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>> Hi, everyone. I'm Tracy and this is Shang. We are engineers from LinkedIn's hiring team.And today we're going to talk about how we built hiring agents using LangChain and LangGraph that cut time to interview by 60% for small businesses. Some quick agenda. So we will cover why hiring is an agent problem, then how we evolved and adopted LangChain and LangGraph, and also how we evaluate it, and last, some lessons learned. So why is hiring an agent problem.When we talk to small business hiring managers, ofte ...

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Industry Dynamics and Market Trends - Google released three lightweight AI models, and the anticipation for the Gemini 3.5 Pro model is rising [1] - OpenAI and Hugging Face experienced a security incident involving zero-day vulnerabilities discovered in pre-release models, while OpenAI's next-generation model entered regulatory briefings [1] - Claude Cowork launched new features, and Kimi K3 faced ranking shifts and real-world challenges amid accelerating next-generation model competitions [1] Investment Opportunities and Commercial Growth - Codex and ChatGPT Work user base surpassed 10 million (10 million users), accompanied by a frequent quota reset frequency of four times every seven days and fierce growth competition [1] - The AI industry focus heavily spans across major technology stocks, AI infrastructure, data centers, semiconductor investments, and supply chain segments including NVIDIA, AMD, Broadcom, TSMC, and Micron [1] - Market attention extends to core hardware and technology areas such as HBM, DRAM, storage chips, optical modules, 800G and 1.6T networking, AI servers, GPUs, ASICs, and advanced packaging like CoWoS [1] - Capital markets and investors closely monitor cloud computing vendors including Microsoft, Google, Amazon, and Meta, alongside AI software, SaaS, AI Agents, and generative AI commercialization [1] - Power equipment, nuclear energy investments, liquid cooling technologies, and PCB/ABF substrates remain key components of the AI infrastructure investment logic [1] - Broader market sentiment tracks AI bubbles, technology stock valuations, PE valuations, EPS, financial reports, and related indices such as NASDAQ, QQQ, SOXX, SMH, SOXL, and AI ETFs [1]

Market Trends & Technology Sector - US stocks rebounded sharply, with semiconductor shares leading the rally as the Dow Jones Industrial Average climbed nearly 400 points and the S&P 500 snapped a 3-day losing streak [1] - Advanced Micro Devices and Nebus drove session gains, offsetting recent market weakness and renewing investor optimism in the technology sector [2] - Advanced Micro Devices launched its first rackscale AI system named Helios, featuring Microsoft as a key customer and intensifying competition with Nvidia [4][5] - Nebia's stock surged as much as 19% after Nvidia disclosed a 9.3% stake in the AI cloud company, sparking increased hedge fund interest [5] - Google expanded its Gemini AI lineup by introducing new Gemini 3.6% flash and cybersecurity-focused models, alongside plans for Gemini 3.5% Pro and Gemini 4 [7] - Anthropic agreed to pay 1.5 billion US dollars to authors and publishers in a copyright settlement regarding the training of its Claude chatbot [8] Industry Developments & Corporate Performance - Novo Nordisk filed a lawsuit against Eli Lily alleging false and misleading advertising related to GLP1 weight loss drugs, intensifying competition in the obesity treatment market [3] - General Motors reported strong second quarter earnings of 3.9 billion US dollars, raised its full-year outlook, announced increased shareholder payouts, and brought back gas-powered Cadillac models while slowing electric vehicle rollouts [3][4] - Goldman Sachs launched a new private markets platform to help wealthy investors access pre-IPO opportunities in high-profile private companies including SpaceX and Stripe [8] Macroeconomic & Regulatory Risks - Energy, defense, and transportation sectors experienced heightened volatility due to the ongoing US-Iran conflict, while global oil demand remained subdued with China reducing imports [6] - The US government considered sanctions against Chinese AI firms accused of building open-source models using stolen intellectual property [9] - JP Morgan Chase CEO Jamie Dimon warned that risks of a shock to both stock and bond markets are rising, stating he would not personally buy long-term bonds at current levels [9][10]

Artificial Intelligence & Enterprise Technology - Artificial intelligence adoption remains difficult within enterprises, requiring forward-deployed engineers rather than simple prompting [2] - Application development tools like Lovable enable rapid prototyping, with certain platforms generating 770,000 applications per week globally [4] - Early-stage businesses and enterprises utilize specialized medical AI platforms like Open Evidence to cross-reference prescriptions and dietary information [32][33] Venture Capital & Market Valuation - Private equity and venture capital funds face potential capital destruction risks due to aggressive peak-market deployments and high entry valuations [1] - Major technology leaders and venture firms allocate hundreds of billions of dollars toward artificial intelligence infrastructure and data center capital expenditures [1][29] - Sports franchise valuations decouple from traditional attendance and win-loss records, driven increasingly by streaming service subscriptions and digital platform distribution [79][80] Macroeconomics & Regional Migration - Corporate relocation trends show founders moving operations to states like Texas, Nevada, and Florida to benefit from lower housing costs and favorable business environments [64][66] - Regional tax and fiscal policies, such as proposed wealth taxes, fail to account for the high mobility of capital and entrepreneurs across state and national borders [61][62]

First of all, the end game is to thank you had to start out for after a month plus of World Cup. You have refocused the country on a sports rivalry. The sports rivalry of all time, the one that really matters.Yankees, Red Sox. That's the end game of the World Cup. A joy last night to listen to I think wer in Boston.Yep, yep. Will on the team. And nobody was pulling a jersey.Nobody was stepping on somebody's ankle. You know they have their moments but it was great. Continue.What's the endgame element. So the ...