Models31d ago
Cohere Embed 5 ships: Pro/Fast shared space; ViDoRe V3 Pro 85.8 avg; Fast at $0.08/M tokens
On 2026-09-30 Cohere launched Embed 5 with Pro and Fast tiers that share one embedding space (index with Pro, query with Fast). Multimodal text/image/fused inputs, 128K context, 100+ languages; API ids embed-v5.0-pro / embed-v5.0-fast. Blog: ViDoRe V3 Pro avg 85.8 (+8.8 vs Embed 4); text pricing $0.12 / $0.08 per M tokens. Available on Cohere API, Model Vault, Azure Foundry, SageMaker; vLLM for private deploy.
Release14h ago
Meituan ships LongCat-2.5, a 1.6T-parameter (about 48B active) native multimodal agentic model, with API pricing of $0.30/$1.20 per 1M tokens
On Nov 2 Meituan's LongCat team listed LongCat-2.5 in its API platform change log as the full release of September 25's LongCat-2.5-Preview. The official technical blog says it has 1.6 trillion total parameters with about 48 billion activated per token, builds on LongCat-2.0 with stronger native visual understanding and agentic coding, and was trained and served with W4A4 inference on domestic AI accelerators. Vendor-reported scores include 88.4 on Terminal Bench v2.1, 38.5 on Terminal Bench v4.0, 91.9 on BrowseComp and 83.1 on MCP Atlas. The API speaks both OpenAI and Anthropic formats with a 1M-token context and up to 128K output tokens, at a limited-time price of $0.30 per 1M uncached input tokens, $0.006 cached input and $1.20 output.
Research13d ago
MemPilot Unveiled: On-Demand Multimodal Memory Curation for LLM Agents Solving Multi-Session Context Saturation
Researchers introduced MemPilot (arXiv:2610.06830), an on-demand multimodal memory curation framework for LLM agents. Resolving the chronic context explosion and cross-session forgetting that plague autonomous agents handling mixed text, screenshots, and action traces, MemPilot introduces an adaptive policy controlling memory retention, semantic clustering, and targeted retrieval. Across extensive long-horizon multi-modal agent benchmarks, MemPilot cuts active memory footprint by over 60% while substantially improving cross-session task completion.
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