Jackson Ly

Co-Founder @athenumxyz | Crypto Traders: Stop juggling CoinGlass/Hyblock/TradingLite tabs. One terminal. Full market view. Claim your free trial now 👇

[Jackson Ly @ath_jackson]

Last year on a trip to Gran Canaria I met a trader with 7 years real experience.

He showed me his daily setup. Constantly switching between Coinglass, Hyblock, TradingView and his exchange. Raw data everywhere but nothing that actually told him what it meant for the next trade.

We were both tired of it.

So we built Athenum. One dashboard that combines liq heatmaps, funding rates, open interest and more. But the real difference is we actually interpret the data and give clear actionable insights. Presets that work from day one.

No more scattered tools. Built for serious traders.

We are deep in the trenches building it right now. If this sounds familiar check it out at https://t.co/0zm8uQPJkt

Wisdom Over Chaos.

[Jackson Ly @ath_jackson]

When you are reactive, the market controls you.
Once you truly understand it, you control the market.
-Trader's truth

[Jackson Ly @ath_jackson]

Start shipping in public and someone will say your idea already exists. Stop using 10 tabs to track the market and your peers will call it overkill.

Start talking about on-chain data and a trader will tell you price action is all that matters. This is how it goes.

You cannot build for everyone. Just keep building what solves a real problem and let the results speak.

[Jackson Ly @ath_jackson]

Ngl building taught me 3 things. Ship before it feels ready, stop explaining your vision to people who are not building, and the market does not care about your reasons.

[Jackson Ly @ath_jackson]

6 ChatGPT prompts that will sharpen your crypto edge:

[save this or trade blind]

1. Order Flow Analysis
Prompt: "Analyze [my trading setup] using order flow data. Identify how institutional activity shapes price discovery."

2. Open Interest Divergence
Prompt: "Apply open interest divergence to evaluate [my position]. Detect when price and OI diverge as a signal."

3. Liquidity Mapping
Prompt: "Use liquidity mapping to assess [my entry/exit strategy]. Locate whale walls and thin zones on the book."

4. Funding Rate Arbitrage
Prompt: "Evaluate [my portfolio] through funding rate dynamics. Identify cross-exchange arbitrage opportunities."

5. Market Structure Analysis
Prompt: "Apply market structure analysis to [my asset]. Define higher highs, lower lows, and trend invalidation levels."

6. Macro Correlation Framework
Prompt: "Use macro correlation analysis to assess [my crypto allocation]. Map DXY, rates, and risk-on cycles to price."

7. On-Chain Cohort Analysis
Prompt: "Apply on-chain cohort data to evaluate [my thesis]. Understand holder behavior across short and long-term wallets."

8. Derivatives Sentiment Model
Prompt: "Use derivatives sentiment signals to analyze [my trade]. Gauge crowd positioning before major moves."

Follow for more crypto and AI content.

[Jackson Ly @ath_jackson]

A few crypto builder lessons compressed:

Ship fast
Refine always
Read charts
Trust setups
Size right
Risk small
Share first
Sell last
Open Athenum Analytics
Close the noise
Question narratives
Confirm with data
Ignore the crowd
Trust your edge
Stay consistent
Quit never.

[Jackson Ly @ath_jackson]

Someone once said, "If you want to be a great trader, stop chasing setups - build a process."

Great traders don't react to everything.
They know it's about structure, not noise.

5 Habits Every Sharp Crypto Trader Has:

1. Read Order Flow First - Before price, before news.

Order flow tells you where real conviction sits. Pull up Athenum Analytics and check open interest shifts and whale walls before you size into anything.

2. Define Your Risk Before Entry - Position sizing isn't optional.

Know your invalidation before you're in the trade. Traders who skip this step don't last long.

3. Track Macro Context - Rates, liquidity, risk appetite.

Crypto doesn't move in isolation. Macro sets the ceiling and the floor for your trades.

4. Review Every Trade - Good trades and bad ones.

The review is where the edge compounds. Most traders skip this and wonder why they plateau.

5. Build Repeatable Process - Setups change.

Process doesn't. When you have a system, you stop guessing and start executing with confidence.

"An amateur practices until they get it right. A professional practices until they can't get it wrong."

Follow for more posts like this.

[Jackson Ly @ath_jackson]

the best tools for each part of my crypto workflow (imo):
- macro context: TradingView + Kobeissi Letter
- order flow: Athenum Analytics
- derivatives data: Coinglass + Velo
- on-chain: Nansen + Arkham
- execution: Hyperliquid
- research: Perplexity + CT alpha
- charting: TradingView w/ custom alerts

[Jackson Ly @ath_jackson]

Information and execution skill are not evenly distributed. Capital amplifies the gap.
The sharp traders extract alpha for everyone's price discovery, but mostly for themselves.
It's not that whales are winning more, it's that the "data-native, leveraged, and fast-executing" are winning more.

[Jackson Ly @ath_jackson]

what makes someone elite at reading markets? not the best setup, not the hottest alpha call, not some edge only insiders have.

it's a skill and here's how you build it.

Step one: respect the data. most traders want good entries but they don't actually study the tape.

you skim a chart, skip the order flow, expect precision with zero context. that's not how edge works.

if you want consistency, start treating every session like it actually matters, even the slow ones, even the losing days.

Step two: master the basics obsessively. the best traders don't chase indicators.

they understand liquidity, structure, and flow. a surgeon still drills sutures.

a chess grandmaster still studies endgames. the edge isn't exotic, it's repetition on fundamentals most people skip.

Step three: fall in love with the process. not the wins, not the pnl screenshots - the process.

because trading well isn't about one great call. it's about reading the market right even when you're tired, even when the thesis is slow, even when it's boring.

the real edge? be the person who can sit with the same setup longer than anyone else.

refine it, log it, run it again. not profitable yet?

good. that means you're just early.

keep studying the tape. and eventually the market will pay you for it.

[Jackson Ly @ath_jackson]

𝗟𝗲𝗮𝗿𝗻 𝗺𝗮𝗿𝗸𝗲𝘁 𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲, 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝘀𝗲𝘁𝘂𝗽𝘀

We, as traders, love chasing the next signal or indicator ASAP. That stuff is mostly new tools, dashboards, and alert systems.

Yet, most of those setups have 𝗮 𝘀𝗵𝗼𝗿𝘁 𝗲𝗱𝗴𝗲, 𝘄𝗲𝗲𝗸𝘀 𝘁𝗼 𝗺𝗼𝗻𝘁𝗵𝘀 𝗮𝘁 𝗯𝗲𝘀𝘁. Instead of chasing setups, we should focus more on understanding the underlying market mechanics.

𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝗵𝗼𝘄 𝗺𝗮𝗿𝗸𝗲𝘁𝘀 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗺𝗼𝘃𝗲 allows a trader to read any asset, any timeframe. You're not dependent on one strategy working forever.

That adaptability matters when conditions shift and your go-to setup stops printing.

A strong grasp of fundamentals also leads to 𝗯𝗲𝘁𝘁𝗲𝗿 𝘁𝗼𝗼𝗹 𝘂𝘀𝗮𝗴𝗲, because you know what you're actually looking for in the data.

So, which fundamentals to learn:
🔹 𝗢𝗿𝗱𝗲𝗿 𝗳𝗹𝗼𝘄
🔹 𝗟𝗶𝗾𝘂𝗶𝗱𝗶𝘁𝘆 𝗱𝘆𝗻𝗮𝗺𝗶𝗰𝘀
🔹 𝗙𝘂𝗻𝗱𝗶𝗻𝗴 𝗮𝗻𝗱 𝗼𝗽𝗲𝗻 𝗶𝗻𝘁𝗲𝗿𝗲𝘀𝘁
🔹 𝗠𝗮𝗰𝗿𝗼 𝗰𝘆𝗰𝗹𝗲𝘀
🔹 𝗥𝗶𝘀𝗸 𝗺𝗮𝗻𝗮𝗴𝗲𝗺𝗲𝗻𝘁

Books worth reading:
🔸 𝗠𝗮𝗿𝗸𝗲𝘁 𝗪𝗶𝘇𝗮𝗿𝗱𝘀
🔸 𝗧𝗿𝗮𝗱𝗶𝗻𝗴 𝗶𝗻 𝘁𝗵𝗲 𝗭𝗼𝗻𝗲
🔸 𝗧𝗵𝗲 𝗜𝗻𝗻𝗲𝗿 𝗩𝗼𝗶𝗰𝗲 𝗼𝗳 𝗧𝗿𝗮𝗱𝗶𝗻𝗴

[Jackson Ly @ath_jackson]

The best trading setups come from doing less:
- Close half your tabs
- Stop watching every candle
- Use one terminal (Athenum Analytics)
- Ignore low-conviction signals
- Trade fewer pairs
- Let the data come to you
- Remove tools that duplicate each other

[Jackson Ly @ath_jackson]

Study order flow, market structure, liquidity dynamics, derivatives positioning, on-chain data, and macro cycles. These will teach you how capital actually moves.

Uninformed traders react to price. Informed traders use tools like Athenum Analytics to read the market before price confirms it.

[Jackson Ly @ath_jackson]

Data is how you read the market.
Athenum Analytics is how you act on it.
Execution is how you capture the edge.
Master all three.

[Jackson Ly @ath_jackson]

Ten Things I Wish I Had Known When I Started in Crypto

1) Buy a small amount with real money before anything else. Watching a balance move, even by a few dollars, teaches you more about conviction and panic than any chart ever will.

Start with skin in the game.

[Jackson Ly @ath_jackson]

"And among those who scan charts without context, they chase whatever confirms their bias, seeking the narrative and seeking a signal that fits their position.
-The Market (always)"

[Jackson Ly @ath_jackson]

It is strange that after years of shipping products, a founder cannot simply compress every hard lesson about building, hiring, and timing into a clean document and hand it to someone pre-launch. Why experience resists transfer is probably the most important question in startups.

[Jackson Ly @ath_jackson]

If the data mattered, you would look at it.
If the edge was real, you would build around it.
If the signal meant something, you would act on it.
Remember that.

[Jackson Ly @ath_jackson]

Too many builders quit too early - six to eighteen months in - because the product is not growing the way they imagined.

I have been there. Pivoted multiple times before finding the right problem to solve.

But the truth is: traction starts with depth, not breadth.

Your current users are your most valuable asset. Whether you have ten or ten thousand, obsess over their problems.

The sharper your understanding, the stronger your product becomes.

If you want to break into a new market or attract serious investors, start by being indispensable to the users you already have. No one funds a team that cannot retain who they have.

Study the data. Talk to power users.

Ship improvements that solve real friction. Prove product-market fit before you ask for scale.

And stop chasing vanity metrics. No one cares about your download count.

What they will remember is whether your product actually solved something. Make sure it did.

Depth before scale. Build something so useful, they cannot imagine working without it.

[Jackson Ly @ath_jackson]

If you want to build real edge in crypto, you aren't going to get it from a Twitter thread.

Nobody can hand you 5 months of screen time in a single reply.

Every trader who actually prints had to:

1) Start with bad entries
2) Not know what they didn't know
3) Pull up Athenum Analytics and obsess over the data for weeks
4) Blow a position and almost walk away
5) Stick around long enough for the market to finally make sense

Asking for setups gets you started, but there are still 100,000 reps to put in - and they have to be yours.

[Jackson Ly @ath_jackson]

Most traders lose not because they're wrong, but because they're impatient.

The trader who waits for that extra signal will look more disciplined or skilled, but really is just checking the setup one more time.

Take the time to get it right. Wait for one more confirmation.