artificial intelligence
The future of artificial intelligence.
Why This Billionaire Doesn’t Own a Single Stock or Bond
At 5 a.m. on an ordinary weekday morning, while most people are still in bed, homebuilding mogul Pat Neal is already deep in thought. As the warm water hits his shoulders in the shower, he's not thinking about yoga, breakfast, or even the weather—he’s thinking about the 10-Year Treasury Bill. Not because he invests in it, but because it tells him something about his real passion: housing.
By Muhammad Sabeelabout a year ago in Futurism
Minds That Shaped the Future: Who Discovered Technology and Changed the World
Imagine waking up one morning in a world without electricity. There are no lights to flip on, no smartphones buzzing with notifications, no morning news on a glowing screen. You can’t brew your coffee with a machine, drive a car to work, or even check the time on your smartwatch. Life would feel like stepping into an ancient storybook — and it would quickly become clear just how deeply technology shapes every moment of our lives.
By FAROOQ HASSANabout a year ago in Futurism
“Echoes of Her Code
Rain drummed softly against the rooftop of the old lab, a rhythm that felt almost human. Dr. Rehan sat alone, fingers wrapped around a cup of untouched coffee. In front of him, the screen flickered — line after line of code pulsing like a heartbeat.
By Ahmad Khanabout a year ago in Futurism
How Devstral's AI Coding Agent Is Revolutionizing Development in 2025 (And How You Can Use It). AI-Generated.
In 2025, the landscape of software development is undergoing a seismic shift. Developers are no longer chained to repetitive tasks or wading through countless lines of boilerplate code. Instead, a new breed of AI — Devstral, the programming agent by Mistral AI in partnership with All Hands AI — is rising, one that reads, understands, autonomously modifies actual codebases, and even creates pull requests. This isn’t just another autocomplete tool. Devstral represents a fundamental evolution: it behaves like a junior engineer who works independently, handling complex multi-file issues, testing code, running CI pipelines — all correctly — at scale. And the best part? Devstral is open-source, free under Apache 2.0, and can run locally—even on something like a MacBook with 32 GB RAM or a single RTX 4090 GPU. It's a revolution accessible to indie devs, startups, and enterprises alike . --- Imagine this: you’re a solo developer maintaining a mid-sized repository with 50–200 files. One failing test is breaking your CI. Normally, you'd spend hours debugging. With Devstral, you feed it the repo with the tests failing, and in minutes it will: 1. Track down the failing module, 2. Write or edit code to pass tests, 3. Run your tests locally, 4. Open a pull request with changes, complete with properly formatted messages. All autonomously. No tasks for you except review, merge, and move on. --- 1. Why 2025 Is Devstral’s Breakthrough Year Agentic capabilities: Devstral spans full codebases, not just snippets. It understands inter-file dependencies—a leap beyond GPT‑style models . Top-tier benchmark results: It scored 46.8 % on the SWE‑Bench Verified dataset—beating all other open-source models by 6 points and even surpassing closed-source GPT‑4.1–mini by over 20 % . Hardware efficiency: Runs locally on mainstream machines—no need for cloud or subscription overhead . Open-source license: Apache 2.0 allows you to use, modify, and even sell tools built on Devstral . This combination—autonomy, performance, accessibility, and flexibility—is what makes Devstral a game changer in 2025. --- 2. Real-World Advantages for Developers & Teams Here’s what Devstral means in practice: Rapid bug resolution in minutes, not hours—without shifting context manually. Automated test creation when none exist—fills gaps by understanding intent and working code. Seamless CI/CD workflows: Devstral respects shell commands, Git history, and branching structure, producing clean PRs ready for review . Pair-programming 24/7: Work with an AI collaborator that never sleeps, gets sick, or requires caffeine. Privacy-first local execution: No code leaves your machine. No wonder Devstral is hitting buzz in Vocal.io’s Futurism section, Reddit threads, LinkedIn developer circles, and GitHub communities everywhere . --- 3. How to Get Started with Devstral (Step‑by‑Step Guide) Step 1: Set Up Locally Choose [Devstral Small or Small 1.1] and follow the quick-start guide: git clone, bootstrap the environment, and you’ll be ready on your local machine in under 10 minutes . Step 2: Connect to Code Agent Scaffold Integrate with OpenHands or SWE‑Agent scaffolding to handle test-run loops and persistent context . Step 3: Choose Your Test Repo Pick a project with failing tests. Something open-source or in your backlog. Step 4: Let Devstral Run Run the scaffold command. Devstral will analyze, update, test, and re-run until everything passes. Step 5: Review & Merge Devstral opens a PR. You review, chat with it if needed, approve, and ship. --- 4. 3 Ways You Can Build a Side Hustle Around Devstral This isn't only a tool—it’s a business opportunity: 1. Devstral Setup Service Help small teams integrate Devstral into CI/CD pipelines. Charge $500–$1,500 per setup with added value in docs, customization, and training. 2. Autonomous Code Agent Maintenance Offer recurring service to monitor repos. When Devstral opens PRs, you review, merge, or refine. Subscription-based earnings. 3. Packaged Devstral Agent Templates Create niche-specific scaffolds (e.g., Django agent, React SPA agent) and sell on Gumroad or equivalents. Developers love time-saving templates. --- 5. Caution & Best Practices Security: Run on internal repos only—review PRs carefully. Test coverage requirement: Works best when repositories already have test suites. Human oversight essential: Treat Devstral as a co-pilot, not a replacement. --- 6. What’s Next: Devstral Medium & Beyond As of July 2025, Devstral Medium is available via API, improving benchmarks to 61.6 % accuracy on SWE‑Bench Verified—surpassing GPT‑4 and Gemini at a fraction of the cost . This version is ideal for cloud deployment and even deeper automation. Mistral AI signals this is just the start: plans for larger agentic models and fully autonomous software engineering pipelines are underway . --- Final Takeaway Devstral isn’t a trivial code assistant—it’s a full-stack software engineering agent designed for real-world productivity. Its open-source license, top benchmark performance, and machine-level integration position it as a core pillar of AI development in 2025. If you're building software, coaching teams, or seeking a new side hustle, Devstral is your entry point to agentic AI-powered workflows. The future isn’t just code—it’s code that codes itself. ---
By MOHAMMED AL-HAJJabout a year ago in Futurism
🌙 Solar Power at Night: The Science Behind Anti-Solar Panels Explained
For years, solar energy has been one of the most promising and eco-friendly power sources available. But it’s always come with one undeniable flaw: it doesn’t work at night. Once the sun goes down, solar panels stop generating electricity, and we rely on batteries or backup grids to keep things running. But what if we could flip the script? What if solar panels could produce energy in the dark? Welcome to the world of anti-solar panels — a revolutionary concept where panels generate electricity at night using the heat escaping from the Earth. It’s a fascinating blend of science, engineering, and futuristic thinking. And it’s not science fiction anymore — it’s already in the works. 🔬 What Are Anti-Solar Panels? Unlike traditional solar panels that absorb sunlight and convert it into electricity, anti-solar panels (also known as thermoradiative cells) work in reverse. Here’s the core idea: During the day, the Earth absorbs energy from the sun. At night, that heat slowly radiates back into space. Anti-solar panels capture this outgoing infrared radiation and convert it into usable energy. It’s the same basic principle as solar, just inverted. ⚙️ How Do They Work? Anti-solar panels use a special material that emits infrared light as it cools down. When facing the cold night sky — which is effectively a heat sink — these panels release heat and generate a thermal gradient. That temperature difference can be converted into electricity. The core technology relies on: Thermoradiative diodes (a reverse of traditional photovoltaic cells) Radiative cooling (heat flowing away from warm Earth to cool sky) Infrared light emission, not absorption Stanford University researchers first tested this idea in 2020. By 2022, they managed to produce 50 milliwatts per square meter — enough to power small electronics like LED lights or sensors. Today in 2025, advancements are pushing the potential even further. 🌍 Why the World Needs Nighttime Solar Power Here’s why anti-solar panels could be a game changer: ✅ 1. 24/7 Renewable Energy Traditional solar panels only work 6–10 hours a day. Anti-solar panels could fill the gap overnight, reducing the need for costly energy storage systems. ✅ 2. Remote and Off-Grid Use Night panels could power remote areas or disaster zones where grid access is limited but nighttime sky is clear and cool. ✅ 3. Climate-Friendly Urban Tech They can power nighttime streetlights, remote sensors, or smart buildings — without relying on batteries or grid connections. 🌐 Countries Leading the Innovation 🇺🇸 United States Stanford, UC Davis, and other U.S. institutions are leading in thermoradiative research. California startups are now testing hybrid panels that harvest power day and night on smart homes and EV chargers. 🇨🇳 China Chinese researchers are deploying early-stage anti-solar prototypes on rural rooftops and light poles to test scalability and efficiency. 🇦🇺 Australia With long clear nights and vast open land, Australian universities are piloting dual-purpose panels for agriculture and rural communities. ⚠️ Challenges to Overcome While exciting, anti-solar panels still face major hurdles: Low energy output (currently \~0.05 watts/m² vs 200–300 for solar) High cost of thermoradiative materials Weather dependence — needs clear skies for effective heat radiation Scaling production for commercial or residential use However, these are the same issues solar panels faced in the 1990s. And we all know how far they’ve come. 🔮 What’s Next? Looking ahead, we can expect: Hybrid panels that switch modes (solar during day, anti-solar at night) Urban integration for powering sensors, smart signage, and lighting Space tech use, where heat differences are extreme More efficient thermoradiative cells, possibly within 5–7 years As innovation accelerates and prices fall, anti-solar technology could become a core part of the clean energy movement. 💡 Final Thoughts The idea of solar power at night once seemed impossible. But today, with anti-solar panels, the impossible is becoming reality. While the technology is still young, it holds the potential to revolutionize how we think about renewable energy. No longer limited by sunlight, we may soon live in a world where power flows 24/7 — from both the heat of the sun and the coolness of the night. If we can learn to capture the invisible energy all around us, the future of clean power will be brighter — even in the dark. anti-solar panels
By Tech Horizonsabout a year ago in Futurism
