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Claude API relay guides, detection insights and hands-on LLM API benchmarks

795 articles

CCTest · Blog
Chimera: A Hybrid Diffusion Backbone for Long-Context Visual Generation
Diffusion Models
cctest.ai
Diffusion Models

Chimera: A Hybrid Diffusion Backbone for Long-Context Visual Generation

Chimera proposes a hybrid visual diffusion architecture designed to make high-resolution image and long-video generation more compute-efficient. It combines linear-time state tracking, intermittent global interaction, local convolutions, sparse MoE capacity, and a scaling recipe called HeteroP.

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CCTest · Blog
Can AI Agents Do Open-Ended AI Research? Two Shadow Evaluations Offer Early Evidence
Evaluation & Benchmarks
cctest.ai

Can AI Agents Do Open-Ended AI Research? Two Shadow Evaluations Offer Early Evidence

A new paper introduces “shadow evaluations,” asking AI agents to tackle the central research questions of unpublished papers and letting the original authors judge the results. The early finding: today’s agents can handle engineering, but still struggle with open-ended research progress.

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CCTest · Blog
SecRespond Tests AI Agents Where Security Work Gets Hard: After Compromise
Evaluation & Benchmarks
cctest.ai

SecRespond Tests AI Agents Where Security Work Gets Hard: After Compromise

SecRespond is a benchmark for evaluating AI agents in post-compromise incident response, using forensic disk snapshots and security-product evidence. The results suggest that current frontier LLM agents can follow visible alerts, but struggle with silent intrusions and complete remediation plans.

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CCTest · Blog
Judge questions evidence behind U.S. ‘supply-chain risk’ label for Anthropic
Policy & Regulation
cctest.ai

Judge questions evidence behind U.S. ‘supply-chain risk’ label for Anthropic

A federal judge said the Trump administration has not shown enough evidence to justify labeling Anthropic a supply-chain risk and barring federal use of its AI technology. The dispute highlights a growing clash over AI vendors’ rights, government procurement, and military use.

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CCTest · Blog
Okta’s Permiso Deal Signals a Shift Toward AI Agent Identity Security
Business & Funding
cctest.ai
Business & Funding

Okta’s Permiso Deal Signals a Shift Toward AI Agent Identity Security

Okta has agreed to acquire AI identity security startup Permiso Security, in a deal TechCrunch says is valued at just under $200 million. The move highlights how identity platforms are expanding from login control to continuous monitoring of users, apps, AI agents, and machine identities.

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