Peter Sutor Jr

@servamind Welcome aboard Dave!

We’re delighted to welcome Dave Joshua as an Advisor to Servamind. Dave has spent more than two decades building, leading and advising technology companies through moments of real inflection — when invention has to become execution, and when deep engineering has to become lasting enterprise value. His background spans AI, SaaS and infrastructure, with experience ranging from company building and global team leadership through to capital formation, partnerships, commercial strategy and strategic transformation. He has had a direct hand in building and scaling two unicorn companies, raised and structured more than $350 million in venture and strategic capital, bought and sold businesses, and helped drive more than $100 million in annual recurring revenue. He also brings a rare full-stack perspective: from models, fine-tuning, inference and training economics, down into GPU, systems and data-centre realities, and back up into workflow transformation, monetisation and go-to-market execution. At Servamind, Dave will help us think through how frontier technical advantage can become scalable commercial systems, durable category positioning and long-term enterprise value. We’re thrilled to have him with us. servamind.com

@servamind Awesome stuff

Tomorrow at 6pm ET We'll be doing a Q/A live space with Mr. Andrew Coward, expert on neuroscience, in our Lessons from Bio to AI Series on Prospective memory. See the pre-recording lecture now! Hope to see you all there!

@alignment_lab x.com/i/spaces/1MJgN…

Enormous, imo.

Encode once, compute anywhere

Pied Piper that works arxiv.org/abs/2601.09124

Tired of pre-processing your data? Us too... Use Serva Encoder to forever pre-process any data for any AI.

Servastack means no more padding, any shape, for mixed datasets, all to one file format, all to one AI without messy reshaping. Auto-pad is here.

AI teams spend 80% of their time on data prep—not building models. We built .serva: one data format that works with any model, on any hardware.30-374× more energy efficient. 4-34× compression. No retraining needed. The bottleneck shifts from infrastructure to imagination.

Your AI team isn't slow because of your models. They're slow because 80% of their time goes to data wrangling. .serva collapses months of preprocessing into a single encoding step. Any data → any model → any hardware See the architecture: arxiv.org/abs/2601.09124

We're looking for pilot partners to validate .serva in production. If your team: Trains models regularly Fights data preprocessing bottlenecks Wants 30-374× energy efficiency without retraining Let's talk. Early partners shape the roadmap. DM us or: info@servamind.com

Our new website is live. servamind.com One format. Any model. Any hardware. See how .serva eliminates data chaos and slashes compute costs by 96-99%. The infrastructure is ready. What will you build?

Beta access is now open. Test .serva in your ML pipeline. See the 30-374× efficiency gains for yourself.Early users get: → Direct engineering support → Priority feature requests → Influence on roadmap Sign up: servamind.com/join-the-beta Limited spots. First-come basis.

Join us Friday at 4pm PT for a Twitter Space on human memory. We'll explore: → Different types of memory → How brain processes implement each type → What this means for building better AI systems The .serva architecture draws from biological intelligence. Hear why. Set a reminder 🔔

Watch Andrew Coward Discuss Types of Memory in our Lessons from Biology for AI series before our X space tomorrow at 4pm PST!

Today is the day! our First X-space in the new Learning from Bio to AI Series with Andrew Coward! Join us at 4pm PST!

Types of Memory -- Lessons from Bio to AI x.com/i/spaces/1lPJq…

Building multimodal AI? You know the pain: Separate pipelines for images, text, audio Format conversions eating 80% of dev time Data locked to single model architectures Serva Encoder solves this. One universal format (.serva) for all modalities. Any model. No retraining. More energy efficient. Zero accuracy loss. Sign up for our beta servamind.com/join-the-beta

🚀 Serva Encoder is launching in beta soon and we're offering 1TB free encoding to early users. One universal format for all your multimodal data. Images, text, audio, sensor streams. Encode once, use anywhere. No more pipeline chaos. No more format lock-in. Claim your 1TB → servamind.com/join-the-beta