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12 stories worth knowing about today — AI breakthroughs, launches, and innovations making a difference.

1. Sakana AI Launches Fugu Max and Fugu Ultra v2 for Cheaper, Stronger Multi-Agent Orchestration

MarkTechPost

Sakana AI has released Fugu Max and Fugu Ultra v2, 2 models built on the same learned orchestration architecture. Fugu Max routes tasks to lean open and specialized models, including NVIDIA Nemotron, at $2/$6 per 1M tokens. Fugu Ultra v2 targets peak capability, scoring 48.3 on Chartography and 74.3…


2. OpenAI Launches the Agents API in Public Beta, Putting the Codex Harness Behind One API Call

MarkTechPost

OpenAI has released the Agents API in public beta. It gives developers the same harness and infrastructure that run Codex. OpenAI hosts and maintains the harness. Developers run the agent’s compute in an OpenAI-managed sandbox, their own infrastructure, or a partner sandbox. Is it deployable? Yes. I…


3. Google Research Releases ToolGrad: Answer-First Framework Hits 99.8% Pass Rate for Tool-Use Data Generation

MarkTechPost

Google Research has released ToolGrad, an ACL 2026 Findings framework that inverts tool-use dataset generation: it builds a verified API chain first, then writes the matching user query. Guided by textual “gradients” from a 4-module propose-execute-select-update loop, ToolGrad reaches a 99.8% pass r…


4. DeepSeek AI Released DeepSeek-V4.1-Flash with 1M Context, FP4 KV Cache, and Cross-Layer Attention Reuse

MarkTechPost

Long-horizon agents have turned LLM serving into an input-heavy workload. Repeated prefills and million-token contexts leave KV caches that strain HBM, SSD capacity, and bandwidth. DeepSeek AI built its newest release around that exact bottleneck. DeepSeek-V4.1-Flash is a multimodal Mixture-of-Exper…


5. Why So Many AI Researchers Think the Machines Could Kill Everyone

Wired AI

A combination of rapid advances, recursive self-improvement, and agentic swarms are genuinely “spooking people” inside big labs….


6. The state of AI for security: Measuring what matters most for building trust

AWS Security

Security teams are starting to actively use AI for security work, including vulnerability triage, penetration testing, threat modeling, incident response, and code review. The promise is speed, but a security tool that moves fast and raises too many false alarms doesn’t save time. Engineers spend ti…


7. AIs Compress Exploit Timeline

Schneier on Security

Give an AI agent a mere rumor of an exploit, and it’s enough for them to find it. What’s worse, I found I could use my own agents to find the exploit just by knowing roughly what it was about and so could have been exploiting it well before the public patch was available! Given that just the rumour …


8. Anthropic Researcher Resigns With Warning About the Dangers of AI Development

SecurityWeek

Both Anthropic and OpenAI have seen high-profile resignations in recent years that were tied to safety concerns. The post Anthropic Researcher Resigns With Warning About the Dangers of AI Development appeared first on SecurityWeek ….


9. Read the Apple document explaining how new listening features still protect your privacy

The Verge AI

At Wednesday’s iPhone Duo launch event, Apple announced a handful of new Siri AI Audio Intelligence features, including Siri Recap, Live Rewind, Sound Recognition, and Music Recognition. Alongside its announcement, Apple released a document laying out how it plans to balance AI “ambient listening” a…


10. God told them to sell crypto. Their investors lost everything.

MIT Tech Review

This article was produced in partnership with Type Investigations and with support from the Fund for Investigative Journalism. When Eli Regalado first heard God speak to him, he wondered whether he was hallucinating. Now he likens the experience to having “a thought that is not my thought.” Divine w…


11. Anthropic details distillation campaigns from Alibaba, Moonshot AI, and DeepSeek

TechCrunch AI

A new report released Thursday by Anthropic alleges persistent distillation attacks by China-based AI companies, which have escalated in recent months as competition in the space has intensified….


12. AI research startup Listen Labs scrubbed a $1.5B funding round for Salesforce talks

TechCrunch AI

Listen Labs walked away from a signed Series C term sheet from Menlo Ventures, sources say….

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