFreeze
230K Followers 2K Following
bettersoma @bettersoma
29K Followers 4K Following
Vi Tran @viitrannn
822 Followers 757 Following Product @splunk. Formerly @newrelic @accenture. Made in Vietnam. Immigrant. Views are my own.
Doug Merritt @douglasmerritt
5K Followers 342 Following CEO @ Aviatrix. Thinking about cloud, AI, security, and what comes next. Husband, father of four, athlete, and lifelong believer in technology’s impact.
Louise Radoor Larsen @LouiseRadoor
579 Followers 2K Following Cyber Marketing | Helping B2B scale-ups build through market complexity and scale faster with AI, GTM strategy, and DG that drive €Ms in revenue. #HireLouise
manwhohasitall @manwhohasitall
192K Followers 1K Following Satire account. Satirising the patriarchy since 2015. Agent [email protected] Facebook, Insta, Bluesky. New book Flipping Patriarchy out now.
Ammar Maraqa @amaraqa
205 Followers 113 Following Tech guy. Husband and father of two. Politics junkie; Amateur Foodie. My comments are my own
Todd Meister @tomeiste
733 Followers 238 Following Senior Vice President, Global Partners & Alliances - Zscaler Inc. - University of Wisconsin Madison Graduate
Frank Jimenez 🔜 NA... @RealFrankJ
2K Followers 2K Following ⚡️ Cisco Data Center pro by day. 🚀 Team Rocket Boss by weekend. Modernizing networks and stealing your Pokemon. #PlayPokemon #TeamRocket #CiscoLife
John S. @sayer_john
113 Followers 911 Following
Brooke Cunningham @Channel_Chick
2K Followers 1K Following CMO @ inriver; Canadian living in the U.S.ofA, striving to see the whole world, one country at a time. 🇨🇦 (comments are my own)
dave schwartz @davidsch96
158 Followers 167 Following
Michael Zuber @ZuberGoToMarket
605 Followers 431 Following Focused on Go to Market Strategies that make a difference, never satisfied and hate to lose more than I like to win. 100% of my Tweets are my own thoughts.
Jesse Ameli @triameli
235 Followers 194 Following Cisco Sales Director. Helping customers digitally transform their business. Family, Soccer Coach, YMCA AG, Retired Triathlete, Snowboard, Surf
Dave Kloempken @dave_kloempken
58 Followers 67 Following
Jeremy Foster @fostercomputes
538 Followers 382 Following SVP/GM @Cisco Compute. Passionate about building teams and tech to solve problems for customers and communities. Dad. #datacenter guy. #90srock enthusiast.
elin enmark @ElinEnmark
73 Followers 204 Following
Nella Koponen @NellaKoponen
889 Followers 2K Following This is me following my interests: digital world, environment, food, books, life, politics, investments.
Daniel A. Cabrera, M.... @LatAmDC
413 Followers 849 Following Sales & biz dev pro for cloud, software, security & more. Multi-lingual, musician, too. Tweets my own. #SolveForSuccess #UnityThruCommunity
Sherry Lowe @sherrytechie
577 Followers 2K Following Silicon Valley Marketing Executive. Former TV Sportscaster. Into Books, Music, Movies, and Emily Dickinson.
Darren Williams @MrCiscoUCSX
461 Followers 280 Following UCS Platform and Solutions Global Sales Director at Cisco Outside of work, keen golfer and I follow both types of football Arsenal and Colts supporter
Dave Froh @davefroh
143 Followers 188 Following
Denny Trevett @dtrevett
1K Followers 445 Following VP, Global Sales Specialists Strategy & Planning @Cisco. Father of 2 wonderful, young women. These tweets are my own.
Hugues De Pra @hdepra
341 Followers 116 Following IT professional looking @ tech & innovation through its business & social impact. #Transformation #Platforms #AI #Cloud #FSO #DesignThinking Tweets are my own.
Eric Joseph @ericjoseph61
924 Followers 903 Following Partner and Field Marketing Leader #cybersecurity #SOC #Dad #Husband #infosec #handler
Karthik Karupasamy @karthik8119
59 Followers 356 Following Product Manager | Cisco Intersight | Tweets are my own
Christopher Ginder @cjginder
300 Followers 361 Following Americas Southeast Managing Director | Board Member I Proud Texas-Ex | Hoya | Technologist

















