After attending the @aics_summit , we’ve finally secured a new partnership with @informaticaumu .
@informaticaumu is giving SafeCircle compute power on their cluster, which we’ll use to train and improve our LLM models for on-device inference.
We’re building models that can bring real-time risk detection closer to the device — and now we have the compute to push them further.
Read more about the technology behind it ↓
blog.defectiv.es/posts/un-clasi…
SafeCircle is taking a different approach to AI-powered child safety.
Instead of relying on the cloud, they’re building an efficient on-device AI model designed to run directly on children’s phones.
The numbers are pretty impressive:
• 1B-parameter model
• Just 74 MB RAM usage
• 0.003 mWh per inference
• ~82.4% token accuracy
• ~7.4× model compression
• <250ms on-device latency
The model is trained to detect grooming, bullying, threats and exploitation in real time, while keeping the analysis on-device.
That means less dependency on cloud infrastructure, lower energy consumption and, most importantly, sensitive data can be analyzed without constantly leaving the phone.
AI safety doesn’t necessarily need bigger models.
It needs models that are efficient enough to run where the data actually exist
@LambdaAPI
La cuenta atrás ha comenzado. ⏳
Los próximos 22 y 23 de septiembre, AICS 2026 reunirá en Murcia a profesionales, empresas, instituciones y expertos para analizar el presente y el futuro de la inteligencia artificial, la ciberseguridad y la transformación digital.
We’re taking SafeCircle from the web to @Android.
The new parent app brings the same dashboard experience directly to your phone — alerts, children, risk monitoring and insights, all in one place.
And we’re going one step further: a dedicated @SamsungMobile build following Samsungs's design language
Taking SafeCircle beyond phones.
Testing the app across tablets and devices to make sure it’s ready for the environments where it actually needs to work, including the schools that will be using it every day.
Real-world deployment.
We’re looking into the migration and would love to understand what the process looks like from here.
One thing we’re also trying to build: every time a school pays for SafeCircle in euros, 25% is automatically bought back and burned on-chain.
Also, if anyone here can connect us with someone at @ponsdotfamily, we’d really appreciate the intro. Would be great to speak with the right person and understand our options.
@ponsdotfamily $SC is already live on Pons V1 and we've been thinking about V2 a lot.
One thing we're trying to build: every time a school pays for SafeCircle in euros, 25% is automatically bought back and burned on-chain.
Does Pons V2 on Robinhood Chain support automated burn
Late night in the Android codebase.
We’re currently rebuilding parts of the SafeCircle Parent app — improving the navigation flow, authentication/session handling, background services and the way the parent dashboard initializes.
A lot of work under the hood, but it’s getting closer to the experience we want to ship.
Android is becoming a big part of the next SafeCircle release.
@AndroidDev @Android
Taking Horizon to the next level.
We’re building the infrastructure to serve SafeCircle’s detection stack at scale — with support from @LambdaAPI on the compute side.
From on-device protection to enterprise inference.
We’re building the rails. $SC 🔒
Updated our partners tab, we were missing @lambda in there, thanks again for those 7K US in credit inference. They been put to good use.
safecircle.tech/partners
Privacy isn’t a feature we bolt on later.
For SafeCircle, it’s part of the architecture.
We’re building toward GDPR-ready infrastructure from day one: DPIA, consent, data minimization, encryption, deletion rights, auditability — with AI processing designed to stay on-device.
The goal: protect kids without turning their private conversations into a dataset.
Privacy by design. Safety by default.
Shipping something parents have been asking for.
Full child profile management is now in the dashboard.
Until now, once you created a child profile, that was it. You couldn't edit it, you couldn't manage devices, you couldn't remove anything cleanly.
That changes today.
Here's what you can do now:
Edit — name, age, avatar. The basics, finally editable.
Device management — see every paired device, when it was last active, whether it's online right now. Unpair individual devices or all at once.
Delete — with a proper confirmation flow. We don't take this lightly. You'll see exactly what gets removed, you'll re-enter your password, and you'll have a 30-day grace period before anything is permanently gone.
Everything accessible from the child card on the overview, or from Settings → Children.
Mobile-friendly. No new app update required.
The small things matter. Parents shouldn't have to contact support to fix a typo in their child's name.
$SC @SafeCircleAI
— Tomas
While the full parent dashboard is in development, I'm shipping something parents can use right now.
@SafeCircleBot — a Telegram bot that brings Horizon alerts directly to your phone.
Here's what it does:
🔴 Real-time push notifications when a risk is detected
"Emma — grooming detected, 91% confidence, WhatsApp, 2 mins ago"
One tap to view the full reasoning. One tap to mark it read.
/alerts → your 5 latest unread alerts across all children
/status → all devices, online status, unread count at a glance
/children → paired devices and last-seen times
/quiet → toggle quiet hours so you're not woken up at 3am
No app to install. No new account. If you use Telegram, you're ready.
Link your SafeCircle account once from the dashboard → Settings → Notifications → Connect Telegram. That's it.
The full dashboard is coming. But parents needed something today.
So I built it over the weekend.
$SC @SafeCircleAI
— Tomas
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