Ada Obi

Defi Preacher
Crypto Ethusiast
Web3 Educator

[Cletus Elijah @cletusEllijah]

𝗧𝗵𝗶𝘀 𝗶𝘀 𝘁𝗵𝗲 𝗸𝗶𝗻𝗱 𝗼𝗳 𝘁𝗵𝗶𝗻𝗴 𝗜 𝘄𝗮𝗻𝘁 𝘁�� 𝘀𝗲𝗲 𝗳𝗿𝗼𝗺 𝗔𝗴𝗲𝗻𝘁𝘀.

What happens when you change the rules halfway through a long task?

Apodex 1.1 was given real X analytics data and told to build a content strategy. Halfway through, the main metric was completely changed.

➘ Instead of starting over, 𝗶𝘁 𝗸𝗲𝗽𝘁 𝘁𝗵𝗲 𝘄𝗼𝗿𝗸 𝘁𝗵𝗮𝘁 𝘄𝗮𝘀 𝘀𝘁𝗶𝗹𝗹 𝘃𝗮𝗹𝗶𝗱 𝗮𝗻𝗱 𝗿𝗲𝗰𝗮𝗹𝗰𝘂𝗹𝗮𝘁𝗲𝗱 𝗼𝗻𝗹𝘆 𝘄𝗵𝗮𝘁 𝘁𝗵𝗲 𝗻𝗲𝘄 𝗿𝘂𝗹𝗲𝘀 𝗮𝗳𝗳𝗲𝗰𝘁𝗲𝗱.

That sounds small, but it isn't.

𝗧𝗵𝗮𝘁'𝘀 𝘀𝘁𝗮𝘁𝗲𝗳𝘂𝗹 𝗔𝗴𝗲𝗻𝘁 𝘄𝗼𝗿𝗸, 𝗻𝗼𝘁 𝗷𝘂𝘀𝘁 𝗮 𝗹𝗼𝗻𝗴 𝗮𝗻𝘀𝘄𝗲𝗿.

[Cletus Elijah @cletusEllijah]

Honestly, I think this is a better test for AI than another benchmark.

Give it something real to work on and see what happens when you change the rules halfway through.

That’s what happened with Apodex 1.1.

➘ 𝗜𝘁 𝗸𝗲𝗽𝘁 𝘁𝗵𝗲 𝘄𝗼𝗿𝗸 𝘁𝗵𝗮𝘁 𝘀𝘁𝗶𝗹𝗹 𝗺𝗮𝘁𝘁𝗲𝗿𝗲𝗱 𝗮𝗻𝗱 𝗮𝗱𝗮𝗽𝘁𝗲𝗱 𝘁𝗵𝗲 𝗿𝗲𝘀𝘁 𝘁𝗼 𝘁𝗵𝗲 𝗻𝗲𝘄 𝗱𝗶𝗿𝗲𝗰𝘁𝗶𝗼𝗻.

That’s the part I found interesting.

𝗔𝗻𝘀𝘄𝗲𝗿𝗶𝗻𝗴 𝗶𝘀 𝗼𝗻𝗲 𝘁𝗵𝗶𝗻𝗴. 𝗔𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗵𝗮𝗻𝗱𝗹𝗶𝗻𝗴 𝗮 𝗹𝗼𝗻𝗴 𝘁𝗮𝘀𝗸 𝗶𝘀 𝗮𝗻𝗼𝘁𝗵𝗲𝗿.

[Cletus Elijah @cletusEllijah]

I didn’t realize how much harder Deep Research gets once you stop asking for a report.

Take hundreds of thousands of words from Dream of the Red Chamber and ask Apodex 1.1 to track 20 characters, their appearances, chapters, and first appearance quotes.

Then change the scope halfway through.

➘ 𝗜𝘁 𝗸𝗲𝗽𝘁 𝘁𝗵𝗲 𝘄𝗼𝗿𝗸 𝘁𝗵𝗮𝘁 𝘄𝗮𝘀 𝘀𝘁𝗶𝗹𝗹 𝘃𝗮𝗹𝗶𝗱 𝗮𝗻𝗱 𝗿𝗲𝗽𝗹𝗮𝗻𝗻𝗲𝗱 𝗼𝗻𝗹𝘆 𝘄𝗵𝗮𝘁 𝗰𝗵𝗮𝗻𝗴𝗲𝗱.

It even ran a separate verification pass before delivering the final table.

That feels less like asking AI a question and more like 𝗵𝗮𝗻𝗱𝗶𝗻𝗴 𝗶𝘁 𝗮 𝗷𝗼𝗯.

[Cletus Elijah @cletusEllijah]

𝗜'𝗺 𝗯𝗲𝗴𝗶𝗻𝗻𝗶𝗻𝗴 𝘁𝗼 𝘁𝗵𝗶𝗻𝗸 𝗽𝗼𝘀𝘁-𝘁𝗿𝗮𝗶𝗻𝗶𝗻𝗴 𝗺𝗶𝗴𝗵𝘁 𝗺𝗮𝘁𝘁𝗲𝗿 𝗺𝗼𝗿𝗲 𝘁𝗵𝗮𝗻 𝗜 𝘁𝗵𝗼𝘂𝗴𝗵𝘁.

Put Apodex 1.1 mini against its Qwen base, same setup, same task, same tools.

➘ The interesting difference wasn't simply getting a better answer.

𝗧𝗵𝗲 𝗽𝗼𝘀𝘁-𝘁𝗿𝗮𝗶𝗻𝗲𝗱 𝗺𝗼𝗱𝗲𝗹 𝘀𝗲𝗲𝗺𝗲𝗱 𝗯𝗲𝘁𝘁𝗲𝗿 𝗮𝘁 𝗱𝗼��𝗻𝗴 𝘁𝗵𝗲 𝗷𝗼𝗯.

It searched when necessary, weighed fresh evidence differently and handled the research more deliberately.

That's what makes Apodex 1.1 interesting to me.

𝗧𝗵𝗲 𝗺𝗼𝗱𝗲𝗹 𝗱𝗶𝗱𝗻'𝘁 𝗷𝘂𝘀𝘁 𝗴𝗲𝘁 𝘀𝗺𝗮𝗿𝘁𝗲𝗿. 𝗜𝘁 𝘀𝗲𝗲𝗺𝗲𝗱 𝘁𝗼 𝗹𝗲𝗮𝗿𝗻 𝗵𝗼𝘄 𝘁𝗼 𝘄𝗼𝗿𝗸.

[Cletus Elijah @cletusEllijah]

The more I look at @Apodex_AI 1.1, the more I think the model itself isn't even the most interesting part.

It’s how it handles the work.

Give it something complicated and it can split the task between agents, research different parts at once, bring everything together, verify the findings, and still let you jump in halfway through.

➘ 𝗧𝗵𝗮𝘁'𝘀 𝘄𝗵𝗲𝗿𝗲 𝗔𝗽𝗼𝗱𝗲𝘅 𝟭.𝟭 𝘀𝘁𝗮𝗿𝘁𝘀 𝘁𝗼 ��𝗲𝗲𝗹 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁.

The numbers are serious too:

▸ Professional work: 38.5 APEX-Agent
▸ Finance: 54.3 FrontierFinance
▸ Scientific research: 63.3 FrontierScience-Research
▸ Reasoning: 56.1 HLE

Agent Team adds 4.1–9.3 points across benchmarks tested in both modes.

But the part that really makes me want to test it:

𝗔𝗽𝗼𝗱𝗲𝘅 𝟭.𝟭 𝗺𝗶𝗻𝗶 𝗶𝘀 𝟯𝟱𝗕, 𝗼𝗽𝗲𝗻-𝘄𝗲𝗶𝗴𝗵𝘁, 𝗮𝗻𝗱 𝗯𝘂𝗶𝗹𝘁 𝗳𝗼𝗿 𝗹𝗼𝗰𝗮𝗹 𝗱𝗲𝗽𝗹𝗼𝘆𝗺𝗲𝗻𝘁.

With Agent Team, it hits 50.2 on FrontierFinance and 51.7 on FrontierScience-Research.

FrontierAgent is open source too.

At some point, reading benchmarks stops being useful.

𝗚𝗶𝘃𝗲 𝗶𝘁 𝗮 𝗵𝗮𝗿𝗱 𝘁𝗮𝘀𝗸 𝗮𝗻𝗱 𝘀𝗲𝗲 𝗶𝗳 𝗶𝘁 𝗰𝗮𝗻 𝗳𝗶𝗻𝗶𝘀𝗵 𝗶𝘁.

[Tinychubs @TinychubsX]

I made this video for the @ClippyMSFT short film contest.
LONG $CLIPPY.

Meet Clippy
Microsoft's paperclip assistant, the one you clicked away a thousand times, mocked for a decade, buried without a funeral.

Now he's a coin too:
Not just the next buyer. Part of its liquidity is paired against Microsoft (MSFT), an asset that can appreciate on its own while the culture compounds on top.

SYNOPSIS:

CLIPPY: SAMURAI OF ANOTHER WORLD

Microsoft's most unwanted assistant abandons his CRT monitor and steps into a world that actually needs him. Reborn as a masterless samurai, Clippy faces the ONI GUMA, a demon warlord who burned a village and now waits for the legend prophesied to stop him.

Mocked as "a mere Microsoft Clippy," he answers with lightning.

The assistant is about to become the legend.

He saves a world on his lunch break. Nobody notices.

Hope everyone enjoys watching.

[Sᴍᴀʟʟʀɪʀɪ @smallriri15]

Happy weekend, family,Hope you’re enjoying it well!

Don’t miss The Dog Pound Bark with $BOOPI MFers — EP 54 🐶🔥

Today, 29 Aug | 6PM
$40 SOL Giveaway ($20 × 2) + MORE in Space!
Follow the $BOOPI team
Like, repost & tag 3 MFers
Must be in the Space to win!

we’re real and the giveaway is real. You might just be one of the lucky winners!

Set your reminder & pull up at 6PM! 🔔

#DaWoofersNFT #BOOPI $BOOPI

[HARMLESS @harmlx]

𝐖𝐡𝐚𝐭 𝟏𝟎𝐌 𝐋𝐢𝐧𝐤𝐞𝐫𝐬 𝐂𝐨𝐮𝐥𝐝 𝐌𝐞𝐚𝐧 𝐟𝐨𝐫 𝐈𝐧𝐭𝐞𝐫𝐋𝐢𝐧𝐤

Reaching 10 million Linkers is a major milestone, but I think the more interesting question is what happens after reaching it.

𝐀 𝐥����𝐫𝐠𝐞 𝐜𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐢𝐬 𝐨𝐧𝐥𝐲 𝐭𝐡𝐞 𝐛𝐞𝐠𝐢𝐧𝐧𝐢𝐧𝐠.

InterLink has outlined seven priorities for the next five years, and they point toward a shift from simply growing the community to building infrastructure that can support real digital economy activity.

Post-quantum security is about preparing for future technological threats.

Real-world asset infrastructure is about making it easier for businesses to bring assets and operations on-chain.

Open Mainnet is intended to connect InterLink more directly with the wider blockchain economy, where validators, staking, applications, liquidity and actual on-chain activity become increasingly important.

𝐓𝐡𝐚𝐭 𝐢𝐬 𝐚 𝐝𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐭 𝐤𝐢𝐧𝐝 𝐨𝐟 𝐠𝐫𝐨𝐰𝐭𝐡.

The goal isn't simply to have more people using InterLink.

It is to create an ecosystem where those people can actually participate in a broader digital economy.

That also explains the focus on exchange infrastructure, digital asset treasuries and expanding ITL utility.

𝐈𝐓𝐋 𝐧𝐞𝐞𝐝𝐬 𝐮��𝐞 𝐜𝐚𝐬𝐞𝐬 𝐛𝐞𝐲𝐨𝐧𝐝 𝐭𝐡𝐞 𝐜𝐫𝐲𝐩𝐭𝐨 𝐦𝐚𝐫𝐤𝐞𝐭.

Travel, hotels, shopping, food, entertainment, gift cards and digital services are examples of the direction InterLink wants ITL utility to move toward.

Then there is verification and digital asset ownership.

This could become particularly important as more people enter the digital economy.

𝐓𝐡𝐞 𝐫𝐞𝐚𝐥 𝐜𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐞 𝐢𝐬 𝐦𝐚𝐤𝐢𝐧𝐠 𝐭𝐡𝐚𝐭 𝐠𝐫𝐨𝐰𝐭𝐡 𝐭𝐫𝐮𝐬𝐭𝐰𝐨𝐫𝐭𝐡𝐲, 𝐬𝐜𝐚𝐥𝐚𝐛𝐥𝐞 𝐚𝐧𝐝 𝐜𝐨𝐦𝐩𝐥𝐢𝐚𝐧𝐭.

That's why identity, anti-fraud measures, KYC/AML and verification infrastructure are part of the long-term picture.

For me, this is what makes the 10M milestone interesting.

𝐓𝐡𝐞 𝐟𝐢𝐫𝐬𝐭 𝟏𝟎 𝐦𝐢𝐥𝐥𝐢𝐨𝐧 𝐋𝐢𝐧𝐤𝐞𝐫𝐬 𝐫𝐞𝐩𝐫𝐞𝐬𝐞𝐧𝐭 𝐭𝐡���� 𝐜𝐨𝐦𝐦𝐮𝐧𝐢𝐭𝐲 𝐭𝐡𝐚𝐭 𝐡𝐞𝐥𝐩𝐞𝐝 𝐈𝐧𝐭𝐞𝐫𝐋𝐢𝐧𝐤 𝐫𝐞𝐚𝐜𝐡 𝐭𝐡𝐢𝐬 𝐩𝐨𝐢𝐧𝐭.

But the next chapter will be measured by what can actually be built with that foundation.

𝐑𝐞𝐚𝐜𝐡𝐢𝐧𝐠 𝟏𝟎𝐌 𝐢𝐬 𝐚 𝐦𝐢𝐥𝐞𝐬𝐭𝐨𝐧𝐞.

𝐖𝐡𝐚𝐭 𝐈𝐧𝐭𝐞𝐫𝐋𝐢𝐧𝐤 𝐝𝐨𝐞𝐬 𝐚𝐟𝐭𝐞𝐫 𝟏𝟎𝐌 𝐢𝐬 𝐰𝐡𝐚𝐭 𝐈’𝐥𝐥 𝐛𝐞 𝐰𝐚𝐭𝐜𝐡𝐢𝐧𝐠 𝐦��𝐬𝐭 𝐜𝐥𝐨𝐬𝐞𝐥𝐲.

#InterLink #ITLG #ITL #WeAreTheFirst10MLinkers

[Cletus Elijah @cletusEllijah]

I gave Apodex 1.1 a Moderna cancer vaccine paper and some CSV data.

𝗜𝘁 𝗱𝗶𝗱𝗻'𝘁 𝘀𝘁𝗮𝗿𝘁 𝗯𝘆 𝘄𝗿𝗶𝘁𝗶𝗻𝗴 𝗮 𝗿𝗲𝗽𝗼𝗿𝘁. 𝗜𝘁 𝘀𝘁𝗮𝗿𝘁𝗲𝗱 𝗯𝘆 𝗯𝘂𝗶𝗹𝗱𝗶𝗻𝗴 𝗮 𝗿𝗲𝘀𝗲𝗮𝗿𝗰𝗵 𝘁𝗲𝗮𝗺.

Deep Discover created a Task Board, split the work between specialized agents, ran research in parallel, then had a Coordinator synthesize everything before an independent Verifier checked the final draft.

➘ The part that really stood out?

𝗜𝘁 𝗰𝗮𝘁𝗰𝗵𝗲𝗱 𝗮𝗻 𝗮𝗰𝘁𝘂𝗮𝗹 𝗺𝗶𝘅-𝘂𝗽 𝗯𝗲𝘁𝘄𝗲𝗲𝗻 𝗠𝗼𝗱𝗲𝗿𝗻𝗮'𝘀 𝗩𝟵𝟰𝟬 𝗮𝗻𝗱 𝗕𝗶𝗼𝗡𝗧𝗲𝗰𝗵'𝘀 𝗕𝗡𝗧𝟭𝟮𝟮.

That's the difference between AI that gives you an answer and AI that 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗶𝗻𝘃𝗲𝘀𝘁𝗶𝗴𝗮𝘁𝗲𝘀.

[Tessy @TessyWeb3]

Good morning 𝕏

Today’s agenda: protect my peace, sip something cold or hot, and let the weekend unfold at its own pace. 🤎

I hope you have a fun weekend.

[Star @Amstarlighter]

Something in @quipnetwork's GitHub stopped me tonight.

The quip-miner README is worth reading carefully.

"A Python mining stack for the quip-protocol-rs Substrate chain. Drives CPU SA, GPU CUDA/Metal/Modal, and QPU D-Wave miners against the chain's QuantumPow pallet."

QuantumPow pallet.

Think of it like a custom engine installed inside a proven chassis. The Substrate framework provides the chassis. The QuantumPow pallet is the engine Quip built specifically for quantum-classical hybrid mining.

The design ensures every mining result passes through it. No result is designed to bypass it.

And the validator that runs the chain uses hybrid quantum-resistant keys on both block production and finality. The two mechanisms that keep any blockchain honest. Both post-quantum protected simultaneously.

Still experimental. No production warranties yet. But the architecture being built toward is worth understanding now.

The mining layer is quantum resistant. The consensus layer is quantum resistant. The asset layer is quantum resistant.

@quipnetwork did not secure one part of the stack and call it done.

[Cletus Elijah @cletusEllijah]

You buy a bottle of cooking oil, seasoning or medicine from the same shop you’ve always trusted.

You consume it without thinking twice.

Why would you? Nobody checks the ingredients before breakfast.

Then you find out the product was counterfeit or badly compromised.

Now something as ordinary as feeding yourself has become a gamble with your health.

The dark part?

𝗬𝗼𝘂 𝗰𝗮𝗻 𝗹𝗼𝘀𝗲 𝘆𝗲𝗮𝗿𝘀 𝗼𝗳 𝘆𝗼𝘂𝗿 𝗹𝗶𝗳𝗲 𝗼𝘃𝗲𝗿 𝘀𝗼𝗺𝗲𝘁𝗵𝗶𝗻𝗴 𝘁𝗵𝗮𝘁 𝘀𝗵𝗼𝘂𝗹𝗱 𝗵𝗮𝘃𝗲 𝗯𝗲𝗲𝗻 𝗮𝘀 𝘀𝗶𝗺𝗽𝗹𝗲 𝗮𝘀 𝗯𝘂𝘆𝗶𝗻𝗴 𝗮 𝗽𝗿𝗼𝗱𝘂𝗰𝘁.

No warning. No dramatic movie scene. Just an avoidable problem quietly collecting interest on your health.

That’s why @zwypa_authentic matters.

By making products traceable and easier to verify, it gives people a better way to know what they’re actually buying and consuming.

Because “I thought it was original” is a terrible thing to put on a tombstone.

[Joy Onyegbula @OnyegbulaJ50149]

Weekend Reminder.

Take time to rest, move your body, eat well, hydrate, and breathe. Your health deserves attention too.

A productive life is great, but a healthy body and peaceful mind make it even better.

Enjoy your weekend, take care of you.

[AGANIN @0xAganin]

Last week, one of my guys told me how he swapped his USDC for something that looked like USDC and got stuck, more like scammed, because apparently, that was one weird token.

Stablecoins were supposed to be simple.

You shouldn’t need detective skills to figure out whether your $1 is the right $1.

That's finally getting fixed. 🔥🔥

@injective's USDC is becoming the new stablecoin standard.

@injective is working directly with @circle, alongside teams across the @cosmos ecosystem, to migrate legacy USDC types into one canonical injective-protocol:native USDC standard, starting in September.

Here's why that actually matters:

Fragmented stablecoin versions create fragmented liquidity, more friction for users, more integration headaches for builders, and more room for confusion when moving funds around.

A single canonical standard fixes that at the root, one USDC, recognised everywhere across the ecosystem, no more guessing which version you're holding or where it's actually accepted.

Less fragmentation, cleaner liquidity, and a stablecoin standard serious enough for the infrastructure injective-protocol:native is building toward.

[Ada Obi @adaWebX]

Happy weekend guys

[Ada Obi @adaWebX]

@jibrinhabi7158 @sleepagotchi This previous seasons is really worth trying

[Ada Obi @adaWebX]

@NICKYB416 The idea of no results is desiito bypass it

[Ada Obi @adaWebX]

@Kazolar003 @swaymarkapp I enjoy learning about Web3, finance and new technology to find the right people and builders can be just as valuable as finding the right opportunities

[Ada Obi @adaWebX]

@0x_awmo This is useful and easier to understand the appeal

[Ada Obi @adaWebX]

@Amstarlighter @quipnetwork Very nice step that shows real intent