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Models, products and AI startups, near-duplicates collapsed to the most credible source

Cognition Unveils SWE-2 Coding Model

Cognition launched SWE-2, a coding model scoring 50.0 on FrontierCode 1.1 Main—within one point of Fable 5.1 while 64% cheaper; it was post-trained from the 2.8T-parameter Kimi K3 and uses single-run RL across reasoning levels to improve cost-performance.

Hacker News ·

AI agents flood public services with requests

Researcher Chris Schmitz finds AI assistants have driven large increases in public-service submissions across 11 jurisdictions: 84 cases show spikes after ChatGPT, including UK housing complaints rising from 2,600 to ~7,000 and CFPB complaints growing 5x. The trend — dubbed “agentic flooding” — may persist and forces reconsideration of social-service design and policy.

TechCrunch ·

Amazon pilots ads in ChatGPT

Amazon and OpenAI are piloting conversational ads in ChatGPT in the U.S.; inventory is available via Amazon DSP as a managed service with CPC and CPM options, while OpenAI controls delivery. Delta Vacations is among pilot brands. The partnership gives Amazon a bridge into ChatGPT’s ad channel as it scales (Amazon’s ad business neared $70B last year).

Hacker News ·

d-Matrix adopts NVIDIA NVLink Fusion for XPU racks

Inference chipmaker d-Matrix will use NVIDIA NVLink Fusion to connect its Raptor XPUs to NVIDIA’s AI platform and MGX rack architecture, easing rack-scale deployment. NVLink Fusion claims 3x lower XPU-to-XPU latency versus Ethernet, 10x higher packet rates, and 3 TB/s per XPU all-to-all bandwidth.

NVIDIA Blog ·
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