Black Seed USA AI Hub
Model Denial-of-Service Attacks on LLM APIs: Prevention and Resilience
Explore how Model Denial-of-Service attacks target LLM APIs, from query flooding to safeguard exploits. Learn practical prevention strategies including input validation, rate limiting, and zero-trust architecture to ensure resilience.
Logging and Observability for Production LLM Agents: A Practical Guide
Learn why traditional monitoring fails LLM agents and how proper observability captures semantic quality signals. Explore AgentTrace framework, technical stacks, and continuous improvement workflows for production AI systems.
Emergent Abilities in LLMs: Why Big Models Suddenly Reason
Explore emergent abilities in LLMs: why large models suddenly gain reasoning skills without explicit training. Learn about scaling laws, risks, and best practices for managing unpredictable AI behavior.
Vibe Coding Adoption Roadmap: From Pilot Projects to Broad Rollout
A practical roadmap for adopting vibe coding in enterprises. Learn how to move from pilot projects to broad rollout, managing risks, training teams, and integrating AI-generated code into production environments safely.
Generative AI for Software Development: Real Productivity Gains from Coding Assistants
Explore the real productivity impact of AI coding assistants in 2026. We analyze data from GitHub Copilot, Amazon CodeWhisperer, and Tabnine, revealing why experienced developers sometimes slow down despite AI help.
Threat Modeling Vibe-Coded Apps: A Lightweight Workshop Guide for 2026
A practical guide to securing AI-generated apps. Learn how to run lightweight threat modeling workshops for vibe-coded applications, addressing unique risks like logical flaws and supply chain attacks.
Prompt Management in IDEs: Best Ways to Feed Context to AI Agents
Master prompt management in IDEs by feeding precise context to AI agents. Learn strategies for VS Code, JetBrains, and CodeWhisperer to reduce errors and save tokens.
E-commerce Visuals with Multimodal Generative AI: Lifestyle Shots and Variants
Discover how multimodal generative AI transforms basic product photos into high-converting lifestyle imagery. Learn about workflows, limitations, and cost benefits for e-commerce teams in 2026.
Securing LLM Supply Chains: Containers, Weights, and Dependencies Guide
Learn how to secure your LLM supply chain by protecting containers, verifying model weights, and managing dependencies. Practical steps and tool comparisons for 2026.
Mata v. Avianca: How to Build Safe AI Policies for Legal Research
Learn how to build safe AI policies for legal use after the Mata v. Avianca case. Discover how to prevent hallucination risks, verify citations, and comply with new ethical standards.
Recordkeeping for Generative AI: Logging, Retention, and E-Discovery Guide
Learn how to implement effective recordkeeping for generative AI, including logging strategies, retention policies, and e-discovery preparation to ensure compliance and accountability.
Preventing Catastrophic Forgetting in LLM Fine-Tuning: Techniques That Work
Explore proven techniques to stop LLMs from losing knowledge during fine-tuning. From LoRA myths to FIP and STM, discover the best strategies for 2026.