Trends · Field Notes

The AI security signal, not the noise.

Concise field notes on emerging threats, defensive patterns, and what's actually working — written for teams shipping AI in production.

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14 Articles
Humanoid and quadruped robots on a demo stage at The Midway in San Francisco under warm spotlights
Field NotesJul 15, 2026

Live from The Midway: Day-One Dispatch from the Autonomous Future Summit 2026

The Autonomous Future Summit kicks off today in San Francisco. Here's our on-the-ground dispatch from The Midway — the demos that landed, the conversations we're pulling into the hallway, and the security questions the mainstage keeps skipping.

#Robotics#Physical AI#Autonomous Systems
9 minRead
Robotic hand holding a glowing red targeting reticle over a circuit-board background
PlaybookJul 15, 2026

Physical AI Red Teams: Five Attack Patterns We're Hunting on the Summit Floor

As the Autonomous Future Summit opens today in San Francisco, here's the working red-team playbook we're testing against robot foundation models, operator copilots, and fleet dispatch stacks — five attack patterns, each with a concrete detection signal.

#Physical AI#Red Team#LLM Security
10 minRead
Humanoid robot and autonomous mobile robot on a warehouse floor with San Francisco skyline
EventsJul 1, 2026

Preview: The Autonomous Future Summit 2026 in San Francisco — and Why Physical AI Needs a Security Layer

On July 16, 2026, the robotics and physical-AI ecosystem lands at The Midway in San Francisco. We're heading in — here's the agenda we're watching, and how TrendGuru fits into a stack that is quickly moving from pixels to atoms.

#Robotics#Physical AI#Autonomous Systems
8 minRead
Exhibition hall at Messe München during The smarter E Europe 2026
Field NotesJun 24, 2026

Field Report: TrendGuru at The smarter E Europe 2026 in Munich

Three days on the floor at Europe's largest energy-industry alliance in Messe München — what we saw across solar, storage, e-mobility, and why AI security is quietly becoming a grid problem.

#Energy#Smart Grid#EV Charging
11 minRead
Industrial battery storage racks with an analytics overlay showing forecast curves
PartnershipsJun 25, 2026

Securing the AI Behind the Battery: Notes on ACCURE Battery Intelligence at ees Europe 2026

ACCURE's analytics platform watches gigawatt-hours of battery storage in real time. We sat down at their ees Europe booth to talk about what happens when the models doing the watching become the target.

#Battery Storage#ACCURE#ML Security
9 minRead
Row of white DC fast EV chargers in an urban plaza at sunset
PartnershipsJun 24, 2026

Bidirectional Charging Is a Software Problem: ABB E-mobility, V2G, and the Case for Backend Red-Teaming

ABB E-mobility's Power2Drive booth was built around bidirectional DC charging. Every V2G flow is also a new authentication and control path — and that's where we come in.

#EV Charging#ABB#V2G
10 minRead
Grid operator control room with multiple large screens showing virtual power plant dashboards
PartnershipsJun 24, 2026

AI in the Trading Room: ADEX Energy, Virtual Power Plants, and the Adversarial Robustness Gap

ADEX Energy showed a live SaaS platform for RES forecasting, market trading and BESS optimization at EM-Power Europe. Every one of those modules is an AI agent with market access.

#Virtual Power Plant#ADEX Energy#Energy Trading
9 minRead
Aerial view of a large solar farm at sunrise with document icons overlaid
PartnershipsJun 23, 2026

LLMs in Solar Due Diligence: A Conversation with Aevy at Intersolar Europe 2026

Aevy's Intersolar Europe booth showed an LLM pipeline that reads thousands of pages of solar asset-management documents. We talked about the failure modes nobody in the room was mentioning.

#Solar#Aevy#LLM
8 minRead
Documents with embedded code fragments feeding into a glowing neural node
AI ThreatsJun 28, 2026

Prompt Injection in 2026: The New Perimeter Attack

Indirect prompt injection has quietly become the most exploited weakness in enterprise LLM deployments. Here's what changed and how to defend.

#Prompt Injection#LLM#Enterprise
14 minRead
Isometric network of glowing agent identity nodes connected by data links
AI SecurityJun 14, 2026

Autonomous AI Agents Are Expanding Your Attack Surface Faster Than You Think

Every agent that can browse, write files, or call an API is a new identity in your environment. Most orgs are not treating them like one.

#Agents#Identity#Attack Surface
15 minRead
Industrial robotic arm in a warehouse lit by cool blue rim lights
Robot AIMay 30, 2026

Robotics + AI: Why Industrial Deployments Need a Different Threat Model

When the LLM is driving a forklift, 'hallucination' stops being a UX problem. Security patterns from the enterprise SaaS world don't transfer cleanly.

#Robotics#Industrial#Safety
13 minRead
Smartphone displaying a glowing blue voice waveform in a dark room
Social EngineeringMay 16, 2026

Deepfake Voice Phishing Is Now Cheaper Than SMS Spam

Cloning a colleague's voice from a 30-second LinkedIn video is a commodity. Executive impersonation calls are up 340% year over year.

#Deepfake#Phishing#Voice
11 minRead
Dozens of translucent app icons floating in a dark space, some highlighted
AI GovernanceApr 22, 2026

You Cannot Secure Shadow AI You Have Not Inventoried

The average mid-market company runs 47 AI tools its security team does not know about. Discovery is now step zero of any AI governance program.

#Shadow AI#Governance#Discovery
12 minRead
A chain of glowing blue cubes with one corrupted red cube in the sequence
AI ThreatsApr 5, 2026

Model Supply Chain Attacks: The npm Moment for AI

Poisoned model weights on public hubs are the new typosquatted packages. What supply chain security taught us translates almost directly.

#Supply Chain#Model Weights#Provenance
13 minRead

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