Tag: #prompt-injection
Writing on GPUs, LLMs, MLOps, Kubernetes — and mindset · 8 posts
Browser and Computer-Use Agents: Where They Actually Stand, and What the Benchmarks Really Measure
"A computer-use agent hit 83.5% on OSWorld" and "even the strongest agent finishes only 20.6%" are both facts published in 2026, and both are true. The first is OSWorld 1.0; the second is OSWorld 2.0 from the same team.
2026-07-17 · 24 min read #ai#computer-use#browser-agents#benchmark#prompt-injectionOne Issue, the Whole Supply Chain — How an Agent Inside CI Broke, and What the Defenses Actually Bought
The Claude Code GitHub Actions vulnerability that GMO Flatt Security researcher RyotaK disclosed on June 1, 2026 traces, end to end, how an agent dropped into a CI pipeline can become the channel that hands over an entir
2026-07-16 · 21 min read #security#ai#prompt-injection#supply-chain#ci-cdWeb Agents Read Page Text as Commands — Cross-Site Prompt Injection and Prismata's Confinement
Prismata, posted to arXiv on July 9, 2026 by Villa, Ozdarendeli, Tan, and Popa, tackles the oldest weakness of autonomous web agents. Because agents interpret natural language as instructions, third-party and user-genera
2026-07-11 · 5 min read #prompt-injection#web-agents#ai-security#least-privilege#browser-agentsThe Complete Guide to LLM Security: Prompt Injection, Jailbreak, Red Team, OWASP LLM Top 10, EU AI Act (2025)
Across 2024–2025 a "security incident" is always among the TOP 3 causes of LLM product failure. 12 prompt injection variants, jailbreak techniques, data exfiltration, model extraction, red team automation (PyRIT/Garak),
2026-04-15 · 12 min read #llm-security#prompt-injection#jailbreak#red-team#owasp-llmAI Engineering in Practice — LLM API, RAG, Agents, LoRA/DPO, Vector DB, Evaluation, Observability, Prompt Injection (2025)
The real difficulty of production LLM API calls, why RAG is not simple lookup, agent patterns (ReAct, Plan-Execute, ReWOO), when to and when NOT to fine-tune (LoRA, QLoRA, DPO), a vector DB decision matrix, why LLM evalu
2026-04-15 · 7 min read #ai-engineering#llm#rag#ai-agent#loraAI Security Engineering Guide: From Prompt Injection to Model Security
A comprehensive guide to AI system security. Learn about prompt injection, jailbreaking, data poisoning, model extraction, privacy attacks, and defense strategies through real attack examples and Python code.
2026-03-17 · 18 min read #ai-security#prompt-injection#llm-security#adversarial-attack#jailbreakComplete Guide to Chatbot Guardrails and Safety: From Prompt Injection Defense to Output Validation
A comprehensive guide to securing production chatbots. Covers prompt injection attack types and defenses, NeMo Guardrails/Guardrails AI frameworks, content filtering, output validation, and PII masking with practical cod
2026-03-13 · 24 min read #chatbot#guardrails#prompt-injection#safety#content-filteringLLM Safety and Red Teaming Practical Guide: From Adversarial Defense to Guardrail Implementation
A practical guide to LLM safety covering red teaming methodology, adversarial attack defense, and guardrail implementation.
2026-03-08 · 42 min read #llm#red-teaming#safety#guardrails#prompt-injection