Shane

Feb 5, 2026Feb 5

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1.

Cerebras Systems closed a financing round of over $1 billion at a reported valuation of about $23 billion and reported a recent $10 billion deal with OpenAI.

2.

OpenClaw (formerly Clawdbot) was found to be vulnerable to complete takeover through manipulated documents, with security researchers demonstrating that attackers could install a permanent backdoor and compromise users' computers.

3.

Protegrity published an eight-step plan in MIT Technology Review for securing agentic systems that recommended treating agents as non-human principals and enforcing controls at identity, tooling, data, and output boundaries, including pinned tools, permissions by design, hostile-source gating, output validators, continuous evaluation, and unified governance.

4.

Kling AI launched Kling 3.0, a video model that produced longer clips, improved character consistency, and added 4K image-generation capabilities.

5.

Alibaba released Qwen3-Coder-Next, a compact coding model that achieved the performance of significantly larger models while using about 3 billion active parameters.

References

1.

https://the-decoder.com/cerebras-closes-1-billion-funding-round-at-23-billion-valuation-after-landing-openai-deal/

Cerebras closes $1 billion funding round at $23 billion valuation after landing OpenAI deal

Cerebras Systems has closed a financing round of over one billion dollars, valuing the AI chip startup at around 23 billion dollars. A recent ten billion dollar deal with OpenAI likely helped attract investors.

the-decoder.com

1.

https://the-decoder.com/openclaws-opendoor-problem-is-so-bad-that-installing-malware-yourself-might-save-time/

OpenClaw's OpenDoor problem is so bad that installing malware yourself might save time

The popular open-source AI agent OpenClaw, formerly known as Clawdbot, can be completely taken over through manipulated documents. Security researchers show how attackers can install a permanent backdoor and compromise the user's computer.

the-decoder.com

1.

https://www.technologyreview.com/2026/02/04/1131014/from-guardrails-to-governance-a-ceos-guide-for-securing-agentic-systems/

From guardrails to governance: A CEO’s guide for securing agentic systems

A practical blueprint for companies and CEOs that shows how to secure agentic systems by shifting from prompt tinkering to hard controls on identity, tools, and data.

technologyreview.com

1.

https://the-decoder.com/chinese-ai-video-model-kling-3-0-takes-another-step-toward-usable-creative-assets/

Chinese AI video model Kling 3.0 takes another step toward usable creative assets

Kling AI launches video model 3.0 with longer clips, improved character consistency, and 4K image generation.

the-decoder.com

1.

https://the-decoder.com/alibabas-qwen3-coder-next-delivers-solid-coding-performance-in-a-compact-package/

Alibaba's Qwen3-Coder-Next delivers solid coding performance in a compact package

Alibaba's new coding model Qwen3-Coder-Next achieves the performance of significantly larger models with only 3 billion active parameters.

the-decoder.com

more pain more gain 🚀

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