If they’re created by companies motivated by short time profits. The human safety will not be priority.

1. Split the dataset into sequential tasks (5 tasks, 2 classes each) 2. Create task test sets 3. Define the CNN classifier 4. Define an improved VAE with conditional generation and better architecture 5. Calculate the flattened size after convolutions

NUM_GENERATIONS = 1000 # Reduced from 4000 for faster training REPLAY_STRATEGY = "experience" # "random", "class_balanced", "clustering", or "experience"

# Hyperparameters - OPTIMIZED SETTINGS FOR FASTER TRAINING NUM_TASKS = 5 # Number of sequential tasks EPOCHS_PER_TASK = 10 # Reduced from 20 for faster training BATCH_SIZE = 64 # Increased for more stable gradients LATENT_DIM = 64 # Reduced from 256 for faster training

# Enhanced training parameters VAE_WARMUP_EPOCHS = 5 # Reduced warmup epochs CLASSIFIER_REPLAY_RATIO = 2.0 # Balanced replay emphasis MEMORY_BUFFER_SIZE = 2000 # Size of experience replay buffer EXPERIENCE_REPLAY_ENABLED = True # Enable experience replay option

🤝 Seeking Collaboration Open to partnerships with security teams & researchers exploring continuous ML learning for threat detection. ML techniques from computer vision can revolutionize cybersecurity defense! #CyberSecurity #MachineLearning #KubernetesSecurity #AI #DevSecOps

Real-world Impact for Kubernetes Security: Dynamic threat modeling across cluster configs Proactive detection of novel attack combos Reduced false positives through deeper pattern understanding

Key Breakthrough: ✅ Incremental learning—systems adapt like attackers do, remembering past techniques while continuously evolving their defence strategies.

Results My method maintains 73% accuracy in detecting historical threats, compared to just 35% with conventional techniques. A significant leap forward!

🧠Solving Cybersecurity's Catastrophic Forgetting with Generative AI Traditional security tools often overlook old threats as they focus on new ones. My research addresses this with conditional VAEs generating synthetic attack patterns. #CyberSecurity #MachineLearning #research

Open-source tool to prioritise fixes using runtime context + CVSS weighting. Validating on 50 AWS/Azure clusters. Seeking industry datasets. Collaboration on MITRE ATT&CK® mappings for containers. #CloudSecurity #Kubernetes #CyberResearch

I am investigating/researching automated attack path modelling for Kubernetes environments. Quantifying Kubernetes breach risks via probabilistic attack paths. Modelling how misconfigurations (CWE-250/862) enable exploit chains in cloud-native environments. #Kubernetes #finds

Unitree H1: Humanoid Robot Makes Its Debut at the Spring Festival Gala 🥰 Hello everyone, let me introduce myself again. I am Unitree H1 "Fuxi". I am now a comedian at the Spring Festival Gala, hoping to bring joy to everyone. Let’s push boundaries every day and shape the future

EFFecting Change: How to Protest with Privacy in Mind

#Upgrade The Alternatives Exist: Every major brand has transparent, open-source alternatives. These options respect your privacy, operate with integrity, and offer genuine choice.

10 Smallest Hacker Gadgets And Their Use👇

Upgrade

$ sudo And I'm having sleepless night because this dude dislike gui... Thank you for GNU/LINUX

Cybersecurity will take me around the world.

My new workstation which frame do you prefer. #workstation #CyberSecurity #BarbieTheMovie #Time_to_NewJeans #criticalrolespoilers