AI Context Isn't (Only) a Snapshot. It's a Live Feed.
There is a line making the rounds in AI security right now: context shows you what matters. I agree with it. I just think we should be precise about what kind of context we mean. Most of what the industry calls context today is a snapshot: a point-in-time inventory of which agents exist, which identities they run as, which APIs…
Yonatan Appel
CTO & Co-Founder
The Upstream Blog
- Physical AI
Turning fleet data into decisions in the Physical AI era
Connected vehicles have moved the industry into a new operating reality. Products are no longer defined at SOP (Start of Production). They evolve in the…
Sagi Erel
VP Architecture
- AI in Mobilty
- Cybersecurity
- Mobility API Security
- Proactive Quality Detection
Live Digital Twins Power Dynamic and Multi-Dimensional Anomaly and Risk Detection
The automotive industry is entering a sophisticated new era where AI no longer lives solely in the digital realm but must navigate and master the…
Sarit Kozokin
VP Product
- Cybersecurity
- Mobility API Security
Control Plane Under Attack: How a Platform Outage Escalated into Vehicle Access Failure
In late January 2026, a cyber incident hit a Russia-based provider of after-market automotive security, alarm, and remote access capabilities. Within hours, driver communities were…
Zach Levi
Cyber Threat Intelligence Analyst
- Cybersecurity
- Mobility API Security
Stop Chasing Silver Bullets: How to Build a Detection Fabric for API Security
Initially published in Cyber Defense magazine Cybersecurity teams are always on the hunt for silver bullets. But reality tells a totally different story… Discussions around…
JONATHAN MICHAELI & RUSLAN GURBANOV
- Proactive Quality Detection
The Grinch Who Stole X-MIS
2026 After-Sales Quality New Year Resolution: AI-Powered Pre-Claim Detection As the automotive industry closes another year defined by rapid innovation, software maturity, continuous focus on…
EYAL RAN & ARNON SHAFIR
- Proactive Quality Detection
On Fire, and Not in a Good Way: Predictive Quality Analytics is a Game Changer
Electric and hybrid vehicles are transforming the industry, but they’re also introducing new quality and safety challenges. As automakers push toward electrification, the complexity of…
ARNON SHAFIR & CRAIG HISSONG
- AI in Mobilty
- Proactive Quality Detection
When Cars’ Data Complains Before Drivers Do: The AI Shift from Reactive to Proactive Investigations of Vehicle Quality
Automakers are waking up to a new reality: proactive pre-claim quality detection, powered by continuous monitoring and advanced AI Automotive after-sales has traditionally operated in…
Yoav Levy
CEO and Co-founder
- Connected Vehicle
- Cybersecurity
Protecting the Cyber-Physical Spectrum of the Commercial Vehicle Ecosystem
In the past decade, the commercial vehicle ecosystem has transformed from a mechanical network into a hyperconnected digital organism. Trucks talk to dispatch centers. Trailers…
ELAD ROBB
Director of Cyber Threat Intelligence
- AI in Mobilty
- Connected Vehicle
- Cybersecurity
When You Can Finally Talk With Your Vehicle Data: LLMs in Automotive
AI has moved from proof-of-concept to boardroom priority across the automotive sector. Every OEM today is investing in ways to make smarter decisions from the…
Lara Doel
Strategic Product Marketing