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Provenance Brief
Provenance Brief
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AI news, with receipts. Simple to skim. Deep when you need it.

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AI agents sound great in demos, but getting them to work reliably…OpenAI and Anthropic become AI consultants as enterprise customers struggle with agent reliability

AI agents sound great in demos, but getting them to work reliably in the real world is a different story.

Find the core claim, method, and released artifacts. Also: note model size and inference requirements.

Why it matters

Major AI lab announcement.

The Decoder
Product 22h ago

Today, we’re announcing structured outputs on Amazon Bedrock —a…Structured outputs on Amazon Bedrock: Schema-compliant AI responses

Today, we’re announcing structured outputs on Amazon Bedrock —a capability that fundamentally transforms how you can obtain validated JSON responses from foundation models through constrained…

Check docs/changelog for breaking changes. Also: check API docs for breaking changes; check LICENSE and dependencies.

Why it matters

Major AI lab announcement.

AWS Machine Learning
Research 6h ago

Vercel set out to find the best way for AI coding agents…A simple text file beats complex skill systems for AI coding agents

Vercel set out to find the best way for AI coding agents to access up-to-date framework knowledge.

Find the core claim, method, and released artifacts.

Why it matters

Potential technical breakthrough.

The Decoder
Product yesterday

Today, we're expanding the Geist font family with Geist Pixel.Geist…Introducing Geist Pixel

Today, we're expanding the Geist font family with Geist Pixel.Geist Pixel is a bitmap-inspired typeface built on the…

Check docs/changelog for breaking changes. Also: check API docs for breaking changes.

Vercel Blog
Press 7h ago

Apple’s Lockdown mode keeps the FBI out of a reporter’s phone, Elon…Moltbook, the Social Network for AI Agents, Exposed Real Humans’ Data

Plus: Apple’s Lockdown mode keeps the FBI out of a reporter’s phone, Elon Musk’s Starlink cuts off Russian forces,…

Verify with primary source before acting. Also: check LICENSE and dependencies.

Wired AI
Business 20h ago

The " OpenClaw moment" represents the first time autonomous AI…What the OpenClaw moment means for enterprises: 5 big takeaways

The " OpenClaw moment" represents the first time autonomous AI agents have successfully "escaped the lab" and moved…

Track implications for your stack/vendors. Also: check API docs for breaking changes; check LICENSE and dependencies.

VentureBeat
Business 21h ago

The company said it developed the platform to address a growing…OpenAI's Latest Platform Targets Enterprise Customers

The company said it developed the platform to address a growing enterprise challenge:…

Track implications for your stack/vendors.

AI Business
Press 20h ago

Open source packages published on the npm and PyPI repositories…Malicious packages for dYdX cryptocurrency exchange empties user wallets

Open source packages published on the npm and PyPI repositories were laced with code…

Verify with primary source before acting. Also: check LICENSE and dependencies; audit…

Ars Technica AI
Research yesterday

Published on February 6, 2026 4:32 PM GMT Let’s call…In (highly contingent!) defense of interpretability-in-the-loop ML training

Published on February 6, 2026 4:32 PM GMT Let’s call “interpretability-in-the-loop…

Note scope, timelines, compliance requirements. Also: check API docs for breaking…

AI Alignment Forum
Research 9h ago

OpenAI is working with G42 on a custom ChatGPT for the UAE…OpenAI's UAE deal with G42 shows AI models are cultural products as much as technical tools

OpenAI is working with G42 on a custom ChatGPT for the UAE that speaks the local…

Find the core claim, method, and released artifacts. Also: note model size and…

The Decoder
Research 10h ago

Researchers at Peking University and Google built a system that…Google's PaperBanana uses five AI agents to auto-generate scientific diagrams

Researchers at Peking University and Google built a system that turns method…

Find the core claim, method, and released artifacts.

The Decoder
Product 20h ago

Summary In this post, we discuss how we optimized the Mamba-2…Accelerating Mamba2 with Kernel Fusion

Summary In this post, we discuss how we optimized the Mamba-2 State-Space Dual (SSD)…

Check docs/changelog for breaking changes. Also: verify benchmark methodology; check…

PyTorch Blog
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