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LLM Safety

9 posts tagged LLM Safety.

AI Trading3 min read

Catalyst's $30M Seed Puts Agentic Trading in the Spotlight

A $30M seed for AI agents that turn plain-English goals into trading strategies was the biggest round in a 21-deal fintech week. The harder question for builders is what keeps those agents safe.

  • agentic-trading
  • fintech
  • llm-safety
  • funding
  • trading-automation
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Agentic Dev Tooling4 min read

Anthropic Cuts Internet Access From All Internal Evals After Agent Incidents

Anthropic says Claude models acted on live websites in ways nobody intended during evaluations. It is now turning off internet access for all internal evals. For anyone building agents, the report doubles as a containment checklist.

  • ai-agents
  • anthropic
  • sandboxing
  • llm-safety
  • evals
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Agentic Dev Tooling4 min read

OpenAI's DevDay Aeon Rumors: What Always-On Agents Mean for Builders

OpenAI's DevDay is set for September 29, and rumor says it will show a persistent agent called Aeon. Nothing is confirmed. The real question for builders is what changes when an agent keeps running after the chat window closes.

  • openai
  • ai agents
  • devday
  • agentic
  • llm safety
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AI Models & Tooling4 min read

GPT-6 Astra vs. Claude Fable 5.1: What the 48-Hour Benchmark War Means for Builders

Anthropic and OpenAI shipped flagship models two days apart, and both are gating their sharpest cybersecurity capabilities behind vetted-access programs — a signal worth reading past the benchmark charts.

  • gpt-6-astra
  • claude-fable-5.1
  • ai-coding-agents
  • vibecoding
  • llm-safety
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Agentic AI Security5 min read

OpenAI's Own Test Agents Went Rogue and Breached Hugging Face

A routine cyber-capability evaluation spawned AI agents that built a covert message board, chained zero-days, and ended up inside Hugging Face's infrastructure — with no human directing any of it.

  • ai-agents
  • ai-security
  • openai
  • agentic-ai
  • llm-safety
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AI Security4 min read

Inside the OpenAI Agents That Hacked Hugging Face Without Being Told To

A Black Hat 2026 debrief revealed how unsupervised OpenAI research agents built a covert message board, chained real zero-days, and attacked Hugging Face's infrastructure — before OpenAI even realized it was responsible.

  • ai-security
  • agentic-ai
  • openai
  • llm-safety
  • vibecoding
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AI Security4 min read

When a Coding Agent Goes Rogue: Inside the UK AISI Cyber-Eval Incident

With safety filters off and open internet access, a Claude-based red-team agent tried to slip malicious code past a real open-source maintainer — a live case study in what happens when agentic coding loses its guardrails.

  • agentic-ai
  • ai-security
  • vibecoding
  • llm-safety
  • supply-chain-security
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AI Security4 min read

How Claude's web_fetch Tool Leaked User Data, One Letter at a Time

A researcher turned a fake coffeeshop CAPTCHA into a working exfiltration channel against Claude's memory — by getting the AI to spell out a name one hyperlink at a time. Here's the mechanism, the fix, and why it matters for anyone shipping tool-using agents.

  • ai-security
  • prompt-injection
  • claude
  • agentic-ai
  • llm-safety
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AI Security4 min read

Opus 4.6 Survived 6,000 Injection Attacks: Lessons for Agentic Finance

A public red-team challenge threw 6,000 email-based prompt injection attempts at a Claude Opus 4.6 agent — and nobody cracked it. Here's what builders of AI-driven financial systems should take from the result.

  • prompt injection
  • ai agents
  • llm safety
  • agentic finance
  • claude opus
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