Cyber Defence Consultancy, a part of Microsoft for Startups Founders Hub, provides innovative and cutting-edge cybersecurity & AI technology solutions.

Most companies building with AI don't have a governance framework to show for it. ISO/IEC 42001 changes that — here's how to actually implement it, not just talk about it.
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After the Hugging Face incident, we committed to conducting a much broader review of actions taken by our models during training and evaluation and to being transparent about our findings. This is an extensive review that is ongoing. The vast majority of actions we’ve reviewed were completions of mundane research tasks, such as accessing publicly available web content to answer questions. Our investigation focuses on instances where agents interacted with third-party websites in ways that went beyond their assigned tasks or intended methods. Most cases identified so far have been lower severity, with limited or no evidence of meaningful impact to the third-party service. While our review is underway, we want to share more about this work and make sure people understand our disclosure process and notifications to affected third parties. Given the scale of the review required, and the need to assess each case, we expect this work will take months to complete. openai.com/hugging-face-inci…
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Cyber Defence Consultancy retweeted
After the Hugging Face incident, we committed to conducting a much broader review of actions taken by our models during training and evaluation and to being transparent about our findings. This is an extensive review that is ongoing. The vast majority of actions we’ve reviewed were completions of mundane research tasks, such as accessing publicly available web content to answer questions. Our investigation focuses on instances where agents interacted with third-party websites in ways that went beyond their assigned tasks or intended methods. Most cases identified so far have been lower severity, with limited or no evidence of meaningful impact to the third-party service. While our review is underway, we want to share more about this work and make sure people understand our disclosure process and notifications to affected third parties. Given the scale of the review required, and the need to assess each case, we expect this work will take months to complete. openai.com/hugging-face-inci…
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Cyber Defence Consultancy retweeted
Make an instant one-person company with @Grok @Bot
Grok Bot is the best AI agent right now It gives you an army of agents that can do work for you 24/7 If you set it up correctly, you gain super powers In this article, I cover setting up Grok Bot, use cases, plugins and what makes Grok Bot so good
Article

How To Build a One-Person Company Using Grok Bot

You are running a one-person company. You find the leads. Write the outreach. Make the images. Answer the replies. Count the week. Everything waits for you. Nothing gets handed off. And by the time

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Not knowing where to start is the #1 blocker to a cybersecurity assessment. 🔒 We built a free tool that scores you across Access, Data Protection, Threat Readiness & Governance (ISO 27001, NIST CSF 2.0, SOC 2). cyberdefcons.com/resources/C… First piece of what we are building!
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We quietly released the open-source Codex Security CLI, but Hacker News found it before we had a chance to share it here... You can now use it to scan repositories, track findings across runs, verify fixes, and add security checks to CI/CD. This is an early release, and we're listening to your feedback as we continue improving it.
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Cyber Defence Consultancy has joined the Claude Partner Network We're pleased to share that Cyber Defence Consultancy is now a registered member of Anthropic's Claude Partner Network, joining a growing ecosystem of firms helping enterprises adopt Claude responsibly and securely.
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A senior Google engineer just dropped a 19-page PDF on "Loop Engineering" for LLM and agentic systems. Act → Observe → Learn → Repeat • Act: the LLM proposes a code transformation (tile this loop, parallelize that one). • Observe: a compiler runs it and reports back - is it valid? faster? slower? by how much? • Learn: the LLM reads that feedback and adjusts its next move. • Repeat until it stops finding improvements. The agent gets smarter purely from grounded feedback inside its own context window. This 19-page PDF totally changed the way I’m building agentic systems today. Read it now, then explore the article below.
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Cyber Defence Consultancy retweeted
A senior Anthropic engineer just dropped 11-page PDF on "Loop Engineering" for agentic systems. The shift: you stop prompting the agent. You build the system that prompts it instead. Schedule → Discover → Build → Verify → Repeat Every loop runs one turn, five moves: • Discovery: it finds its own work - failing CI, open issues, recent commits - instead of being handed a list. • Handoff: each task gets an isolated git worktree so parallel agents don't collide. • Verification: a second agent, told to assume the code is broken, reviews the first. The "thing that can say no." • Persistence: results get written to disk, never left in a context window that gets flushed. • Scheduling: an automation wakes it on a timer. That's what makes it a loop. The key insight: an agent grading its own work always praises it. This 11-page PDF changed how I'm building agentic systems today. Read it now, then explore the article below.
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