Tech
AI can Track Unsafe Food by Surveying Customer Reviews

The researchers from Boston University developed a new AI, called BERT, that detects unsafe food. This AI uses Amazon customer reviews to tell which food is safe and which isn’t. Its accuracy is about 74% which isn’t too bad to begin with.
It detects any food that’s contaminated with chemicals, toxins, pathogens. After eating unsafe food, many of the people become ill, this AI prevents that from happening. Taking into consideration the global health program, the researchers arrived at this AI Program that uses world’s largest online retailer to help detect unsafe food items.
It follows an elaborate process. The developers of the AI linked the Amazon.com food reviews with the AI BERT(Bidirectional Encode Representation from Transformations). The 1,297,156 reviews from Amazon.com linked with the food products made it easy for the users.
Dr. Elaine Nsoesie, the assistant professor of global health at BUSPH informed that- “Health departments in the US are already using data from twitter, yelp and Google for monitoring foodborne diseases.”
The unsafe food products are a global food threat. And BERT is an intelligent way to deal with it. The WHO reports that about 600 million people suffered from illness because of contaminated food. BERT helps to track the unsafe food products and help generate food recalls.
Now the developers want to take the AI up a notch by adding not just reviews from Amazon, but product reviews from other websites and social media as well, like Twitter, Facebook. This way any product labelled foul or rotten , or anything bad gets the unsafe tag.
It isn’t the first time researchers used social media platforms for reviews. Many health organisations monitor food products by referring to the social media as well. Surveillance of food products is important and BERT is in the game to do play its role. The researchers said that BERT will stop any foodborne disease outbreaks and prevent illness and deaths.
Tech
Future Unfolding: Your Guide to the Hottest Upcoming Solana Projects

If you’ve been peeking into the world of blockchain lately, you’ve probably heard whispers about some exciting upcoming Solana projects. And no, this isn’t just the usual crypto chatter. Solana’s unique combination of speed, scalability, and low fees has been turning heads in all the right ways. Now, a fresh wave of developers is flocking to the ecosystem—and what they’re building could shake up the whole game.
Whether you’re a casual investor, a tech-savvy early adopter, or just crypto-curious, knowing what’s around the corner can give you a serious edge. So grab a coffee, pull up a chair, and let’s take a closer look at where Solana is headed—and which projects might just become the next big thing.
Why Solana, and Why Now?
Let’s face it: not all chains are created equal. While Ethereum paved the way, and Bitcoin proved the concept, Solana showed up to prove that blockchains could be fast—really fast—without costing an arm and a leg to use. With transaction speeds clocking in at 65,000 per second (yep, you read that right) and fees that cost less than a penny, it’s no wonder developers are pouring in.
More importantly, Solana’s infrastructure opens up real creative freedom. Think dynamic NFTs, high-performance games, instant DeFi transactions, and next-gen social platforms. It’s like going from dial-up to fiber optic. And when does that kind of power meet an ambitious dev community? Sparks fly.
The Landscape: What’s Already Built
Before we dive into what’s coming, let’s talk briefly about what’s already here. Solana is no stranger to heavy hitters. Projects like:
- Phantom (one of the smoothest crypto wallets out there)
- Magic Eden (a major NFT marketplace)
- Serum (a decentralized exchange engine)
…have already helped solidify Solana as a serious player in the Web3 world. But even more exciting is what hasn’t launched yet—the next wave of innovation that’s currently under wraps, in beta, or being whispered about in dev channels and alpha groups.
Categories to Watch
Let’s break this down a bit. These upcoming projects aren’t just NFTs or DeFi. They span several categories, and each one is pushing boundaries in its own way.
1. Gaming on Solana
Blockchain gaming is no joke anymore. We’re talking full-blown metaverses, player-owned economies, and real-time experiences that don’t feel like retro arcade games.
Projects like Aurory and Star Atlas are leading the charge, but newer games like Eizper Chain and Synergy Land are gaining steam. They aim to blend AAA-style graphics with actual on-chain mechanics, where players earn, trade, and even govern the game’s economy. Imagine a gaming world where your loot actually means something.
2. Next-Gen DeFi Platforms
Solana’s speed is a dream for decentralized finance. It eliminates lag and lowers gas costs, making it more attractive for traders and builders alike.
Keep your eye on platforms like Zeta Markets (for options trading), Mango Markets V4 (the next iteration of Solana’s leveraged trading platform), and Drift Protocol, which is all about smart margin trading. These platforms are redesigning financial systems—not just copying them.
3. Social and Creator Economies
You know how creators are always looking for ways to monetize without getting gouged by middlemen? Solana’s low-fee, high-throughput nature makes it perfect for social and creator platforms.
Projects like Grape Protocol, Only1, and Dialect are cooking up decentralized alternatives to Instagram, Patreon, and WhatsApp. Instead of centralized platforms owning your audience, you do. Finally, some freedom in the feed.
4. Infrastructure and Tools
Not every exciting project is consumer-facing. Some of the most powerful tools are being built quietly in the background.
Look out for GenesysGo, Helius, and SolanaFM—they’re building things like RPC networks, data explorers, and indexing solutions that help the entire ecosystem run smoother. It’s like paving roads before the cars show up.
How to Spot a Winner
Okay, so you’re excited. But how do you separate future stars from vaporware?
Check the Team
Do they have experience? Are they doxxed? Are they shipping updates consistently? A solid team isn’t shy about transparency.
Look at the Community
Great projects build great tribes. Join their Discord. Scroll through their Twitter. Are people engaged, or is it just hype?
Watch for Utility
Does this project solve an actual problem or improve something that already exists? If it’s just a reskinned NFT mint or copy-paste DeFi fork, maybe move along.
Follow the Builders
Founders often share sneak peeks, updates, and philosophies that give you insight into where a project is heading. Social platforms like X, Farcaster, and even dev blogs can be surprisingly revealing.
How to Stay in the Loop
Alpha doesn’t wait for newsletters. If you want to stay ahead, plug into:
- Solana Hacker Houses and hackathons (they often preview upcoming talent)
- Podcasts like Solana Breakpoint or Lightspeed
- Research-focused Discord servers and Telegram groups
- GitHub activity and dev toolkits
This stuff moves fast, but not without leaving clues. Pay attention to who’s building, not just who’s trending.
Final Thoughts: Don’t Chase, Anticipate
When everyone talked about it, the train had probably left the station. The trick with upcoming Solana projects is to think like a scout, not a fan. You want to spot the early signals, the creative builders, and the untapped problems being solved in clever ways.
Solana’s ecosystem isn’t just expanding—it’s evolving. As more serious capital, creators, and developers enter the space, the opportunities multiply. Stay sharp, do your homework, and remember: the best projects often start quietly.
In a world full of copycats, bet on the originals. That’s where tomorrow’s magic lives.
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