NeuralOS is designed with security as a core principle. This document outlines security features and best practices for deploying NeuralOS in production environments.
Boot Verification:
ROM Code (Immutable)
↓ Verify signature
U-Boot (Signed)
↓ Verify signature
Linux Kernel (Signed)
↓ Verify integrity
Root Filesystem (dm-verity)
Implementation:
# Enable secure boot in U-Boot
setenv bootdelay -2
setenv verify yes
# Kernel command line with dm-verity
root=/dev/mapper/root ro rootfstype=ext4 \
dm-mod.create="root,,,ro,0 $(cat /sys/block/mmcblk0p2/size) verity 1 \
/dev/mmcblk0p2 /dev/mmcblk0p3 4096 4096 $(cat /sys/block/mmcblk0p2/size) 1 \
sha256 $(cat /root-hash.txt)"Encrypted Models:
// Encrypt model with AES-256-GCM
openssl enc -aes-256-gcm -in model.tflite -out model.enc \
-K $(cat key.hex) -iv $(cat iv.hex)
// Decrypt at runtime in NPIE
npie_model_load_encrypted(ctx, &model, "model.enc", key, iv);Model Signing:
# Sign model with private key
openssl dgst -sha256 -sign private_key.pem -out model.sig model.tflite
# Verify signature before loading
openssl dgst -sha256 -verify public_key.pem -signature model.sig model.tfliteFirewall Configuration:
# Default deny
iptables -P INPUT DROP
iptables -P FORWARD DROP
iptables -P OUTPUT ACCEPT
# Allow loopback
iptables -A INPUT -i lo -j ACCEPT
# Allow established connections
iptables -A INPUT -m state --state ESTABLISHED,RELATED -j ACCEPT
# Allow SSH (change port from default)
iptables -A INPUT -p tcp --dport 2222 -j ACCEPT
# Allow NPIE API (local only)
iptables -A INPUT -p tcp --dport 8080 -s 127.0.0.1 -j ACCEPT
# Save rules
iptables-save > /etc/iptables.rulesTLS/SSL:
# Generate self-signed certificate
openssl req -x509 -newkey rsa:4096 -keyout key.pem -out cert.pem -days 365 -nodes
# Use mbedTLS for lightweight TLS
BR2_PACKAGE_MBEDTLS=yExample eBPF LSM:
// Restrict model file access
SEC("lsm/file_open")
int BPF_PROG(restrict_model_access, struct file *file) {
const char *filename = file->f_path.dentry->d_name.name;
// Only allow NPIE daemon to access .tflite files
if (strstr(filename, ".tflite") || strstr(filename, ".onnx")) {
uid_t uid = bpf_get_current_uid_gid() & 0xFFFFFFFF;
if (uid != NPIE_UID) {
return -EPERM;
}
}
return 0;
}Disable Unnecessary Services:
# Disable unused services
/etc/init.d/S50telnet stop
rm /etc/init.d/S50telnet
# Use SSH key authentication only
echo "PasswordAuthentication no" >> /etc/ssh/sshd_config
echo "PermitRootLogin prohibit-password" >> /etc/ssh/sshd_configRead-Only Root Filesystem:
# Mount root as read-only
mount -o remount,ro /
# Use overlay for writable directories
mount -t overlay overlay -o lowerdir=/,upperdir=/overlay/upper,workdir=/overlay/work /mntKernel Hardening:
# Kernel parameters
sysctl -w kernel.dmesg_restrict=1
sysctl -w kernel.kptr_restrict=2
sysctl -w kernel.unprivileged_bpf_disabled=1
sysctl -w net.ipv4.conf.all.rp_filter=1
sysctl -w net.ipv4.tcp_syncookies=1Principle of Least Privilege:
# Create dedicated user for NPIE
adduser -D -H -s /bin/false npie
# Run NPIE daemon as npie user
su -s /bin/sh npie -c '/usr/bin/npie-daemon'Disable Root Login:
# Lock root account
passwd -l root
# Use sudo for administrative tasks
adduser admin
adduser admin wheel
echo "%wheel ALL=(ALL) ALL" > /etc/sudoers.d/wheelEncrypt Sensitive Data:
# Use dm-crypt for data partition
cryptsetup luksFormat /dev/mmcblk0p3
cryptsetup luksOpen /dev/mmcblk0p3 data
mkfs.ext4 /dev/mapper/data
mount /dev/mapper/data /dataSecure Deletion:
# Securely delete files
shred -vfz -n 3 sensitive_file.txtSystem Logging:
# Configure syslog
echo "*.* /var/log/messages" >> /etc/syslog.conf
# Log NPIE events
npie-cli config set logging.level debug
npie-cli config set logging.file /var/log/npie.logIntrusion Detection:
# Monitor failed login attempts
grep "Failed password" /var/log/messages
# Monitor file integrity
find /opt/neuraparse/models -type f -exec sha256sum {} \; > /var/checksums.txtSecure Update Process:
# Dual partition A/B system
# Partition A: /dev/mmcblk0p2 (active)
# Partition B: /dev/mmcblk0p3 (inactive)
# Download update (verify signature first)
wget https://updates.neuraparse.com/neuraos-update.img.sig
wget https://updates.neuraparse.com/neuraos-update.img
# Verify signature
openssl dgst -sha256 -verify update_key.pub \
-signature neuraos-update.img.sig neuraos-update.img
# Flash to inactive partition
dd if=neuraos-update.img of=/dev/mmcblk0p3 bs=4M
# Update bootloader to use new partition
fw_setenv boot_partition 3
# Reboot
rebootRollback on Failure:
# In U-Boot, check boot count
if test ${boot_count} -gt 3; then
# Rollback to previous partition
setenv boot_partition 2
saveenv
fi- Enable secure boot
- Sign all firmware components
- Enable dm-verity for root filesystem
- Change default passwords
- Disable unnecessary services
- Configure firewall rules
- Enable TLS for network communication
- Encrypt sensitive data partitions
- Set up secure logging
- Configure OTA update mechanism
- Monitor system logs regularly
- Update firmware and packages
- Rotate SSH keys periodically
- Audit user accounts
- Check file integrity
- Monitor network traffic
- Review eBPF policies
- Test backup and recovery
- Document security incidents
- Isolate compromised devices
- Analyze logs and forensics
- Patch vulnerabilities
- Update security policies
- Notify stakeholders
NeuralOS can be configured to meet various security standards:
- IEC 62443 - Industrial automation and control systems security
- ISO/IEC 27001 - Information security management
- NIST Cybersecurity Framework - Risk management
- GDPR - Data protection and privacy (EU)
- HIPAA - Healthcare data security (US)
For safety-critical applications, consider:
- Common Criteria (CC) - Security evaluation
- FIPS 140-2/3 - Cryptographic module validation
- DO-178C - Airborne systems (aviation)
- ISO 26262 - Automotive functional safety
- NeuralOS Security Advisories: https://neuraparse.com/security
- CVE Database: https://cve.mitre.org
- NIST NVD: https://nvd.nist.gov
- Linux Kernel Security: https://www.kernel.org/category/security.html
For security issues, please contact:
- Email: security@neuraparse.com
- PGP Key: Available at https://neuraparse.com/pgp
Do not disclose security vulnerabilities publicly until they have been addressed.