Engineering

Roadmap to Learn Agentic AI This roadmap breaks down the journey into 12 focused stages: – Grasp the core differences between traditional AI and autonomous agents – Build a solid foundation in ML, LLMs, and frameworks like LangGraph, CrewAI, and AutoGen – Understand how agents use memory, plan actions, and collaborate – Learn to implement retrieval-augmented generation (RAG) and adaptive reinforcement learning – Deploy agents in real-world scenarios with performance monitoring and continuous improvement If you're building AI that goes beyond chat interfaces, this roadmap will help you architect systems that are capable, contextual, and action-oriented. Feel free to save or share if you find it valuable.

Scaling from 50 to 100 employees almost killed our company. Until we discovered a simple org structure that unlocked $100M+ in annual revenue. In my 10+ years of experience as a founder, one of the biggest challenges I faced in scaling was bridging the organizational gap between startup and enterprise. We hit that wall at around 100~ employees. What worked beautifully with a small team suddenly became our biggest obstacle to growth. The problem was our functional org structure: Engineers reporting to engineering, product to product, business to business. This created a complex dependency web: • Planning took weeks • No clear ownership  • Business threw Jira tickets over the fence and prayed for them to get completed • Engineers didn’t understand priorities and worked on problems that didn’t align with customer needs That was when I studied Amazon's Single-Threaded Owner (STO) model, in which dedicated GMs run independent business units with their own cross-functional teams and manage P&L It looked great for Amazon's scale but felt impossible for growing companies like ours. These 2 critical barriers made it impractical for our scale: 1. Engineering Squad Requirements: True STO demands complete engineering teams (including managers) reporting to a single owner. At our size, we couldn't justify full engineering squads for each business unit. To make it work, we would have to quadruple our engineering headcount. 2. P&L Owner Complexity: STO leaders need unicorn-level skills: deep business acumen and P&L management experience. Not only are these leaders rare and expensive, but requiring all these skills in one person would have limited our talent pool and slowed our ability to launch new initiatives. What we needed was a model that captured STO's focus and accountability but worked for our size and growth needs. That's when we created Mission-Aligned Teams (MATs), a hybrid model that changed our execution (for good) Key principles: • Each team owns a specific mission (e.g., improving customer service, optimizing payment flow) • Teams are cross-functional and self-sufficient,  • Leaders can be anyone (engineer, PM, marketer) who's good at execution • People still report functionally for career development • Leaders focus on execution, not people management The results exceeded our highest expectations: New MAT leads launched new products, each generating $5-10M in revenue within a year with under 10 person teams. Planning became streamlined. Ownership became clear. But it's NOT for everyone (like STO wasn’t for us) If you're under 50 people, the overhead probably isn't worth it. If you're Amazon-scale, pure STO might be better. MAT works best in the messy middle: when you're too big for everyone to be in one room but too small for a full enterprise structure. image courtesy of Manu Cornet ------ If you liked this, follow me Henry Shi as I share insights from my journey of building and scaling a  $1B/year business.

Exciting updates on Project GR00T! We discover a systematic way to scale up robot data, tackling the most painful pain point in robotics. The idea is simple: human collects demonstration on a real robot, and we multiply that data 1000x or more in simulation. Let’s break it down: 1. We use Apple Vision Pro (yes!!) to give the human operator first person control of the humanoid. Vision Pro parses human hand pose and retargets the motion to the robot hand, all in real time. From the human’s point of view, they are immersed in another body like the Avatar. Teleoperation is slow and time-consuming, but we can afford to collect a small amount of data.  2. We use RoboCasa, a generative simulation framework, to multiply the demonstration data by varying the visual appearance and layout of the environment. In Jensen’s keynote video below, the humanoid is now placing the cup in hundreds of kitchens with a huge diversity of textures, furniture, and object placement. We only have 1 physical kitchen at the GEAR Lab in NVIDIA HQ, but we can conjure up infinite ones in simulation. 3. Finally, we apply MimicGen, a technique to multiply the above data even more by varying the *motion* of the robot. MimicGen generates vast number of new action trajectories based on the original human data, and filters out failed ones (e.g. those that drop the cup) to form a much larger dataset. To sum up, given 1 human trajectory with Vision Pro  -> RoboCasa produces N (varying visuals)  -> MimicGen further augments to NxM (varying motions). This is the way to trade compute for expensive human data by GPU-accelerated simulation. A while ago, I mentioned that teleoperation is fundamentally not scalable, because we are always limited by 24 hrs/robot/day in the world of atoms. Our new GR00T synthetic data pipeline breaks this barrier in the world of bits. Scaling has been so much fun for LLMs, and it's finally our turn to have fun in robotics! We are creating tools to enable everyone in the ecosystem to scale up with us: - RoboCasa: our generative simulation framework (Yuke Zhu). It's fully open-source! Here you go: http://robocasa.ai - MimicGen: our generative action framework (Ajay Mandlekar). The code is open-source for robot arms, but we will have another version for humanoid and 5-finger hands: https://lnkd.in/gsRArQXy - We are building a state-of-the-art Apple Vision Pro -> humanoid robot "Avatar" stack. Xiaolong Wang group’s open-source libraries laid the foundation: https://lnkd.in/gUYye7yt - Watch Jensen's keynote yesterday. He cannot hide his excitement about Project GR00T and robot foundation models! https://lnkd.in/g3hZteCG Finally, GEAR lab is hiring! We want the best roboticists in the world to join us on this moon-landing mission to solve physical AGI: https://lnkd.in/gTancpNK

"I like my job and my company, but my salary doesn’t feel right". Aisha had been working in her company for three years. She enjoyed her work. Her team liked her. Her manager was supportive. But every time she saw her salary, she felt unhappy. “I’m doing more work now, but my salary is still the same,” she thought. This happens to many people. They’re happy with their company, but not with their pay. Aisha decided to take it up. Here’s what she did (and what you can learn too): 1. She did her research. Aisha checked online to see what others in her role were earning. She made sure her salary request was fair. 2. She picked the right time. She didn’t just ask suddenly. She booked a proper meeting with her manager—at a time when things were calm at work. 3. She made a list of her work. She wrote down her achievements: A process she improved Clients she helped keep happy Extra tasks she had taken on This showed how she was helping the company grow. 4. She knew what to ask for. Aisha had a clear number in mind. Not too high, not too low—just right for her skills and work. 5. She practiced what to say. She talked through her points with a friend first, so she could speak clearly and with confidence. 6. She stayed calm and polite. During the meeting, she didn’t complain or compare. She simply explained her work and asked for a raise. 7. She talked about the future. Aisha also shared her plans to keep learning and doing even better work in the company. 8. She was ready to talk it out. Her manager didn’t agree right away. There was some back-and-forth. Aisha listened and stayed open to different options, like bonuses or new projects. 9. She followed up. After the meeting, she said thank you. This showed she respected her manager’s time. 📌 What happened next? A few weeks later, Aisha got a raise—and a new opportunity at work. 💡 What can we learn? If you like your job but feel underpaid, don’t stay silent. Make a plan, stay professional, and speak up—just like Aisha did. Hope you have liked the article on how to ask for Salary Increment. Follow Me Smriti Gupta for Career & Resume tips #salarynegotiation #career #leadership

Agrivoltaics – combining land for solar and agriculture – is a genuine win-win. It allows a single piece of land to produce both food and clean energy at the same time. Around the world, farmers are finding that solar infrastructure creates microhabitats that boost resilience, improve yields and reduce water stress. For the agriculture: ✅ Shade from the panels lower ground temperatures and reduces evaporation. In arid areas, this has doubled or even tripled crop yields while cutting irrigation needs by half. ✅ Shade-tolerant crops like lettuce, kale, berries and broccoli thrive under reduced heat stress, especially during extreme weather. ✅ Higher soil moisture also promotes healthier pasture, leading to more nutritious forage for grazing animals. For solar operators: ✅ Sheep naturally keep vegetation under control, reducing mowing and maintenance costs and lowering fire risk. They also prevent plants from shading the panels. ✅ Crops underneath the panels help to cool the modules, improving performance on hot days. And the animals benefit too. A 3-year study of 1,700 sheep at the Wellington Solar Farm in NSW found the sheep produced higher quality wool and more of it. The arrays offer shade in summer, shelter during storms and cooler microclimates throughout the day. Economically it's a strong proposition: - Landowners gain a stable income stream while keeping land productive. - Developers access more viable sites with fewer permitting hurdles. - Communities retain agricultural land and benefit from local investment and tax revenue. And in the US, a significant "solar grazing" industry is emerging, where farmers become vegetation managers. They rent out flocks of sheep to solar farm owners and the sheep trim the vegetation. Agrivoltaics is showing that solar and agriculture don’t have to compete for land. They can thrive together – and create more value in the process. Image credit: Enel Green Power #energy #renewables #energytransition

April 6th: A bright spring day in Germany, one that perfectly illustrates the need for battery storage systems. Like so many other sunny days, PV generation in Germany covered a large portion of the electricity demand for several hours in the middle of the day, thanks to the cloudless sky and millions of solar modules. But there is a darker side to the sunshine. Large amounts of daytime solar can overload the grid and cause severe electricity price fluctuations: on April 6th, intraday electricity prices dropped to -200€/MWh at their lowest point. In cases where more electricity is generated from solar energy than the grid can handle, grid operators regularly require solar installations to curtail their production. This means that energy that could otherwise be made available to consumers cannot be used. And when the sun goes down, most of the demand must quickly be met with flexible sources. This adds an extra layer of complexity: deciding which conventional power plants can be shut down during the day and switched on again in the evening is a careful balancing act. This is precisely the situation where battery energy storage systems (BESS) can bridge the gap, with several advantages: - By storing part of the solar energy at peak generation times and dispatching it later, BESS can help shift the curve to more closely align with evening demand. - Better management of volatile generation from renewables also helps keep prices stable. - Provided they are close to the overproducing solar systems, BESS contribute to grid stability by helping balance supply and demand. Of course, there is no one-size-fits-all technology. A secure and flexible energy system needs a diverse mix. But batteries are playing an increasing role, especially as they become more and more affordable. We at RWE are harnessing the benefits: we have 1.2 GW of installed BESS capacity worldwide, of which nine systems totalling 364 MW of capacity operate in Germany alone. We’re scaling fast, with new large-scale projects recently commissioned in Germany and the Netherlands. And we have just decided to build a BESS facility in Hamm with an installed capacity of 600 megawatts. So, let’s continue to make the most of those sunny days — by creating the right framework conditions to build up affordable and flexible support.

During my time serving in government, I saw firsthand how geopolitics can impact energy production and flows, with cascading impacts on market and macroeconomic trends.   We're already seeing this play out following the last few days in the Middle East. U.S. and Israeli strikes on Iran triggered retaliatory action across the region that has disrupted energy production and transit.   The market reaction is changing quickly. Since I recorded this video on Monday, oil and gas prices have jumped further, and equities have shifted toward a risk-off move as investors price in continued escalation. Bonds sold off further, reflecting inflation fears in developed markets. Due to the segmented nature of natural gas markets, the impact of higher prices will hit regions differently, with Europe more exposed than the U.S. to elevated LNG prices.   The central question: will this remain a short-term volatility spike or evolve into a broader supply shock? The duration of the disruption and the severity of transit impacts are the core variables I'm watching.   ⬇️ Watch the full video for my latest take on what this could mean for markets.

Just as routine stress tests help us understand our own health, medical technology goes through its own set of trials to earn its place in a clinical setting. An MRI, for example, faces a battery of stress tests: steel balls dropped on heated surfaces to check for cracks, robotic arms repeatedly plugging and unplugging connectors to make sure all signals work properly, patient tables loaded with hundreds of kilograms to measure strength and endurance, vibrating floors to test precision and quality. Our factory teams scrutinize every detail – and imagine every scenario – to ensure the device will meet the daily demands of patient care in any kind of environment. Safety, reliability, and quality are non-negotiable. We must be absolutely confident that our systems will perform not only on day one, but also when faced with unexpected and urgent situations. This trust is more than a technical requirement – it’s fundamental to healthcare. When clinicians know their technology can handle challenges, they can fully focus on their patients and on delivering care with comfort and hope. For patients, this assurance means peace of mind and being able to focus on the truly important task at hand: healing.

Nature's Hacks for Success. Biomimicry might sound complex, but it's simply about learning from nature to enhance our designs. It's like learning from the best teacher—Mother Nature herself. Defined by the Biomimicry Institute, this approach guides us toward sustainable solutions by mimicking perfected patterns and strategies found in nature. Nature has already solved many of our challenges. So, why not apply its genius to our packaging designs? It offers patterns and relationships that inspire better, eco-friendly packaging designs—whether in structure or materials, designers can draw from nature's beauty, texture, and flow. We discover materials that are waterproof, breathable, flexible, and more—it's as if nature has already completed the heavy lifting of innovation, evolution, and adaptation for us. Think of the honeycomb structure in beehives—it's not only sturdy but also space-efficient. A great example of biomimicry in packaging design is the SIS bottle by Backbone Branding. Their designers draw inspiration from a flower's pistil to shape a two-litre juice bottle. The design not only stands out with its natural juice colour but also resolves many stacking, storage, and merchandising challenges through its interlocking form. Rooted in geometry with equilateral triangles, these bottles fit snugly together, saving space. Every aspect of the bottle, from its size and proportions to its lines and curves, has been carefully considered. Even the label has been specially designed to adhere to the bottle's irregular surface, eliminating the need for glue. Consider adding nature's strategy into your design process. It will help you close the loop and build a solution that resonates with the ecosystem we breathe in. Biomimicry enables us to develop sustainable systems rather than short-lived, isolated solutions that may soon become outdated. One thing's for sure, we stand at a crucial juncture in human history. The challenges ahead demand designers and innovators capable of creating resilient, adaptable solutions. Our path forward must consider the well-being of future generations across the planet. We must continually draw inspiration from nature and reciprocate by nurturing and preserving it. In doing so, we'll not only enrich our designs but also contribute to the greater ecosystem. Let nature continue to inspire us, and in return, let's contribute to its well-being—a cycle of respect and reciprocity where our designs and actions reflect a deep reverence for the natural world. Ready to take a cue from nature's playbook for your next packaging design? 📷Backbone Branding