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coding-engineering

Gemini Omni 1.2 Flash now available on AI Gateway

Google's Gemini Omni 1.2 Flash is now accessible via AI Gateway, enabling users to generate 3–15 second videos from text prompts using a single API key without needing a separate Google account. The model supports video generation with native audio, editing clips using up to six reference images, extending videos by 3–10 seconds per call (up to 30 seconds total), and refining outputs via previousInteractionId. Output resolutions include 360p, 720p, 1080p, and 4K in 16:9 or 9:16 aspect ratios. Videos can be retrieved via generateText or streamText in the AI SDK as MP4 files. AI Gateway offers unified API access, usage tracking, cost monitoring, retry configurations, failover, performance optimization, custom reporting, Zero Data Retention, budget controls, and routing rules, reflecting provider pricing with no markup or platform fees, including for BYOK requests.

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Vercel
enterprise-apps

How Indegene is modernizing and scaling enterprise data quality in life sciences

This post explores how Indegene built a production-grade, LLM-powered Data Quality Agent in its NEXT Unified Data Platform on AWS. The agent generates context-aware data quality rules, validates them, and produces ready-to-run SQL and Python under human-in-the-loop governance, helping life sciences organizations scale enterprise data quality.

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AWS Machine Learning Blog
enterprise-apps

How U Mobile built agentic telco operations with Amazon Bedrock AgentCore

U Mobile, Malaysia's newest 5G network provider, built AiDaH, an agentic AI operations platform on Amazon Bedrock AgentCore that moves beyond AI assistance to autonomous action across telco operations. Nine months after production launch, AiDaH handles over 150 operational scenarios across six divisions, cutting trouble tickets by up to 84.5%.

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AWS Machine Learning Blog
coding-tools

GPT Images 2.6实测：能做GIF动图和直出SVG了

从 GPT Images 2.0 开始，GPT 就一直是我唯一使用的画图工具。对我来说，它的质量无与伦比。Nano Banana Pro 之类的，我都没再用了。它似乎已经退出比赛了，至少在我的日常使用里是这样。两个月前，Images 2.5 加强了主体一致性和多轮编辑，也改善了细节、复杂布局和速度。Sketch 草图、模板、图片评论和提示词分享，也是在...

腾讯新闻 · AI频道
模型更新

Rewrite, Then Veto: Rewriter-Agnostic Edit Gating for LLM-Based Post-OCR Correction

arXiv:2611.05539v1 Announce Type: new Abstract: LLMs can repair noisy OCR transcripts of historical documents, but they also change text that was already correct. We propose EditVeto, a veto gate placed after a full-context LLM rewrite. The rewrite is character-aligned to the OCR input, its differences are split into blocks, and a 0.6B-parameter gate keeps or reverts each block. An oracle analysis motivates the design: given the true error locations, per-span generation is worse than no correction, whereas vetoing a full rewrite's edits helps. Trained on rewrites by two Qwen3 models and evaluated, frozen, on the eight HIPE-OCRepair-2026 test sets, the gate improves all five rewriters tested, two of them unseen in training: weighted cMER falls by 0.0026-0.0044 and the preference score rises by 0.15-0.25 (paired bootstrap, p ~ 0.0002 each). On published competition outputs it lowers cMER for three of four teams but raises it for the winning run (0.0050 to 0.0065). In a second, disclosed test look, a retrained gate still improves LoRA-tuned rewriters (cMER -0.0011 to -0.0021), and an ensemble of their gated edits reaches a cMER of 0.0069 and a preference score of 0.928, mostly through fine-tuning and pooling rather than gating. Built only on public models and data, it is behind the winner (0.0050) and tied with the second-ranked run (0.0071), both from the only team using domain pre-training, and ahead of all other published runs. A third, secondary look shows the unchanged gate improving zero-shot Qwen3.8-27B (cMER 0.0114 to 0.0108) but only the preference score of its LoRA-tuned version.

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arXiv cs.CL