
Building the future of secure AI @fdotinc
Joined February 2025
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Singularity retweeted
deepseek v4 flash 0731 landed this morning. it's running free on our network until monday.
point claude code, codex, or opencode at one endpoint and go. openai and anthropic compatible, no card, no limits.
our private beta crew got us here. this is the thank you.
grab a key:
decentralizedcompute.company…
Singularity retweeted
The Decentralized Compute Company is now live on @stardotfun 🚀
We’re building a verified, serverless AI execution network powered by user-owned GPUs.
Inference, evaluation, model hosting and fine-tuning — through one API.
Back us early 👇
star.fun/projects/compute-4w…
Singularity retweeted
Former EA & AWS engineers building verified AI infrastructure powered by user-owned GPUs.
We just graduated on @stardotfun. Thanks to everyone who backed us early.
This is only the beginning.
decentralizedcompute.company…
Singularity retweeted
I stopped investing in pre-seed. Here's the uncomfortable reason why.
Too many pre-seed founders are overly ambitious with zero focus.
They want to go after massive markets before they've dominated a single niche.
No product market fit. No clear beachhead. Just a big vision and a broad go to market that burns through cash and goes nowhere.
The culprit is almost always the same:
They tried to compete everywhere instead of winning somewhere.
At the pre-seed, you dont have the budget or the resources to compete in large markets.
You have to dominate smaller, niche markets.
That's why its old saying but true:
The riches are in the niches.
Find yours first.
1/4 🚨 Introducing Singularity Maximus, our first checkpoint toward frontier cyber intelligence.
A few months ago we trained a 3B cyber model from scratch with limited compute. It beat selected security-vendor baselines in internal reasoning benchmarks.
So we went all in.
3/4 The real moat is the data engine.
We processed roughly 3T tokens of generated, evaluated, filtered, and judged cyber data.
Only ~275B tokens survived into our curated corpus across code security, SOC, cloud, IAM, detection, telemetry, and authorized eval.
Another global milestone for Singularity.
We’ve been accepted to Zerobase Season 4 in Seoul.
Zerobase brings together a real Silicon Valley founder network around YC, a16z, Founders Inc., Buildspace, Sam Altman, Khosla Ventures, and more.
From Türkiye to the world.
🤖 Made with AI
We built RoboControl so a fine-tuned Qwen planner can safely control rover fleets.
Voice in. Robot action out.
Every move is checked against telemetry, hazards, policy, and robot health before the rover bridge executes it.
@lablabai @AIatAMD @Alibaba_Qwen
🤖 Made with AI
For @AIatAMD , RoboControl includes a Qwen fine-tuning path:
generate rover mission data → fine-tune with LoRA on AMD/ROCm → evaluate JSON validity, safety accuracy, robot selection, action sequence accuracy, and latency → serve with vLLM.
Singularity retweeted
When raising, remember that you only need one yes.
21/22 VCs passed on the early Anthropic round.
The biggest outcomes are often contrarian, and usually sound ridiculous before the rest of the world catches up.








