What's happening: India AI Summit sparks $240B investment pledge led by Reliance, Adani and Google
The India AI Impact Summit 2026 announced a historic $240 billion AI investment pledge. Reliance committed $110 billion for AI infrastructure over seven years, Adani pledged $100 billion through 2035, and Google disclosed a $15 billion AI hub in Visakhapatnam along with new subsea cable routes. The Indian government also added 20,000 GPUs to its AI arsenal.
Also developing:
Businesses now view protection as safeguarding decisions, trust, continuity, and reputation rather than physical assets. The rise of AI intensifies risk, as models trained on sensitive data can be compromised, leading to regulatory, reputational, and financial fallout. Companies are turning to AI data security platforms, least‑privilege access, and adaptive network defenses to monitor usage, enforce controls, and detect anomalies in real time. Embedding these safeguards early in strategy is becoming a competitive advantage.

Per @a16z, the gap in ARR/employee has widened dramatically in the Age of AI $700k per FTE vs. $200k per FTE You're either pulling away here, or falling way, way behind https://t.co/6CD2h5yM6X
The future of working with AI is letting it do the work autonomously. Babysitting agent in the terminal is a transitional habit because it’s sorta still feels like coding.

A new AI‑powered unified framework for automated weed detection has been unveiled, combining multispectral imaging with advanced deep‑learning models. Early field trials across twelve major crops report a 94% detection accuracy and a 30% reduction in pesticide usage. The system...

Walmart is using AI forecasting + simulation to reroute inventory ahead of a winter storm so essentials are in the right stores before roads turn into a mess. This is the future of retail ops. Not “supply chain resilience” as a slogan,...

Since Clawdbot has an email inbox I can just forward stuff for it to take care of. Here’s Clawdbot turning my email receipts into a parts list. https://t.co/7YyC1cwVCh

JAXMg introduces a multi‑GPU linear‑algebra library that plugs cuSOLVERMg directly into the JAX ecosystem, delivering JIT‑compatible solvers for dense systems. By using a 1‑D block‑cyclic distribution and peer‑to‑peer GPU transfers, it overcomes single‑GPU memory caps and scales across up to...
Last year at SaaStr AI Annual, over $500M in funding conversations started in the hallways This year at SaaStr AI 2026, the deals will be even bigger Founders + investors + 3 days May 12-14. SF Bay Be in the room https://t.co/QB6XhsPio4
Noora Health, the Y Combinator‑backed health‑tech startup, announced a full‑time AI/ML Engineer position in Bengaluru with a salary of ₹2.5M‑₹3.5M INR. The role involves building end‑to‑end AI systems to enhance its caregiver education platform, which has already trained over 30 million...
How much value is locked up here on X? Or, what is the money doing in AI? I had @blevlabs's AI (a state of the art cognitive architecture that works a lot better than Grok or ChatGPT for these kinds of...
Dan Shapiro outlines a five‑tier model for AI‑driven software development, borrowing the NHTSA’s automotive automation levels. He argues that cheap AI compute is driving a rapid deflation of code costs, forcing teams to shift from manual coding to AI‑generated output....

Brunello Cucinelli unveiled Callimacus, an AI‑powered ecommerce site built on its in‑house Solomeo platform. The site lets shoppers enter natural‑language prompts, delivering real‑time, personalized product recommendations that echo the brand’s boutique experience. Executives say the technology will bolster both brand...

KeyBank is leveraging conversational AI to dramatically lower call‑center expenses, with AI‑handled interactions costing about $0.25 versus $9 for human agents. The bank reports roughly $100 million in annual savings and has boosted its technology budget to about $1 billion to support...

OpenAI announced that ads will appear for free‑tier ChatGPT users, a shift aimed at generating revenue without altering the model’s answers. At the same time, AI‑backed super PACs are pouring tens of millions into the 2024 midterm elections, signaling deepening...

Enterprises are hitting a scaling wall as unstructured data pipelines fail to meet the latency, throughput, and consistency demands of AI inference workloads. Hewlett Packard Enterprise (HPE) reports customers are pressing for end‑to‑end pipeline redesigns, including RDMA‑enabled data movement, to...

Equifax unveiled Synthetic Identity Risk, an AI‑driven solution that flags synthetic identity fraud using machine‑learning analysis of identity data, credit histories, and behavioral signals. The tool can be deployed at account opening or continuously for ongoing monitoring, enabling lenders to...
👨🦳Non-AI startups: - Lots CSMs (vs FDEs) - AI agent is slow / not truly great, not #1 focus of company - Not gaining market share - Customers don’t want to pay 2x-10x more for AI Agent (honest truth: not great) - Still very large...

MarkTechPost introduces a cost‑aware planning AI agent that explicitly balances token usage, latency, and tool‑call budgets when generating action plans. The agent creates multiple candidate steps, estimates their resource spend, and employs a beam‑style search with redundancy penalties to select...

Scientists from the German Aerospace Center unveiled quantum‑enhanced physics‑informed neural networks (qPINNs) that fuse variational quantum circuits with classical layers to solve nonlinear partial differential equations. In benchmark experiments qPINNs achieved comparable mean‑squared‑error to classical PINNs while requiring roughly ten‑fold...

OpenAI announced that upcoming updates to its Codex code‑generation model will push it into the “High” cybersecurity risk tier in the company’s internal risk framework, the first time a model has reached that level. The “High” designation means Codex could...
The episode explains that e‑commerce brands must treat SEO as the essential foundation for AI‑driven search, using technical SEO, clear site architecture, unique product content, and internal linking before tackling Generative Engine Optimization (GEO) and AI Optimization (AIO). It stresses...

Agentic AI is moving fast and most teams lack visibility into what’s actually happening. Meet our sponsor for this weeks newsletter: @harmonicsec ! Harmonic's Security’s MCP Gateway is a lightweight, developer-friendly gateway that gives security teams real visibility...
🧠 Grok Prompt Frameworks — prompting as a system, not a sentence This visual nails an important truth: Good prompting is structured thinking. Here’s how I’d frame these five Grok prompt frameworks in practice: 🔹 R-T-F (Role – Task – Format) Best when you want...

LG CNS demonstrated an AI agentic payment system that uses deposit tokens, as part of the Bank of Korea’s Project Han River wholesale CBDC trials. The demo featured virtual personas acting as content creators and buyers, autonomously negotiating and settling...
I just saved hours per week with ONE hour and ONE button press inside Claude. Follow this: 1) I went to a recent thread where I completed a task that I have to do often (ex: write newsletter headlines, edit a client...

Inferact, the startup behind the open‑source vLLM inference engine, announced a $150 million seed round that pushes its valuation to $800 million. vLLM, now used by Amazon and other cloud providers, accelerates ChatGPT‑style models by 2‑24× through PagedAttention and continuous batching. The...

Some questions are easy. Others need real reasoning. If a model jumps straight to the final answer, it can easily make mistakes. That’s where reasoning and chain-of-thought matter. Instead of guessing, the model breaks a problem into steps before reaching a conclusion. Once the prompt is set,...

Blue Yonder’s Chief Innovation Officer highlighted a shift at NRF 2026 from budget‑centric AI talk to pragmatic, value‑driven conversations with retailers. The vendor has spent $2 billion over three years rebuilding its technology stack, now delivering integrated solutions such as a Smart...

AI‑driven search interfaces are reshaping how users discover brands, allowing large language models to surface answers that bypass traditional SERP clicks. Semrush responded with Semrush One, a unified platform that combines classic SEO tools with an AI Visibility Toolkit to...
Are you an owner/operator looking to 𝗴𝗲𝘁 𝗔𝗜-𝗺𝘂𝗹𝘁𝗶𝗽𝗹𝗲𝘀 𝗼𝗻 𝗲𝘅𝗶𝘁? Are you in 𝗧𝗮𝗺𝗽𝗮? Are you all of the above? If so, join Thomas Cockriel from Trenam Law and me next week. We're going to be covering the top questions that we both get...

JBL unveiled the BandBox Solo and BandBox Trio portable speakers, each equipped with on‑device “stem AI” that can isolate or mute individual instrument tracks in real time without an internet connection. The Solo is an 18‑watt Bluetooth speaker with built‑in...
Yann LeCun, Meta’s former chief AI scientist, has founded AMI Labs, a Paris‑based startup dedicated to building “world models” that understand physical reality. Unlike large language models, these models will be trained on video and sensor streams to embed common‑sense...
OpenAI announced its API unit generated over $1 billion in annual recurring revenue in the past month. The API powers third‑party developers such as Perplexity and legal‑tech startup Harvey, cementing its role as core infrastructure. The revenue boost arrives as the...
Professor Marcel Bucher, a plant‑science faculty member at the University of Cologne, lost two years of research and teaching material after he temporarily disabled ChatGPT’s data‑consent setting. The action triggered an irreversible deletion of all his Plus‑account chats, prompts, and...

Researchers at Siemens and Eindhoven University unveiled a software‑engineering framework that captures human expert knowledge and embeds it into large language models using a request classifier, Retrieval‑Augmented Generation, and thousands of codified rules. The augmented LLM generated simulation‑data visualisations with...
AI Agents Are Killing Brand Loyalty — And Reshaping How We Shop AI driven personalisation and recommendations are changing consumer habits — the article argues we may be witnessing the end of traditional brand loyalty. Read more 👉 https://lnkd.in/eKJxW8du #AI #Retail #ConsumerBehaviour #BernardMarr

Shift‑left QA repositions testing to the earliest stages of AI development, targeting data selection, prompt design, and model behavior before any user interface exists. Traditional software QA, which validates deterministic code after UI creation, misses the probabilistic failures that AI...

The AI community entered 2025 promising a breakthrough year for autonomous agents, yet a recent paper argues that transformer‑based models cannot reliably handle tasks beyond a certain complexity, casting doubt on that vision. Critics cite mathematical proofs of inherent hallucination...

The World Economic Forum’s Davos meeting in 2026 was reshaped by AI, with CEOs and tech giants dominating the agenda. Meta and Salesforce turned the promenade into AI‑focused storefronts, pushing topics like trade policy and AI bubbles ahead of climate...

🤖 Let’s talk about good AI content use cases: Although AI-generated content is used in many scenarios, in some cases it doesn’t make sense and can do more harm than good (eg. writing guides on autopilot, without real human experience...
I used my talk at the JPM conference this year to deep dive on @Ginkgo's future direction - building autonomous labs that replace traditional manually-operated laboratories. Wherever you see a lab bench today you will see one of Ginkgo's autonomous labs...

Corr-Serve has expanded its seven‑year partnership with global cyber‑security firm Seceon, becoming the exclusive distributor for Seceon's AI‑driven Open Threat Management platform across the Southern African Development Community. The deal positions South Africa as the operational hub, delivering real‑time threat...
The browser has evolved from a simple web gateway into the primary enterprise endpoint, handling over 70% of global traffic. Generative AI agents that can act autonomously inside browsers are turning them into intelligent workspaces, prompting incumbents and startups to...

OpenAI CEO Sam Altman is slated to travel to India in mid‑February for a series of closed‑door meetings that will run alongside the India AI Impact Summit 2026 in New Delhi. The summit, scheduled for February 16‑20, will host top AI executives...
A useful reality check on AI and the economy. In early 2025, AI capex and consumer spending added roughly the same amount to net-new GDP. That’s striking, given that consumer spending still makes up about 70% of total GDP. But for growth...
Scientists have designed a framework that enables a humanoid robot face to produce realistic lip-audio synchronization across 12 different languages, including English, Russian, Korean, and Arabic. Learn more in Science #Robotics: https://t.co/Sk4UElC3o8 https://t.co/ixFf5bGNv0

Researchers introduced QuantumSMoE, a vision‑transformer‑based decoder that integrates a mixture‑of‑experts (MoE) layer to tackle surface‑code error correction. By embedding the toric code’s geometry through plus‑shaped patches and adaptive masking, the model captures local lattice interactions while maintaining global context. Experiments...

Clawdbot found my HomePods on the network and built a skill to control them. https://t.co/cKJ1XoWjci
Clawdbot is where I thought computers were headed back when I was prototyping natural language computer control with GPT-4. The models are finally good enough. You can talk to your computer.