by Patrix | Jun 18, 2025
In the fast-expanding world of AI search and knowledge tools, Perplexity AI has emerged as a rising star—and its new feature, Perplexity Lab, adds serious brainpower to the mix. If you’ve been frustrated with vague answers, shallow summaries, or endless Google rabbit holes, this new tool might just change your workflow forever.
What Is Perplexity Lab?
Perplexity Lab is a recently released feature from the AI search startup Perplexity.ai. It builds on the platform’s already impressive real-time search capabilities by letting users customize, control, and expand how the AI gathers and refines information.
Think of it as the difference between having a really smart assistant—and building that assistant’s brain yourself. Perplexity Lab allows you to:
- Create custom research agents that stay focused on your topic
- Use live web data, including citations, to ensure up-to-date answers
- Ask follow-up questions that build intelligently on prior responses
- Organize your queries and discoveries in shareable workspaces
It’s research, but way more powerful—and way less scatterbrained.
What Makes Perplexity Lab Stand Out?
Perplexity has always stood out for its elegant combo of search engine + language model. You get concise answers, clear sources, and a sane UI. But with Lab, it levels up into a power tool. Here’s where it shines:
1. Deep-Dive Research with Memory
Unlike the usual “ask and forget” model of chat-based AI, Perplexity Lab lets you build a persistent line of inquiry. It remembers your previous questions, citations, and insights—and lets you string them together like beads on a necklace of knowledge.
If you’re writing a paper, prepping for a podcast, or designing a course, this continuity is golden.
2. Transparent Sourcing
Each answer in Perplexity Lab comes with clickable citations, so you can fact-check and explore the original sources. No more mystery meat AI answers—you see the ingredients.
This is particularly useful for:
- Journalists checking facts in real time
- Researchers building citation trails
- Curious minds who just don’t trust black boxes
3. Custom “Agents” with Instructions
You can now create your own AI agents tailored to specific tasks. Want one to specialize in crypto regulations, another for gourmet cooking, and a third for analyzing academic papers? Go for it.
Each Lab agent can have custom instructions, memory, and topic boundaries. It’s a bit like cloning your brain and training it to be a domain expert—without the coffee addiction.
4. Collaboration and Shareability
Perplexity Lab encourages you to save and share your research paths. If you’re working with a team or teaching others, this is a huge bonus. No more emailing 20 links and scribbled notes—you can just hand them a living, navigable thread of inquiry.
What It’s Especially Good At
While it’s versatile, here’s what Perplexity Lab really excels at:
- Up-to-the-minute research using real-time web data
- Comparative analysis across multiple sources
- Synthesizing complex topics (e.g., AI policy, scientific debates)
- Building learning paths on new subjects
- Prepping briefs or outlines for writing projects
And because it draws from a curated mix of sources—including academic papers, news articles, and even Reddit—it’s not locked into the usual walled gardens.
A Personal Take
As someone who writes, researches, and occasionally disappears into Wikipedia wormholes, I’ve found Perplexity Lab to be a welcome upgrade. It feels more like a thinking partner than just a search engine. And in a world drowning in content, tools that help you think clearly are priceless.
I found it particularly effective with market technical analyses. It can quickly research, identify and analyze market movements and make projections based on a particular investment model you may favor.
It’s not perfect yet—it could benefit from better export options, and the UI sometimes hides its own power features—but the trajectory is impressive.
If ChatGPT is your workshop, Perplexity Lab might just be your library and research team rolled into one.
by Patrix | Jun 16, 2025
This is the time of year that backyard tomato growers are nurturing their plants and hoping for a large and delicious yield. If your tomato plants are lush and leafy but skimping on the fruit, you’re not alone. Growing tomatoes can sometimes feel like you’re giving a lot of love but not getting much in return. There are a few strategic tricks that I have discovered that can dramatically boost your tomato yield — including one surprisingly effective hack that involves a humble electric toothbrush.
Let’s walk through a few proven methods to coax more tomatoes from your plants.
1. Prune for Power
Tomato plants are naturally vigorous, often growing a wild tangle of stems and leaves. But all that leafy energy can come at the expense of fruit production. That’s where pruning comes in.
By removing the “suckers” — those little shoots that grow in the crook between the main stem and a branch — you’re helping the plant focus its energy on the main stems and fruit clusters. Pruning also improves airflow, reducing disease risk and allowing sunlight to reach the inner branches. Healthier plant, more tomatoes.
2. Feed Like You Mean It
Tomatoes are hungry. To get high yields, you’ve got to keep them well-fed — but not just any fertilizer will do.
- Start with a balanced fertilizer when transplanting (like 10-10-10).
- Once the plant starts flowering, switch to a low-nitrogen, high-phosphorus formula (like 5-10-10).
Too much nitrogen = lush leaves and very few tomatoes. Phosphorus encourages flowering and fruiting. Think of it as a shift in diet once your plant hits puberty.
3. Stress Just a Little (But Not Too Much)
This one sounds counterintuitive, but slight water stress can encourage tomato plants to fruit. When the plant senses a tough season ahead, it shifts into survival mode — producing fruit and seeds to reproduce.
Don’t let your plant wilt or dry out completely, but slightly reducing watering once the fruit sets can prompt more consistent ripening and bigger yields.
4. The Ingenious Electric Toothbrush Trick
Tomatoes are self-pollinating, which means they technically have both the male and female parts on the same flower. But for successful fruit set, the pollen still needs to move — and in nature, bees or the wind usually help.
Enter: the electric toothbrush.
Yep, that $20 multipack from Costco might be the best tomato tool you own. Here’s how it works:
- Wait until your tomato plants are flowering.
- Turn on the toothbrush and gently touch it to the flower stem, not the petals themselves.
- Just a couple of seconds per flower cluster will do. The vibration shakes loose the pollen, simulating the buzz of a bee.
This method — sometimes called buzz pollination — dramatically increases fruit set, especially in greenhouses or in calm weather where natural pollinators are scarce.
I tried this last summer on a few Cherokee Purple plants that weren’t producing. After giving each flower a quick buzz every morning, I had more tomatoes than I knew what to do with. It’s simple, cheap, and oddly satisfying.
A few flowers a day, a few seconds per cluster — and suddenly you’re a tomato whisperer. Add that to smart pruning and the right fertilizer, and you’ll be hauling in baskets of ripe, juicy tomatoes in no time.
I still plant pollinator flowers throughout my garden to encourage nature to do its thing. But sometimes a clever hack can make a big difference.
Happy tomato-ing!
by Patrix | Jun 12, 2025
Remember the first time you used online banking and thought, “Wow, this is kind of magical”? Well, welcome to the next wave — DeFi. Short for Decentralized Finance, it’s not just a buzzword. It’s a full-on reimagining of how money, credit, and trust can work without middlemen. Whether you’re a crypto-curious retiree or a tech-savvy artist looking to earn passive income, DeFi is worth understanding — and maybe even using.
What Is DeFi?
DeFi stands for Decentralized Finance. It’s a collection of financial tools built on blockchain networks (mostly Ethereum for now) that let people lend, borrow, trade, and earn interest — all without relying on traditional banks or brokers.
Instead of trusting a bank to manage your savings or a lender to approve your loan, you interact with smart contracts: bits of code that automatically execute agreements when certain conditions are met. It’s finance powered by algorithms and communities rather than CEOs and suits.
A simple example:
– In a traditional bank, you deposit money and earn a pittance in interest.
– In DeFi, you could deposit crypto into a lending platform like Aave and earn significantly more interest — sometimes upwards of 5–10% or more (though riskier).
Why Is DeFi Important?
DeFi matters because it:
- Removes barriers. No bank account? No problem. If you have internet access and a crypto wallet, you can participate.
- Increases transparency. Smart contracts are open-source, so anyone can audit the rules.
- Reduces fees. No middlemen = fewer cuts taken from your money.
- Enables innovation. New financial models are emerging faster than regulators can say “compliance.”
Think of it like the Napster moment for finance — the beginning of a shift from centralized control to decentralized networks. Some regulators are nervous. Some banks are in denial. But the code is out of the bottle.
Risks and Cautions
This isn’t Grandma’s savings account. DeFi platforms can be hacked, smart contracts can have bugs, and values can swing wildly. Always:
- Start small.
- Use trusted platforms.
- Consider using a hardware wallet for extra security.
- Avoid any project that screams “guaranteed returns.”
Top DeFi Platforms to Explore (As of 2025)
1. Uniswap
- What it does: Decentralized exchange (DEX)
- Why it’s cool: No account needed; trade crypto directly from your wallet
- Best for: Swapping Ethereum-based tokens
2. Aave
- What it does: Crypto lending and borrowing
- Why it’s cool: Let your idle assets earn passive income or borrow against them
- Best for: Earning yield or getting liquidity without selling your crypto
3. Curve Finance
- What it does: Optimized for stablecoin trading
- Why it’s cool: Low fees and slippage when trading dollar-pegged coins
- Best for: People who want to minimize risk but still use DeFi
4. Lido Finance
- What it does: Liquid staking for Ethereum and other proof-of-stake assets
- Why it’s cool: You earn staking rewards and keep your assets liquid
- Best for: ETH holders who want to stake without locking up funds
5. Yearn Finance
- What it does: Automated yield farming
- Why it’s cool: Maximizes yield by moving funds between protocols automatically
- Best for: Set-it-and-forget-it DeFi investing
Is DeFi the Future?
Possibly — but not without growing pains. It still feels a bit like the Wild West, with gold nuggets and bandits side-by-side. But if you’re curious about where money is headed — or looking to step outside the traditional system — DeFi is worth your attention.
And who knows? Maybe someday your wallet will do everything your bank does — only faster, cheaper, and on your terms.
by Patrix | Jun 9, 2025
In 1933, President Franklin D. Roosevelt took the bold step of seizing private gold holdings. Nearly a century later, whispers of a similar playbook are swirling—but this time, the asset in question isn’t glittering metal, it’s digital gold: Bitcoin. With Donald Trump’s return to the political spotlight, some wonder—could a future administration attempt a modern version of the Gold Confiscation Order, this time targeting crypto?
What Roosevelt Did with Gold in 1933
On April 5, 1933, FDR issued Executive Order 6102, which required all Americans to hand over their gold coins, bullion, and certificates to the Federal Reserve. Why? The U.S. was in the depths of the Great Depression. Roosevelt and his advisors believed that by removing gold from private hands and inflating the money supply, they could spur economic recovery.
Here’s the gist:
- Americans had to turn in their gold by May 1, 1933.
- They were compensated at $20.67 per ounce.
- After the gold was centralized, the U.S. government revalued it to $35/oz, effectively devaluing the dollar and giving the government more purchasing power.
It was, in essence, a stealthy wealth transfer and monetary reset. While framed as a patriotic duty, noncompliance was punishable by hefty fines and even jail time.
Fast Forward: Bitcoin in the Crosshairs?
Bitcoin, often dubbed “digital gold,” was built in response to the very kind of monetary manipulation Roosevelt embodied. It’s decentralized, scarce, and hard to seize. But could a government try?
With Donald Trump courting the crypto crowd in 2024–2025 and talking big about “protecting Bitcoin,” it’s easy to forget that any administration—Trump’s or otherwise—might flip the script if it sees Bitcoin as a threat to dollar dominance or monetary control.
A few parallels worth considering:
- Monetary control: Just as gold was seen as an obstacle to inflationary policy, Bitcoin could be viewed as a way for citizens to “opt out” of fiat systems.
- National emergency pretext: In 1933, the Depression created justification for extreme measures. A future crisis—say a banking panic, sovereign debt crisis, or currency collapse—could set the stage for similar action.
- Executive authority: Roosevelt didn’t go through Congress. He used the Trading with the Enemy Act. Similar legal levers could theoretically be pulled again.
Why It’s Not So Simple This Time
But here’s the twist: Bitcoin isn’t gold.
- Self-custody: Bitcoin can be held in a digital wallet that no one even knows exists, unlike gold in a safe deposit box.
- Borderless: You can memorize a 12-word seed phrase and carry millions across a border.
- Public resistance: In 1933, many Americans complied. Today’s Bitcoiners? They’re a defiant bunch.
Plus, any attempt at “confiscation” would likely send the price of BTC skyrocketing and trigger global backlash—not to mention technical and legal headaches.
Could a Government Still Try?
Absolutely. Even if confiscation isn’t feasible, regulation is. The playbook might include:
- Forcing exchanges to report and restrict certain transactions.
- Imposing windfall taxes on BTC gains.
- Banning self-custody wallets under the guise of national security or anti-terrorism.
These wouldn’t be confiscation per se, but they’d chill adoption and push Bitcoin underground.
What This Means for Us
Roosevelt’s 1933 gold move was bold, controversial, and effective—in the short term. But it ultimately sparked distrust in fiat and helped lead to Nixon fully severing the dollar from gold in 1971.
Now we live in a world of unbacked currency, and Bitcoin is its response.
If history rhymes, the next verse may not be outright seizure—but instead, pressure, coercion, and regulation aimed at regaining control. The best defense? Education, decentralization, and keeping a healthy skepticism of government promises.
So, one may want to consider the following:
- Keep Bitcoin (and any other crypto) in a self-custody wallet
- Consider using a cold wallet
- If you’re a little more techy, run your own Bitcoin node (it’s easier than you might think)
- Keep up with current crypto related news and legislation
We’re not in 1933 anymore. But the playbook? It’s still on the shelf.
by Patrix | Jun 7, 2025
Imagine if Bitcoin and ChatGPT had a lovechild raised by a swarm of AI researchers. That’s Bittensor. It’s not just another blockchain project or a crypto token with a cute mascot. It’s a radically different approach to AI development—open, decentralized, and incentivized.
What Is Bittensor?
Bittensor is a decentralized network designed to train and reward artificial intelligence models using blockchain economics. Instead of AI being locked inside giant corporate vaults (looking at you, OpenAI and Google), Bittensor spreads the task across a peer-to-peer network where contributors are compensated in TAO, the native token.
It’s kind of like if SETI@home, Bitcoin mining, and Hugging Face all moved into the same hacker house. Everyone contributes compute power or AI models—and gets paid if their work is valuable.
How It Works (Without Melting Your Brain)
The Bittensor network is structured around “subnets,” each designed for a specific kind of AI task—language models, image generation, or other cognitive workloads. Developers build and run machine learning models on these subnets.
Here’s the clever bit: these models are evaluated by the network based on how useful they are. If your AI model gives smart answers or creative outputs, the network rewards you with TAO. Think of it like merit-based mining, where the best minds (and models) win.
What You Can Do With It
If you’re technically inclined, you can:
- Run a miner (basically provide compute resources to help evaluate models).
- Train or deploy your own model and join a subnet.
- Earn TAO by making useful AI contributions to the network.
And if you’re less technical, you can still:
- Buy and hold TAO, betting on the future of open-source AI.
- Support the decentralization of AI infrastructure (no PhD required).
Why It Matters
Bittensor offers a counter-narrative to the current AI gold rush. Instead of locking innovation inside the skyscrapers of Silicon Valley, it invites the world to participate—and to be compensated fairly for it. It aligns economic incentives with AI development in a way that’s permissionless, open-source, and transparent.
It’s also part of a broader trend: the decentralization of intelligence. Just like Bitcoin separated money from the state, Bittensor aims to separate AI from corporate control. That could have profound implications for who owns the future—and who gets to shape it.
Bittensor is still in it’s early phase. There are kinks to iron out, the tech is non-trivial, and it won’t make you rich overnight. But for those who believe that intelligence—like money—should be free, distributed, and fairly rewarded, it might just be one of the most important projects in crypto today. You can check out their cool website here: Bittensor.com
And, in case you’re wondering, this blog post was not written by a Bittensor subnet. Yet.
