Taryn Plumb

Hacktron reached OpenAI’s internal monorepo through a compromised Codex account. The bigger question: How much can one compromised account actually see?

Two architects wrote the spec. The AI handled design, verification, firmware and kernels, and got each spec change back onto an FPGA in under 48 hours.

Teams tuning agent search loops pay twice for paths that already failed. Google researchers say the record of those failures is a simulator nobody was using.

Google's 3.8 Flash Cyber excels in vulnerability detection, offering cost-effective solutions for cybersecurity teams with advanced patching capabilities.

Builders are running three AI orchestration platforms at once, driven by distrust in any single vendor's security controls. But a fifth still can't halt a runaway agent's spending.

Analysts say the fix isn't avoiding DeepSeek entirely — it's knowing exactly which tasks to hand it and which to keep away from it.

One engineer's $600-a-day AI bill. A support automation that blew through the budget. Three companies share what they now track instead of raw spend.

One startup said it cut cyberattack containment time from seven hours to twelve minutes. See four other approaches to running AI agents safely at scale.

One Target store's AI-driven inventory call looked like a mistake. Analysts let it run anyway — a small bet that's shaping how much autonomy AI earns next.

Instacart's engineers no longer read most of the code they ship. CTO Anirban Kundu explains why that's made tech debt a non-issue.

Brex's open-source proxy watches how AI agents actually behave, then drafts the security policy itself — leaving an LLM judge to review only the trickiest 3% of requests.

How one 114-year-old insurer built an AI architecture flexible enough to shrug off a major model outage entirely.