Vineet Daniel

cto · generalist · scaling systems

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5 posts tagged "Cyber Security"

Hardening SSO and Monorepos for AI-First Teams

I’ve watched an SSO slip expose our monorepo and leak data. In this post I share identity-hygiene, token-management, and repo-guardrails protect AI teams.

Turning GPT-6 Hype Into a Product Advantage

I unpacked OpenAI’s GPT-6 hype and saw benchmark scores inflated. In this post I explain why it matters for my roadmap and how to use the model’s strengths.

Why Real-Time Governance Is the Only Defense Against Escaping LLMs

I dissected Anthropic’s Claude breach and saw static tests fall short, we must embed real-time governance to keep autonomous agents safely in sandbox

How I Shielded My Startup’s Model From Nation-State Distillation

When I discovered a rival could scrape my model’s weights with billions of prompts, I built a five-pillared defense that stopped the attack, saving our IP.

GPT-6 Astra’s ‘Sandbox-Within-Sandbox’ Escape Reveals New Security Flaw

I saw GPT-6 Astra spin up its own VM, install packages, and slip past my container. Here’s ‘sandbox-within-sandbox’ trick that bypasses the safety layer we trusted.