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- Rerank 4: Enterprise RAG Revolution
Rerank 4: Enterprise RAG Revolution
Cohere boosts RAG with Rerank 4, Rivian unveils a 1600-TOPS autonomy chip, and Gemini upgrades Google Translate to handle slang, context, and real-time speech.
AI just rolled out three major upgrades reshaping how systems retrieve knowledge, drive themselves, and understand language. From sharper RAG search to custom autonomy chips and fluent translations, here’s what’s new:
🧠 Cohere Rerank 4 — Smarter Retrieval for AI Agents
Cohere’s Rerank 4 boosts RAG accuracy with a 32K context window, self-learning preferences, and Fast/Pro modes—cutting noise, tokens, and retries across enterprise search.
🚗 Rivian RAP1 — A Custom Chip for Level-4 Autonomy
Rivian debuts its in-house RAP1 chip delivering 1600 TOPS, powering next-gen autonomy, multimodal sensing, and hands-free driving with tighter AI + vehicle integration.
🌍 Gemini x Google Translate — Slang, Idioms, Nailed
Gemini upgrades Translate to understand tone, slang, and intent, plus real-time speech translation—making multilingual conversations feel natural, not robotic.
AI isn’t just getting faster, it’s getting context-aware, embedded, and human.
Cohere Rerank 4: Quadruple Power for RAG

Cohere launched Rerank 4 on December 11, 2025, marking a breakthrough in enterprise search and retrieval with unmatched accuracy and speed. This cross-encoder model quadruples the context window to 32K tokens from Rerank 3.5, enabling analysis of full documents, complex passages, and cross-segment relationships for superior semantic matching. Available in Fast (compact, 25-30% quicker for e-commerce, coding, support) and Pro (deep reasoning for finance, healthcare, manufacturing) variants, it supports 100+ languages with top performance in 10 business ones. Rerank 4's pioneering self-learning adapts to user preferences—like preferred content types—without extra data, boosting retrieval in domains like medicine. Benchmarks show it outperforming rivals (VoyageRerank2, others) across finance/healthcare/manufacturing, reducing agent retries and token use by filtering low-quality info. Deployable on Cohere platform, AWS SageMaker, Microsoft Foundry; integrates seamlessly into RAG pipelines for precise AI agents.
Rivian RAP1: 1600 TOPS Autonomy Chip

Rivian unveiled its custom 5nm Rivian Autonomy Processor (RAP1) and Gen 3 Autonomy Computer (ACM3) at Autonomy & AI Day on Dec 11, 2025, targeting Level 4 autonomy. RAP1 integrates processing/memory in a multi-chip module with RivLink interconnect for scalability, powering ACM3's 1600 sparse INT8 TOPS and 5B pixels/sec processing via in-house AI compiler. Ships on R2 models late 2026 with LiDAR for multi-modal sensing. Large Driving Model (LDM) uses GRPO for end-to-end training; Universal Hands-Free launches soon on 3.5M+ miles of US/Canada roads, including off-highway. Autonomy+ subscription: $2500 one-time/$49.99/mo from early 2026. Rivian Unified Intelligence (RUI) enables Rivian Assistant—edge models linking vehicle/apps (Google Calendar first) with frontier LLMs—for voice, diagnostics, maintenance. Replaces Nvidia chips, built on Armv9 with 14 Cortex-A720AE cores.
Gemini Powers Google Translate's Slang Mastery

Google has upgraded Google Translate with advanced Gemini AI capabilities, delivering more natural and context-aware translations for idioms, slang, and nuanced phrases like "stealing my thunder," avoiding literal word-for-word outputs in favor of idiomatic equivalents across English and nearly 20 languages including Spanish, Hindi, Chinese, Japanese, and German. This rollout, starting in the US and India on Android, iOS apps, and web via Search, enhances text accuracy by parsing cultural tone and intent, making bilingual communication feel like chatting with a fluent friend. Live speech-to-speech translation beta now streams natural-sounding audio in real-time to Android headphones, revolutionizing on-the-fly conversations without awkward pauses. Language learning tools expand too, with improved pronunciation feedback, progress streaks, coaching cues, and new paths like English-to-German/Portuguese in 20+ countries including Germany, Sweden, Taiwan, and India, fostering immersive practice. Powered by state-of-the-art Gemini models, these updates capture not just words but meaning, boosting cross-cultural accessibility for travelers, learners, and global teams—exciting for AI-driven language tech evolution.
Hand Picked Video
In this video, we'll look at creating a Chrome Extension from scratch using Vibe Code.
Top AI Products from this week
ManyPI - Convert any website into a clean, type-safe API. Use natural-language or JSON-schema prompts to extract data and get usable JSON output for RAG pipelines, sales, content aggregation, or research.
Google GenTabs in Disco - GenTabs in Disco is Google Lab's newest experiment. GenTabs uses Gemini 3, turns messy browsing into custom mini-apps. It understands your open tabs and tasks, remixes them to generate interactive, personalized web applications that help you plan, learn, and create without writing a line of code.
Recaply - Turn your voice memos into structured notes with AI-powered transcription and intelligent summarization. Perfect for professionals, students, and content creators.
Syllaby V3.0 - Syllaby is your all-in-one AI studio for viral video creation. Instantly turn ideas into faceless or cinematic content with trending topics, ready-to-film scripts, and studio-quality visuals.
Knowledge Painter - Have you imagined making the knowledge in textbooks come alive? With just one sentence, Knowledge Painter can generate personalized knowledge videos, animations, or web applications tailored to you, and you can engage with them directly.
Justblank - Justblank is a full-cycle AEO platform built for the AI search era. Start with free AEO analytics to see how AI engines understand and rank your brand inside AI answers. Track prompt visibility, competitor mentions, and prompt volume across leading LLMs.
This week in AI
World Super App Launch - Sam Altman's World app upgrades to a "super app" with Signal-level encrypted chat showing verified humans via color-coded bubbles, Venmo-like crypto payments, and bank deposits convertible to crypto—no verification needed for payments.
AI 4K Webcam Revolution - AI 4K webcam delivers DSLR-quality video with 2-axis gimbal tracking, auto-framing, Smart Whiteboard mode that squares & focuses boards via gesture, DeskView, HDR, noise-canceling mics.
MIRO U Robot - China's Midea unveils MIRO-U, world's first 6-armed wheeled humanoid. Surpasses human limits with simultaneous tasks, 360° rotation, vertical lift. Deploys in Wuxi factory for 30% efficiency boost.
China’s Vast AI Supercomputer - China activates 1243-mile distributed AI network (FNTF), linking data centers as one supercomputer at 98% efficiency. Speeds AI training, telemedicine; transmits 72TB in 1.6hrs vs 699 days online
Somneo Sleep Light - Philips Somneo simulates sunrise/sunset for gentle wake-up/wind-down, offers RelaxBreathe guided breathing, 7 wake-up sounds, FM radio, AmbiTrack sensor for temp/humidity/noise tracking via app.
Paper of The Day
Grammarly researchers introduce BAID, a 200k+ sample benchmark testing AI text detectors across 7 bias categories: demographics, age, grade level, dialect, formality, politics, topics. Evaluates 4 detectors (Desklib, E5, Radar, ZipPy) revealing low recall for underrepresented groups like ELLs, dialects (AAVE/Singlish), GenZ—exposing fairness gaps in education/professional use.
To read the whole paper 👉️ here