Inferensys

Glossary

Fault Injection Attack

A physical attack that deliberately induces hardware errors, such as voltage glitching or electromagnetic pulses, to bypass security checks in an AI chip.
Isolated secure server room with network cables physically disconnected, minimal lighting, security-focused environment.
HARDWARE SECURITY EXPLOIT

What is Fault Injection Attack?

A physical attack vector that deliberately induces hardware errors to bypass security checks in AI chips.

A fault injection attack is a physical attack that deliberately induces transient or permanent hardware errors—such as voltage glitching, clock manipulation, or electromagnetic pulses—to bypass cryptographic security checks and extract protected model weights from an AI accelerator chip. Unlike software exploits, this attack targets the silicon layer directly.

Common techniques include voltage glitching to skip instruction execution during secure boot and laser fault injection to flip specific bits in SRAM. These attacks exploit the physical implementation of Trusted Execution Environments (TEEs) and secure enclaves, making hardware-level countermeasures like glitch detectors and redundant execution essential for protecting edge-deployed AI intellectual property.

PHYSICAL ATTACK VECTORS

Common Fault Injection Techniques

Fault injection attacks deliberately induce hardware errors to bypass security checks in AI chips. These physical attack vectors manipulate environmental conditions or signal integrity to corrupt computation, extract model weights, or force unauthorized privilege escalation.

01

Voltage Glitching

A technique that momentarily drops or spikes the supply voltage to a processor, causing setup time violations in critical paths. By precisely timing a voltage sag during a security check—such as a signature verification—the attacker forces the chip to skip the instruction or accept an invalid result.

  • Target: Secure boot ROMs and authentication gates
  • Equipment: Crowbar circuit or programmable power supply
  • Effect: Bypasses firmware integrity checks, allowing malicious model weights to load
  • Countermeasure: On-chip voltage monitors and glitch detectors
< 10 ns
Typical Glitch Duration
±30%
Voltage Deviation Required
02

Clock Glitching

Injects a deliberately shortened clock cycle to violate the critical path timing of a specific instruction. By forcing a premature clock edge, the attacker causes the target flip-flop to sample an unstable value, corrupting the result of a comparison or branch decision.

  • Target: Instruction decode and execution stages
  • Equipment: FPGA-based clock manipulator or pulse generator
  • Effect: Transforms a conditional jump into a no-op, bypassing authentication
  • Countermeasure: Redundant sampling and temporal redundancy
1-2 cycles
Glitch Width
50-200 MHz
Typical Target Frequency
03

Electromagnetic Fault Injection (EMFI)

Uses a high-voltage pulse through a probe coil to induce eddy currents on the chip surface, locally disrupting transistor switching. EMFI is non-invasive and spatially precise, allowing attackers to target a single flip-flop or logic gate without decapping the chip.

  • Target: Cryptographic accelerators and key storage
  • Equipment: EMFI probe tip, high-voltage pulse generator, XY positioning stage
  • Effect: Flips bits in a hardware security module during AES key extraction
  • Countermeasure: Active shielding and EM sensors on die
~200 µm
Spatial Resolution
200-1000 V
Pulse Voltage Range
04

Laser Fault Injection (LFI)

Employs a focused infrared or visible laser pulse to ionize a specific transistor in the chip's active layer. By illuminating a single gate, the attacker creates a transient photocurrent that flips the logic state. LFI offers the highest spatial precision and requires backside decapping of the chip package.

  • Target: Individual SRAM cells storing security flags
  • Equipment: Near-infrared laser, microscope objective, precision stage
  • Effect: Single-bit flips in register files or memory-mapped security fuses
  • Countermeasure: Light sensors and spatially redundant logic
< 1 µm
Beam Spot Size
1064 nm
Common Laser Wavelength
05

Temperature Attacks

Exploits the temperature-dependent behavior of semiconductor physics by heating or cooling the chip beyond its rated operating range. Extreme temperatures alter carrier mobility and threshold voltages, causing timing violations or forcing DRAM cells to retain data longer than intended—enabling cold-boot style attacks.

  • Target: DRAM retention and random number generators
  • Equipment: Peltier cooler, heat gun, or liquid nitrogen
  • Effect: Extends data remanence in memory, exposing model weights after power-down
  • Countermeasure: Temperature sensors triggering immediate memory wipe
-40°C to 125°C
Attack Temperature Range
seconds to minutes
Extended Data Remanence
06

Body Bias Injection

Manipulates the substrate or well bias voltage of transistors to shift their threshold voltage (Vth). By altering the body bias, the attacker can slow down or speed up specific logic paths, selectively violating setup or hold times in targeted circuits without affecting the entire chip.

  • Target: Secure enclaves and trusted execution environments
  • Equipment: Precision voltage source connected to substrate pins
  • Effect: Induces timing faults in cryptographic comparisons while leaving other logic intact
  • Countermeasure: On-chip body bias monitors and adaptive clocking
±0.5 V
Typical Bias Shift
10-20%
Vth Modulation Range
FAULT INJECTION ATTACKS

Frequently Asked Questions

Explore the mechanisms, risks, and defenses associated with physical attacks that deliberately induce hardware errors to compromise AI chip security.

A fault injection attack is a physical attack that deliberately induces hardware errors—such as voltage glitching, clock manipulation, or electromagnetic pulses—to bypass security checks in an AI chip. The attacker introduces transient faults that cause the processor to skip instructions, misread memory, or accept invalid authentication states. Unlike software exploits, these attacks target the silicon itself, manipulating the physical operating conditions beyond specified tolerances. Common techniques include voltage glitching, where the supply voltage is momentarily dropped to cause logic errors, and clock glitching, which injects a shortened clock cycle to violate setup and hold times. The goal is typically to bypass secure boot, extract cryptographic keys, or disable neural network protection mechanisms.

Prasad Kumkar

About the author

Prasad Kumkar

CEO & MD, Inference Systems

Prasad Kumkar is the CEO & MD of Inference Systems and writes about AI systems architecture, LLM infrastructure, model serving, evaluation, and production deployment. Over 5+ years, he has worked across computer vision models, L5 autonomous vehicle systems, and LLM research, with a focus on taking complex AI ideas into real-world engineering systems.

His work and writing cover AI systems, large language models, AI agents, multimodal systems, autonomous systems, inference optimization, RAG, evaluation, and production AI engineering.