PineScript: December 2025

Monday, 22 December 2025

Too Many Airdrops, Zero Results? A Zero-Cost Teneo Airdrop Walkthrough You Can Finish Today (No Scripts, No Guessing)

Zero-Cost Airdrop | Teneo Beginner Tutorial

A calm, replicable operational script — not hype

Let me guess where you are right now.

You’ve opened:

10 browser tabs
3 dashboards
2 Discord servers
1 Telegram group shouting “DON’T MISS THIS”

You install nothing.
You trust nothing.
You close everything.

Same here.

So in this article, I’m not going to:

Sell you “100x alpha”
Promise guaranteed airdrops
Ask you to install sketchy plugins or run scripts

Instead, I’ll walk through Teneo Protocol using one rule only:

If a contribution can’t be verified in the dashboard, it doesn’t exist.

Treat this as a replicable operational checklist, not an investment thesis.

Airdrops are optional upside.
The real gain is learning source verification + record keeping — a skill that transfers to every future DePIN / AI airdrop.

1. Why Does Teneo Exist at All? (In Plain Language)

Short version:

Teneo wants to turn publicly visible data (not private data) into a decentralized data network by letting ordinary users run browser-based nodes.

Key words that matter:

Public information only
Browser extension as node
Points-based incentives
Anti-cheating enforcement

They explicitly state:

❌ No private messages
❌ No DMs, likes, or search history
❌ No multi-account farming

Cheating = rewards revoked.

That’s important, because compliance boundaries matter more than speed in long-running airdrops.

2. Project Overview: What Pain Is It Solving?

2.1 The Real Pain Points

Before:

Data locked inside platforms
Users = spectators
No way to verify if your effort “counted”
High risk of working for nothing

Now (at least in theory):

Public data → node signals
Browser = participation entry
Heartbeat (HB) updates every 15 minutes
Dashboard shows Points, HB, uptime

My personal filter is simple:

If I can’t see it updating in real time, I won’t spend time on it.

Teneo passes that test.

2.2 Comparison (Quickly) — Teneo vs Grass

Entry threshold: both are low (install extension)
Resource usage: lightweight, background
KYC: none observed (subject to change)
Difference:
- Grass leans toward performance
- Teneo leans toward compliance + traceability

Which you prefer depends on risk tolerance, not APY dreams.

3. Subjective Rating (Honest, Not Promotional)

Airdrop Potential: 4 / 5
Points are explicitly tied to post-TGE conversion in docs, but still Beta → not final.
Innovation: 4 / 5
Browser-side public data + DePIN + AI signals is a legit crossover.
Funding & Execution: 4 / 5
$3M seed round + active docs + panel iteration = runway.

Average Score: 4.0 / 5

✅ Verdict: Worth including as a zero-cost airdrop project

4. Beginner Guide (Lowest-Cost Closed Loop)

If you want maximum traceability with minimum effort, do only this:

Install → Register → Connect → Verify HB

That’s it.

Step 1: Install the Extension

Install the official Teneo Chrome extension
Pin it to your browser toolbar (important)

If it’s not pinned, you’ll forget it exists — and so will your uptime.

Step 2: Register an Account (Don’t Rush This)

Go to the official registration page
Optional referral code (e.g. J4xQ2) → +1,000 Points
Password rules matter
Uppercase + lowercase + number + symbol

Verify your email immediately.

If email isn’t verified → nothing else matters.

Step 3: Connect the Node

Click the Teneo icon → click Connect Node.

That’s the moment you actually participate.

Step 4: Verify It’s Actually Working (Critical)

Go to the Dashboard and look for:

HB (Heartbeat) updates
Online time increasing
Points not frozen at zero

No HB = no contribution.

Check again after ~20 minutes.

If it’s moving → the loop is closed.

5. Extra Points (Optional, Still Low Risk)

Wallet Connection

Connect wallet → +50,000 points (as shown in dashboard)
Refresh page if it doesn’t appear immediately

Social Accounts (X / Discord)

My approach:

If you want stability → wait 2–3 days first
If you want points → bind via official panel only

Never bind through pop-ups or unofficial links.

6. Whitelist Path (High Friction, Optional)

This is where most beginners get stuck.

To whitelist:

Connect wallet
Add Peaq network
Mint NFT (requires Peaq gas)

Problem:

New users don’t have Peaq tokens
Requires bridging from BNB/Base

If this already feels annoying — skip it.

Airdrops reward consistency, not heroics.

7. Anti-Cheating Rules (Read This Twice)

Do NOT:

Run multiple accounts
Automate activity
Use scripts or simulators
Use VPNs or proxies to spoof location
Buy/sell referral traffic

These don’t “optimize” returns — they invalidate them.

8. My Bonus Strategy (Near-Zero Cost)

What I prioritize:

Continuous online streak (HB)

Why?

No social cost
No invites
Fully verifiable
Lowest risk

What I avoid:

Spamming invites
Forcing social bindings
Installing unofficial plugins

Speed kills airdrops.
Consistency survives them.

9. Exit Strategy (Yes, You Should Have One)

To stop:

Chrome → Extensions → Toggle off
or
Remove extension completely

Clean exit, no residue.

10. Risks & Reality Check

Privacy

Runs as background extension
Claims to access public data only
Still collects standard metadata (IP, usage)

Assume normal Web2-level tracking, not zero.

Uncertainty

TGE timing unknown
Conversion ratios adjustable
Beta rules may change

That’s why I only commit to verifiable steps.

Final Conclusion (No Drama)

After finishing this setup, I felt calmer — not excited.

Because:

Points are just numbers
Process discipline is the asset

My rule going forward:

If it’s not verifiable, it doesn’t exist.

I completed the smallest closed loop:

Install
Verify
Connect
Confirm HB

Everything else is optional.

Shortcuts feel fast.
But in airdrops, shortcuts usually end everything.

Sunday, 21 December 2025

Algorithmic Trading Strategies: VWAP Strategy

In VWAP strategy, traders first define the average value of security prices weighted by trading volume over a period of time.

The purpose of the VWAP algorithmic trading strategy is to split the order as much as possible. According to VWAP, split orders need to be submitted in proportion to the actual market trading volume, which requires a forecast of the market’s intraday trading volume.

In the VWAP strategy, the traders use the weighted average of the segmented trading volumes of the past M trading days as the predicted trading volume, which involves the determination of M and the weight.

Assuming that a certain number of stocks need to be purchased within a certain period of time, algorithmic trading is used to divide this period of time into N parts.

The trading ratio of each part of time (accounting for the required trading volume) is predicted to be vp, and the actual market segment transaction ratio (accounting for the actual market transaction volume) is vm. The actual transaction price of the market at each point in time is P, and then the tracking error can be defined as:

From the definition of TE, we can see two points:

Tracking error is closely related to volume forecasting, and the quality of forecasting directly affects the results of VWAP algorithm trading.
When a certain period of time vp exceeds the market reality vm, it is possible that all orders cannot be executed, which will result in a decrease in the efficiency of algorithmic trading execution. Therefore, the more commonly used strategy is the so-called “feedback” VWAP algorithmic trading strategy.

The so-called VWAP algorithmic trading strategy with feedback means that on the basis of the original VWAP tracking, the unexecuted orders in each period are proportionally allocated to the subsequent time periods, which can effectively improve the transaction ratio.

Algorithmic Trading Strategies: VP Strategy

VP (Volume Participation), a fixed percentage transaction strategy , is similar to the VWAP strategy, both of which track the changes in the real market transaction volume and formulate corresponding order placement strategies. The difference is that VWAP splits the order based on the number of transactions or transaction amount required on a certain trading day. While VP determines a fixed tracking ratio and places orders according to the fixed ratio based on the real segmented transaction volume in the market.

For example, a trading day is divided into 48 segments, each lasting 5 minutes. Orders are placed at a fixed ratio of 10% based on the predicted trading volume. The result of such a strategy is that when the amount of orders to be traded is small, all transactions may be completed before the end of the trading time, resulting in the risk of deviation from the market average price tracking.

Therefore, this strategy is suitable for large-scale order transactions that are planned to be completed over multiple trading days. At this time, an appropriate fixed percentage can be selected so that the transaction can be completed effectively. VP is an algorithmic trading strategy that can better track the market average price.

A non-trader guide for crypto trading: How to make one million in the crypto world

Everyone wants to make money in the crypto world but doesn't know what to do. In fact, in the crypto world there are money-making opportunities. It is important to find a rhythm that suits you. Many people bought memcoins or participated in new things. Especially when the people made money, they began to talk about faith.

After making money several times, they began to say that they believed that it could make a hundred times more. The key is that this faith is given by others because a certain big V is optimistic about it.

Others may talk about faith with profits or gamble with very small positions. You talk about faith with your entire life? You are funny or stupid. Besides, only Bitcoin in the currency world is worthy of faith. The real faith is that you are optimistic about it when it is at a low point and no one cares about it. Then you can enjoy the bonus period when it soars to the sky and talk about faith when you make money. What faith do you talk about if you don’t make money? It is so easy to make money by trading. It only takes these three steps to master. You will make 1 million in the cryptocurrency by following the method.

If you are new to trading, you can follow the following three steps.

Identify the current trend.
Verify where you stand and what is the key position to take a risk.
Use public tools such as coinsmarketcap or fear-greed index to understand the signal.

Now you are prepared to start trading.

Which coin is best suited at the current time?
How much coin do you want to buy?
What is the current market direction, long or short?
What is your entry point for trading?
If the market suddenly crashes, how will you exit?
When to leave the market after taking profit.
Always have a plan for emergencies.

Thanks for reading this tutorial.

Why is Bitcoin going up? Why Hedge Funds, Institutions, and Whales Never Told You

In our beautiful world, the total wealth of the world remains unchanged or is rising below the amount of money issued. When central banks around the world print more money and if new printed money exceeds the amount of money already issued. The currency devalues or the purchasing power of fiat currencies decreases.

Let’s learn this concept in detail. When a bank prints money, it means its a debt issued by the government in disguise, and this debt is constantly depreciating. The reason is very simple to understand. The government’s debt can’t be reduced by just printing money. In addition, this debt passed on to legal buyers like us. If you have highly valued savings accounts, you have the chance to lend your money for interest. But what about low-income people? There buying power suddenly reduced, and they have no choice other than to increase their earning potential to some extent.

Let me introduce you to Bitcoin. A high-quality asset. Did you know no one in this world can eliminate Bitcoin? Because it is only possible when the internet completely shuts down all over the world. Another fact is that a certain regulation will increase the Bitcoin price immediately because of transaction costs. Are you missing this bull market wave? Don’t worry, another is near because Bitcoin always requires an emergency of printing money.

But the next surge in Bitcoin will definitely require an engine. This engine is called the decision of right to print money. If you still do not understand, let’s learn some fundamental concepts related to Bitcoin.

Bitcoin is decentralized. No one in this world, including worldwide governments, has the ability to control the price of Bitcoin.
Holding Bitcoin gives you the weapon to defeat the current inflation.
Bitcoin is deflationary, but the disadvantage is that you always need to find liquidity.

Remember, Bitcoin is a complete legal system that has its own exchange and transparency like gold. If it is abandoned by some people, it will be picked up by others, just like it is sold by some people and bought by others.

Did you know what the actual value of paper money is? Zero or nothing, in reality, printing power behind legal tender will always decline and cannot be regenerated. But it is possible if the entire world develops a currency that is backed by gold. Is it possible?

What about current fiat currencies and where they will return? They have only one choice left, backed by decentralized virtual currencies represented by Bitcoin.

AWESOME! Now that we have reached our point, Bitcoin will dominate our world. Thanks for reading, and follow me for more informative tutorials.

Algorithmic Trading Strategies: Sniffers Strategy

Did you know algorithmic trading originated from pair trading? Alfred Jones was the first trader who used a 3:7 ratio of short to long to conduct pair trading.

There are many algorithmic trading strategies. Each strategy has its own advantages. Sniffers is a general type of strategy. Usually, traders use this strategy to develop more complex algorithms to monitor the market and transaction data to find out whether there are other algorithmic traders among traders.

Lest learn this strategy with a simple example. For example, if you are placing a small number of tentative orders and combined them with certain algorithms and transaction conditions. In this way, you can determine whether there are other orders that are required to be processed from algorithmic trading methods. If more traders are using the algorithmic trading methods. You can easily determine greater profitability. In fact, it is obvious you are required to do some calculations to determine whether you will obtain absolute returns or not.

What you want to do next depends on the calculated results. If you will realize that if you follow algorithmic trading, you will achieve profitability. Maybe it is possible to do a completely different trading activity. If you are certain that the probability of profit is high, you can place orders through targeted algorithmic trading strategies.

Sniffers strategy is different from traditional algorithmic trading strategies. Because it is not used for executing orders but to achieve greater profitability. Sniffers trading strategy is more advanced and suitable for markets where algorithmic trading has been widely used.

Algorithmic Trading Strategies: Handicap Strategy

Did you know traders prefer trading algorithms because they are quick and reduce transaction costs? There are other advantages, like traders can understand the overall market impact costs and be able to place their order at higher profitability.

For every trading strategy, it is evident that traders are mostly using many indicators. But trading volume and trading price are commonly used by many traders. In fact, market microstructure and market quotation require more attention.

Let’s understand with a simple example. Consider you are using an algorithmic trading strategy known as ABC. This algorithm places orders at any time according to the market situation of the target stock.

ABC trading strategy always first monitors the lowest selling price or the highest buying price. After tracking the price, this strategy automatically creates and places a buy limit order or a sell limit order with a certain ratio that is set by traders. If bot fails to execute the automatic order, and if the market also begins to deviate from the original limit order price. The bot starts to cancel the newly created limit order. In addition, the bot regenerates the corresponding limit order according to the latest market information.

If, in some respect, all the transaction orders are completed, the buy limit order or the sell limit order will be issued according to the above ratio until all the orders are completed or the trading time ends.

The real advantage of the Handicap strategy is that it can make better quantitative control on the market orders. But its main disadvantage is that it is easy to deviate from the tracking market average price when trading volume of each day is uncontrollable.

Debunking the Myths: 9 Common Misconceptions About Cryptocurrency You Need to Know

It’s easy to make money.

There are many people who believe cryptocurrency makes them rich. Did you understand market volatility or its speculative nature? Many experts are saying that this investment is more risky than any other investment. In addition, profits are not guaranteed, and the market is not highly regulated.

KOLs Are Very Rich

KOLs are the type of leaders who only want to take care of their profits. In the crypto world, these people always portray success and wealth from their projects. By following them, it is not guaranteed you can achieve financial success. In the real world, KOLs may only show potential profits but never disclose their losses or the risks involved.

New Projects Have Opportunities

In the last 10 years, Bitcoin has often made headlines, but new cryptocurrency projects don’t need to follow the same path. It is seen in the crypto world that new projects lack solid foundations or long-term viability. And forecasted as going to the moon. Keep away until you have solid evidence.

Altcoins Can All Increase by 100 Times

People are always misled by the statement that this altcoin will experience massive value increases. However, some altcoins gain significant value, but it is not necessary for every other project to achieve such returns. Many more altcoin projects fail altogether.

It’s Easy to Get Rich Overnight

Do not make unrealistic expectations. If you have missed the Bitcoin bull train, then do not ride on every other train. In reality, crypto market volatility can result in sudden price changes. If you want to make money, adopt consistent wealth-building strategies. Follow careful planning with enough risk management.

You can earn money by buying new cryptocurrencies.

Often people assume that simply buying new coins will yield profits. This misconception is the root cause of potential losses. Not necessary for every project to be successful. Do you understand market dynamics or market movement?

Decentralization Guarantees Safety

Always remember in the crypto world, decentralization is not a security principle but rather a core principle of the cryptocurrency world. Fraud, hacking, and market manipulation still exist in the crypto world.

My Money Is Safe

Many also believe that their cryptocurrency investments are inherently secure on such platforms. But in reality, cryptocurrencies are subject to theft, loss through forgotten passwords, and regulatory changes.

You Can Make Money by Playing with Others

The crypto trading environment is competitive. One person’s gain is another’s loss. So do not believe that trading with others is a surefire way to profit. If you think it means you are ignorant of the zero-sum nature of trading.

Master the Market: 33 Essential Rules for Successful Cryptocurrency Trading

If you are lazy and dare not perform quick research, do not enter the crypto world. Often people lose money because they are too lazy to transfer, swap, and trade their coins at the right time.
The fact is that 99.99% of new coins have only one goal: to invite you to buy their coin. The new coins take some time to develop into a revenue-based system.
When you hear the news of a bull or bear market, never trade over the counter unless necessary.
In the marketing world, people always share pictures of handsome guys or beautiful girls, show their lives and fitness, and only talk about contracts. Stay away from such crypto projects. They are 100% legit scammers.
The crypto coins in your cold wallets are always yours. Because of the nature of the crypto world, you may lose other wallet coins.
The other people’s recommendation for wealth codes may poison your life.
Only Bitcoin has the value or worth of an investment. Other coins are garbage and require careful research.
In the crypto world, there are many opportunities and many risks. You need to be smart to avoid the pits or traps. Only follow those people who have experience to help you avoid traps.
In the crypto world, people are always fooled by the script designed by a group of people. If the group leader makes money, I think he won’t lead anyone.
Why the shit coin is rising. Do some research to find out if the project has the worth of an investment or is in urgent need of investment.
When you are a teenager, you look cute, but when you grow up with innocence, you are stupid, especially in the cryptocurrency world.
Crypto marketers usually tell you a bunch of things you don’t understand. First, they invite you, then scare you, and finally sell their crypto tools.
Don’t be fooled by statements like the world can only be saved by “blockchain.” True faith is rational and objective, not pyramid schemes.
Keep patience; if you do not tolerate a 99% drop in the price of a currency, you will never enjoy a hundredfold profit.
In the crypto world, contracts, short-term trading, and new listings generate addictions among investors.
Hot coins look nice from a distance, so don’t touch them until you have 100% experience to participate.
The trendy keywords such as “essence,” “trend,” “next Bitcoin,” and “bonus period” are all misused by scammers in the crypto world.
Crypto project owners always deceive you with keywords like dreams, future, trends, and patterns. Remember, when you buy such coins, only owners dreams come true immediately.
The quick way to make money in the crypto world requires two skills. Down-to-earth, and hoard cryptocurrencies honestly.
Did you know free things are always the most expensive? Develop the habit of paying and never be greedy for small profits. If you lower your vision, you may lose a big picture.
If you are ripped off in the crypto market. Do not give up; spend some money to learn about the crypto world.
Do not perform meaningless activities in the crypto world, like I have always been screening fellow coin hoarders, not promoting them.
If you are worried about your identity information being stolen when registering at an exchange or elsewhere, leave the crypto world.
In the crypto world, there are always bulls or bears, so sometimes miners sell their machines, and sometimes people rush to buy mining machines.
What is worth it for you — eight-pack abs and eight bitcoins?
Just hoard coins. It won’t be a problem to increase by more than 500 times.
In the crypto world, 99% of information is a marketing message. Be careful when you hold crypto coins.
If you want to make money in the crypto world, talk less about “high-end” and buy more potential Cypro currencies.
Hoard coins and resist fluctuations.
The airdrops are a kind of gambling. More people for airdrops reduce your earnings.
The primary market is always risky; if you have no confidence, do not participate.
People change their destinies by taking risks. Shortcuts are crowded, and broad roads are smooth. The shortcuts are free, while the broad roads are charged.
Being cheated out of 100 million is the same as being cheated out of one coin. Often people run away, saying that others have more assets than me.