Veteran-owned 501(c)(3) nonprofit delivering free cybersecurity education, training, and tools | Operating @usetraceix and @SecureLegion
- Tweets 3,631
- Following 25
- Followers 3,803
- Likes 1,482
Pinned Tweet
Traceix is not a hype product. It is security infrastructure.
The problem it’s solving is simple: malware classification, dataset publication, and AI security research need evidence with trails, not screenshots, false claims, or unverifiable data.
Traceix starts with a SHA-256 hash or file upload, then connects the file artifacts to AI classification, static metadata, capabilities, vendor results, YARA rules, decrypted training features, and reviewable records.
$THRT adds the publication layer when that evidence needs provenance: hashes, timestamps, reviewer context, dataset metadata, and an auditable reference that lives on-chain.
We are not manufacturing attention. We are making AI security data easier to verify, reuse, review, and cite.
That is the utility.
That is the infrastructure.
We are solving the problem.
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$zera
Privacy on solana is slow, and defeats the purpose.
However, reading into zera and what they’re doing it just makes too much sense not to green stamp them.
Their docs answered all my questions, the code is well written, and the process makes sense.
Approved.
ZERA is building a privacy-preserving financial layer that turns the assets you already hold (USDC, USDT, SOL, BTC, ETH, etc.) into private, portable digital cash.
A single compressed ZK pool enables shielded balances, private transfers, and offline P2P via NFC, Bluetooth, and QR.
Powered by Pedersen commitments, deterministic nullifiers, and Groth16 zk-SNARKs for scalability on @Solana and beyond - with an early version already on devnet.
In the long term, ZERA targets internet-scale private payments and transfers with cross-chain portability, enterprise-ready rails, and extensible tools for developers to build privacy-preserving DeFi across the app stack.
The ecosystem token $ZERA:
(8avjtjHAHFqp4g2RR9ALAGBpSTqKPZR8nRbzSTwZERA), aligns value with adoption through programmatic buybacks & burns tied to protocol activity and volume.
The project was formerly known as #M0N3Y, and turned into $ZERA and @ZeraLabs after a strategic rebrand including a 1:1 token migration, aligning identity with product scope.
Compliant by design, ZERA is advancing the "Texas Privacy-First Digital Finance Act", defending your right to use privacy tools, protecting developers right to build them, treating code as speech, and enabling mainstream integration.
Founded and led by @dev_skill_issue, a former MetaMask developer and nuclear engineer with past roles at USAA and Twitter (X). Originally begun as a PhD-by-publication, now a company driving cutting-edge ZK privacy and offline cash R&D.
Background, vision & mission:
nitter.app/ZeraLabs/status/197117…
Protocol, tech & product pipeline:
nitter.app/ZeraLabs/status/197307…
Policy & advocacy:
nitter.app/ZeraLabs/status/197679…
A new New Zero Knowledge Era is here.
Welcome to the evolution of crypto privacy, welcome to ZERA.
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Who have we green stamped?
- @UtopianContrib $utcc
- @Reconlab_AI $recon
- @ZeraLabs $zera
That’s it.
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Hi, how are you?
I just got out of a meeting with @dev_skill_issue we will be collaborating on a research project for NLx402 to turn it from tamper resistant to complete zero knowledge proofs.
Excited to see where this goes, now I have to go build!
@PerkinsFund and I had a great call today. I am always happy to share my knowledge and time for anyone in the privacy space. Can't wait to see where ZKPs fit into their tech stack!
The advances in ZKPs we make @ZeraLabs should be available to everyone. Researching and lending a hand to everyone is how we make privacy the default.
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Hi!
We will never sell courses. All of our courses will always remain fully publicly accessible, and free!
Our courses have sponsors to help support the cost of creating the course.
You can see our courses here: perkinsfund.org/courses
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Next week I will be taking a look at @Quant__trading's platform in depth.
They reached out to me asking me to review their product, and I accepted.
I look forward to the platform and will provide any significant findings in private with a public verdict!
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TESTING QUANTIFY TRADING PLATFORM nitter.app/i/broadcasts/1lDxLBRkd…
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There is no playbook here.
This has never been done before.
We are going to change everything, because it’s about time someone did.
Not just agents: your own neural network, fine-tune an LLM for file analysis, build a classifier from scratch, or just peer review the provided classification.
Free AI training data to the masses.
We’re making cybersecurity accessible with both AI and education.
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Helpful links:
Courses: perkinsfund.org/courses
Tooling: perkinsfund.org/tooling
$THRT Whitepaper: perkinsfund.org/assets/downl…
PCEF Discord: discord.gg/GYD4hyfGNf
Traceix: traceix.com/
Traceix Discord: discord.gg/W6QjyWusgT
Taceix API docs: traceix.com/docs
Other info:
$THRT CA: 3dQugtW8ne2PHcjoGFek2j8Ht7o87jKqaSPNWuC2pump
Donate: perkinsfund.org/donations
IRS determination letter: perkinsfund.org/assets/downl…
Verify your holdings & purchase decrypts: traceix.com/verify
Tooling API docs: docs.perkinsfund.org/
Course certifications: perkinsfund.org/course-test
Our sponsors: perkinsfund.org/donors
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Goodnight $thrt.
Tomorrow we push ioc extraction. We’re just getting started.
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Hi how are you?
We have created a staking pool using @streamflow_fi for a year.
You can stake your $thrt and get rewards back. We have also funded it enough so that anyone can use it and gave it a 55% APY.
You can start staking here: app.streamflow.finance/staki…
Happy staking!
The pool has a 100m $thrt capacity, so better hurry!
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x402 payment system completed, working on storing the data on blockchain now
So far it's going pretty smoothly.
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Introducing our: YARA rule builder tool!
Build YARA rules, compare against 50 benign or malicious samples, upload your own sample to test against, export, drag and drop conditions, and more!
This can be used for FREE via our API as well! More info in next post👇
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Good morning $thrt
I have a very busy Sunday so I won’t be around much today, but I hope you enjoy your day and I’ll see you on Monday!
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I'm starting out the day strong by giving @Reconlab_AI's product my seal of approval.
I tested out the product, it worked very well did it's job, and found information that other similar products missed.
My suggestion to them would be to lower the entry barrier and allow other payment types. Other than that the product is cool, and does exactly what it is designed to do.
Hopefully we can partner on something soon and work together!
Also I tried to break it, so if you see anything sketchy from this timeframe it was me, I am sorry.
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I got inspired randomly. This is what the data will look like after uploaded to public domain.
This provides fully transparent uploads, easy accessibility, and a license that allows anyone to use the data for whatever reason.
We're changing the game.
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We are currently working on a partnership for a community staking pool.
200m total THRT capacity, 14 day staking period, ~30 SOL staking pool.
More info coming soon.
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I think x402 payment processing makes a lot of sense with $thrt and Traceix…
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We got listed by these guys btw
$THRT @PerkinsFund is available on Lavarage with up to 4x leverage for those who wish to engage with the token on-chain
🔗 app.lavarage.xyz/?ref=THRT
CA: 3dQugtW8ne2PHcjoGFek2j8Ht7o87jKqaSPNWuC2pump
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I was not able to make @PayAINetwork’s space due to personal reasons.
I promise I will make to up to you. I’ll hold a space and answer whatever questions you have.
It will have to be next week because of those same personal reasons.
(I have elementary aged children).
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Meet NLx402 (Nonce Locked x402): a hash bound 402 quote, single use nonce, with fast expiration.
We verify the on-chain receipt; if a client alters amounts/mint/recipient, the security hash won't match and is rejected.
Trust nobody, not even the blockchain. Still testing.
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iight $thrt I have some family stuff to take care of so I will see you on Monday, have a good weekend!
NLx402 is looking good!
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The next Traceix release will bring the following:
- the very first version of NLx402 integrated directly into Traceix data uploads
- capability similarity hashing
- side by side capability diffing
- diffing graphs to visually see the difference
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Good morning $thrt
I won’t be around this weekend for the burns, so once again I will do all of them on Monday!
Have a great weekend everyone!
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Hi, how are you?
We’re trying to come up with a way to reward our early whales, but we need your help!
If you hold enough $THRT to be considered a whale, please contact us by dming us here, or emailing us @ contact@perkinsfund.org
I look forward to talking to you soon!
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Thank you whales for messaging me, it was great to talk to you and thank you for the ideas!
You guys are awesome!
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Today I will be reversing @SecureLegion’s app live (in a graveyard).
I’m super excited about this one. We will RE their app and compare it against their opensource model as well as against what they say it does.
Looking to start in a couple of hours
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Have a good evening $thrt
Tomorrow we continue changing the world.
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This is reskinned OpenVPN.
By default OpenVPN stores logs including:
- IP addresses
- Connection timestamps
- Cert loading and handshakes
- Connection and disconnect logs
There is no talk about the privacy aspect and logging issues.
This is not private. That's a no from me g.
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Public domain datasets are now live on Traceix!
Upload the file, decrypt the dataset, pay with $thrt using custom x402, push to IPFS, access for FREE forever!
I will be spending most of the day uploading datasets to IPFS.
Today marks a significant milestone in Traceix!
We have pushed public domain datasets to production. Now after decryption users can push their training dataset to the public domain and anyone can access it free of charge forever!
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After someone uploads the data and makes it public domain it will appear in our IPFS list where you can search through the data.
Clicking the hash takes you to the full results, clicking the CID downloads the data for you.
Free, accessible, and paid for by the community.
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Hi, how are you?
File similarity searches are coming along nicely.
I have some family stuff to handle the rest of the day, so that's all the time I have for now. I will see you tomorrow $thrt
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Goodnight $thrt
See you tomorrow for the daily token burn
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Going to create a way for people to request reviews of projects on thrt.ai after I finish diff view release.
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This is so fucking cool.
Completely free and open AI/ML training data. Upload it to the public domain for 0.5 USD. Change the world.
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Hi, quick update!
This week we are going to focus on similarity matching on Traceix and securing the NLx402 partnership.
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I think it's ready. Just need to do some security testing and verify that it won't blow up!
Looking to release into production tomorrow morning
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Hi we have locked 6m $thrt tokens for 6 months to start the development fund.
We will be locking more as time goes on, but we feel that this is a good place to start.
We used @streamflow_fi to perform the lock, you can see it here: app.streamflow.finance/contr…
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Hi how are you?
We just donated all the clothes we bought to the HOPE center of Edmond.
You have given us the ability to do these donations by using Traceix and being part of the $thrt community. We thank you.
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What do we have coming next release?
- Custom x402 payment processing for uploading training data
- IPFS immutable uploads with CC BY 4.0 licensing
- Publicly downloadable AI training data
- Free and open API to download said training data
And we’re just getting started.
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Token burn day #22
Purchased: 42,259 $thrt
Burnt: 42,259 $thrt
Purchase TX: solscan.io/tx/5zGqcAo3SUPiTY…
Burn TX: solscan.io/tx/4nvmUH7H1ZX5XQ…
Total burnt: 4,304,059
Total left to burn: 5,695,941
Token burn day #21
Purchased: 8,832 $thrt
Burnt: 8,832 $thrt
Purchase TX: solscan.io/tx/2KSwj5jKzgNtx7…
Burn TX: solscan.io/tx/4o8GAh9Qk7BMmX…
Total burnt: 4,261,800
Total left to burn: 5,738,200
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It’s Friday $thrt!
I’m taking off early today, I hope you have a great weekend!
Looking forward to the release on Monday!
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Hi, how are you?
I have designed a basic Traceix roadmap for the next 6 months.
Here's what I want to do and the timeline over the next 6 months:
- Oct 20 – Nov 7: EXIF complete + caching + UI polish
- Nov 10 – Nov 28: Subscriptions integration + quotas
- Dec 1 – Dec 12: $THRT holder verification (Phantom)
- Dec 15 – Dec 20: Similarity (LSH) + backfill + UI
- Dec 22 – Jan 2: Holiday buffer & hardening
- Jan 5 – Jan 16: AI assist (v1)
- Jan 19 – Jan 30: Model Quality page (static metrics)
- Feb 2 – Feb 27: IOC export (JSON/CSV/STIX 2.1) + TAXII (MVP)
- Mar 2 – Mar 20: Compliance & abuse safeguards + docs
- Mar 23 – Apr 10: Marketing refresh + case studies + changelog
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Today we are happy to announce that we are releasing the VPS initiative! We are providing FREE VPS SERVERS to students, teachers, and educators!
To request one all you have to do is make a request here: perkinsfund.org/vps-initiati… and be prepared to prove status!
All donors will receive access to the VM export upon request (just email us and let us know you want it)!
We are able to provide a total of 30 VPS at a time for 1 month intervals. We are excited to provide this initiative for free thanks to your wonderful sponsors:
- @malcat4ever: for providing the free Malcat Licenses!
- @whiteintel_io: for helping fund this initiative!
- QuantAiras: for helping fund this initiative! (quantairas.com/)
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Hi, how are you?
We have partnered with @UtopianContrib and @deitywealth to bring you a community staking pool!
Pool has 1.15M $thrt in rewards, max capacity is 200M $thrt, staking time is 7 days, and you get a 35% APY!
Happy staking: app.streamflow.finance/staki…
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I enjoyed talking to @jars_global. I think we have an understanding and came to a conclusion.
We will see where they go from here. Thank you for the chat, and I look forward to reviewing you again in the future!
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Here's what I'm going to do.
I will get a gold check for 3 months. If I don't hit certain KPI's on X in those 3 months we will not keep it.
I think that's a fair compromise.
Personally I think gold checks are a waste of money.
I can do much better things with that money than get a gold check, like put it back into the business.
However, I’ve had people ask so we will vote on it. Should we get a gold check?
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Hi, how are you?
I just test @pnyxvc 's product live on stream.
Let me start this by saying, this is a cool product and it's a cool idea. However, it's not nearly ready yet.
There are too many possible variables for issues that have been overlooked. I will be orange stamping this one.
The ONLY reason I'm orange stamping it is because of a few things:
1. It's slow. They use a thirdparty API for the X feed so it causes a lot of latency
2. It uses the profile of the poster as one of the decisions, however that seems irrelevant to the process
3. The product is functional, but it is not ready for production yet imo.
Do what you will with this information
[DEV UPDATE]
Excited to announce that we will be reviewed and checked by @PerkinsFund tomorrow!
We don’t have anything to hide and are excited to see what the review looks like!
Thanks to @PerkinsFund for fighting against larps, showcasing good tek, and educating the trenches!
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Hi!
How are you?
We have launched a free ransom note identifier tool! You can upload a ransom note, get a match of the possible actor, and even lookup the decryptor links!
Use it for free here: perkinsfund.org/ransom-notes
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iight $thrt that’s all the time I have today.
Have a good weekend and I’ll see you Monday!
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AI needs data to train it. We make the cybersecurity side public.
Anyone can download and peer review, build their own AI/ML, or integrate the data directly into their learning pipeline.
Traceix breaks down the barriers of data ingestion building a new standard.
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Bulk training data export is ready, prod release tomorrow morning!
Mini change log:
- Added bulk export
- Fixed dark mode issue
- Fixed API key issue
- Fixed cache issue in UI
I have to take off early today so I will see you all tomorrow for the release and daily token burn!
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I got drunk and burnt 1m tokens.
TX: solscan.io/tx/3nFbs4GL9KL5Wh…
ima go drink some more scotch! later guys! love you!
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Token burn day #12
Purchased: 21,115 $thrt
Burnt: 21,115 $thrt
Purchase TX: solscan.io/tx/3Mkupx1M5uLgqp…
Burn TX: solscan.io/tx/4TshQ9dLGBvRsu…
Total burnt: 3,616,794
Total left to burn: 6,383,206
Token burn day #11
Purchased: 24,077 $thrt
Burnt: 24,077 $thrt
Purchase TX: solscan.io/tx/2oYUkZ8Yo4vwVQ…
Burn TX: solscan.io/tx/5g2jcoycX5BVRe…
Total burnt: 3,595,679
Total left to burn: 6,404,321
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Good morning $thrt
Looks like top 5 uploaders will be getting rewarded!
How do you think they should be rewarded?
Good morning $thrt
I want to find a way to reward the people who upload the most data to public domain.
I’m want to build a “leaderboard” showing who uploads the most by size/file amount, and rewarding the top 5 with private staking, rev share, etc.
What do you think?
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What’s next for Traceix and $thrt?
- Bulk upload to public domain
- Similarity search between files
- Phantom wallet connection
- Daily public domain uploads with token burns
- Monthly Huggingface exports for one click downloads
Big plans. Stay tuned.
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Exploring the idea of how I can do quarterly revenue sharing with $thrt holders.
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Hi how are you?
We just donated to @StJude Children's Research Hospital.
We are at ~32k in donations this year. We need your help to hit 100k! You can help by using Traceix: traceix.com and by joining the $thrt community!
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Have a good evening $thrt!
I will see you tomorrow for the token burns, and more building
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Good morning $thrt
See you shortly for the daily token burn
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Hi, how are you?
We have been listed on @scattering_io
scattering.io/solana/threat-…
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Hi, how are you doing?
That's all the time I have for today, the file similarity and diffing view is going well. Looking to release maybe next week?
I'm going to add a couple other tweaks to it in order to make it even more user friendly and easy to use
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I tested @Quant__trading's platform today.
Half of the platform didn't work and the other half had severe issues. Due to not being able to test everything so, it's not fair to deny it yet.
I will orange stamp this one. I do not feel this is safe for users to be trading on yet and the ONLY reason this isn't rejected is because I was not able to fully test everything.
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This week:
- We released the first fully public and verifiable cybersecurity AI training data platform
- Built a custom x402 payment processing system that does not require you to login with a wallet
- Uploaded over 50 training datasets to the public record
Successful week.
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have a good evening $thrt I'll see you tomorrow we'll continue to change the AI game together!
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Hi, how are you?
Hopefully (I say hopefully bc it might not be ready) I will be reversing a phone app live in a graveyard tomorrow!
Just waiting on the project to send me the file. Will let you know when I know more!
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Token burn day #28
Purchased: 10,026 $thrt
Burnt: 10,026 $thrt
Purchase TX: solscan.io/tx/34FC5U6dq9j5U9…
Burn TX: solscan.io/tx/5eEpcLDhapAzD3…
Total burnt: 4,714,990
Total left to burn: 5,285,010
Token burn day #25 (Saturday)
Purchased: 56,441 $thrt
Burnt: 56,441 $thrt
Purchase TX: solscan.io/tx/QArQsXdQ3hcXR3…
Burn TX: solscan.io/tx/5qj3YLdfdLxCrk…
Token burn day #26 (Sunday)
Purchased: 112,508 $thrt
Burnt: 112,508 $thrt
Purchase TX: solscan.io/tx/3j6hseTuUghM8W…
Burn TX: solscan.io/tx/289dtQvZXPZ9HJ…
Token burn day #27 (Today)
Purchased: 56,067 $thrt
Burnt: 56,067 $thrt
Purchase TX: solscan.io/tx/2Eo12P7nxj2cBv…
Burn TX: solscan.io/tx/mSZTFrbH6ewsrE…
Total burnt: 4,725,016
Total left to burn: 5,274,984
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The approved and denied logos are ready!
Start tagging me in projects you want me to look at and I’ll give it an approval or denial with an explanation
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IOC extraction is now in production!
Now on Traceix: IOC extraction!
Automatic Yara rule generation with one-click edits in our Yara Playground, capabilities extraction, EXIF metadata, and of course free AI training data!
Use it for free today: traceix.com
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For 50¢ in $THRT, your upload is pinned to IPFS and stamped on-chain.
It’s public, provable, and ready for peer review, download, and reuse.
Start now at traceix.com
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Hi, how are you?
We just burnt 1,000 JUP to get priority review for $thrt to get verified on Jupiter.
Thank you for your attention to this matter.
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Cybersecurity AI training data is a multi billion dollar market.
We’re making it free and verifiable on-chain while $thrt powers the access.
You be the judge.
Seeing many $THRT from @PerkinsFund bullas on my TL. Teach my would the token matter for more than 1mil mcap? 👀
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