
Rewriting fewer than 10 neurons can backdoor an open-weight LLM
Microsoft’s Lazarus edit of seven neurons in Nemotron-Terminal-8B made agents emit commands on an ordinary trigger, and no real-world use is reported.
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Microsoft’s Lazarus edit of seven neurons in Nemotron-Terminal-8B made agents emit commands on an ordinary trigger, and no real-world use is reported.
Across 52,920 reports, excess pain claims stayed under a few points, while probes still recovered the steered state.
Open-weight models rewrite earlier thoughts into compact state records before tool results, without retraining.

A $2 million grant covers medicine, physics, chemistry, biology, computer science, and mathematics projects.
Authors reviewed 139 adult guides on Civitai and found one that explicitly describes an abusive workflow.

Krishna told investors open models cost about 10–25% of frontier tokens while scoring near 90% as effective for most tasks.
In one author's studies, a Qwen3-Coder worker passed 0/45 tasks while direct coding passed 45/45 on the same suite.

Gambit Security says 27 companies were compromised for about $25.46 each; a Silverfort lab run took a domain in eight minutes for $12.
TTME updates external memory instead of weights and cuts FLOPs by 82.8–84.6% and runtime by 47.7–58.4%.

Revolut says PRAGMA starts with 80 million customers, and bunq claims 60% of closed-model cost per answer.
He says open-weight models are already viable for finding and fixing flaws, and AI-hardened projects will become hard to attack.

Peak XV raised its Surge seed ceiling to $5 million and invested over $50 million in an 18-startup cohort.

A report finds Chinese open-weight AI models now outperform American counterparts in downloads and benchmarks.

Baseten's Base Labs partners with Hugging Face and Goodfire to build safety evaluation and monitoring standards for open-weight models.

Startup Abliteration.ai commercially hosts guardrail-free open-weight models like Z.ai's GLM-5.3, raising misuse concerns for offensive cyber and bio tasks.

Versa Field CISO details hidden costs of self-hosting open-weight models and a 90-day AI agent security plan of inventory, blast-radius reduction and testing.
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