sui stack fam; esg; ai; semi-con; solution architect; NFA DYOR #happywife #apetimism #jigsawfam #magicmaidens
Jigsaw Fam
Joined September 2022
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It's been a while since I felt like pouring my feelings into words like this. Lately, making music feels more relaxing and healing than just writing.
Honestly, almost everyone has a “first love,” right? When you look back, those promises we made sounded so innocent… even a bit foolish. Then the day of parting came. Even though we separated on good terms .... just because of distance ... 🫤 it’s never easy to keep that connection alive.
But every time I reminisce, I feel warm inside. It reminds me how far I’ve grown. And when we talk now, it’s just like listening to a story about two kids who grew up together.
............
Nothing more, nothing less.
............
That feeling eventually became this song.
🌸 愚かな二人の春 (Orokana Futari no Haru)
A Japanese Pop-Rap Ballad about that exact youthful spring. Soft piano, gentle strings, male rap, and harmonized female vocals.
Melancholic yet hopeful, just like cherry blossoms falling under the tree.
If it resonates with your own memories, I’d love for you to give it a listen.
YT: youtube.com/watch?v=ybcbd3Pl…
SP: open.spotify.com/album/6SOJw…
Hope you like it ...
Pivoted my view starting early last month ... gradually sold out of the semi conductor group, including AMD. Fully exited now (started the process around April)
AI’s direction feels pretty solid to me at this point. The world is about to move a lot faster once AI starts breaking through the old human bottlenecks in math, computation, and time. Next interesting layer for me is solutions where AI actually compresses real work time in specific areas
So I’ve started rotating into biotech, mainly the stuff tied to disease, aging, personalized medicine, and drugs. Not sure if I’m early or wrong again, but I’m using the same rough logic I had when I bought semis in 2022. We’ll see
Crypto side unchanged. BTC, ETH, SUI, LINK, and LINEA still the core. I think the retail window in pure blockchain plays is getting smaller. Better to move faster and stay away from no-moat or single-use niche stuff that can get overlapped overnight already seeing some of that.
Apecoft (🦭/acc)💧 retweeted
对付REA逆向的利器来了！让AI无法逆向你的项目！
有人做了个BLA，专门给REA这类AI逆向工具下套。
假密钥、诱饵接口、干扰逻辑，往发布包里埋。AI拆出一堆看着挺有价值的东西，顺着研究就跑偏，Token还得照烧。
连REA的解析上限也利用上了。作者拿真实REA测过，加固后的JS报预算限制，Electron ASAR报容量错误，WASM接口只能读出一部分。
作者测的14个基准样本，加固后跑出来的结果都和原版一样。
自己有软件项目的，可以在项目目录跑：
1. npx bla-agents setup，接入Claude Code、Codex、Cursor等工具。
2. npx bla-agents harden .，扫描发布文件，执行加固和验证。
BLA项目地址：
github.com/qybaihe/bla
Apecoft (🦭/acc)💧 retweeted
Everyday is Zeroday
BREAKING: Binance has been hacked with wallets across the Ethereum, Bitcoin, and TRON networks seeing outflows of -$5.7 billion.
The hack includes $1.45 billion worth of Bitcoin and $875 million worth of ETH.
If confirmed, this would mark the biggest hack in crypto history.
We expect more information shortly.
Apecoft (🦭/acc)💧 retweeted
Another exciting cryptography milestone from our @SuiNetwork research team!
We just implemented Bulletproofs++ in Rust (on steroids), and the results are quite impressive:
🚀 Up to 7.8x faster proving and 4.5x faster verification
📉 24–38% smaller proofs
Beyond original algorithm coding, we introduced several optimizations, including lazy base folding in the norm linear argument, CRS caching, faster multi-scalar multiplication verification and other goodies. We also proved our construction secure and corrected a few issues in the original paper. Afaik this is now the fastest implementation of BP++ out there.
But why should you care?
For confidential transfers on Sui, this could mean batching ~4x more private transfers for the same gas cost, while also reducing validator bandwidth. Better cryptography, better privacy, less gas.
Code is already open source:
github.com/MystenLabs/fastcr…
More techy details, including the full of our improvements & corrections to the original paper, coming soon on ePrint.
🙏 Philipp Jovanovic @Daeinar and Arnab Roy
Apecoft (🦭/acc)💧 retweeted
Two critical vulnerabilities have been identified in PHP, a widely used programming language that powers websites and web applications. These vulnerabilities (CVE-2026-109618 and CVE-2026-109619) could allow malicious cyber actors to remotely execute code in PHP core, potentially compromising sensitive data and networks.
The FBI urges organizations to take the following steps now:
➡️ If an immediate update is not feasible it is recommended that organizations take the system offline until it can be fully mitigated.
➡️ Immediately update affected PHP installations following the guidance on php.net. Inventory where PHP runs in your environment, prioritizing internet-facing systems and vendor products that bundle PHP.
➡️ Monitor web servers for suspicious activity, including PHP processes unexpectedly launching command shells or downloading files. Ensure appropriate process-monitoring capabilities are in place to help identify potential exploitation.
➡️ If you find signs of compromise, isolate affected systems, preserve your web server and PHP logs, and report it to your local FBI field office or ic3.gov. Those reports help us identify the actors involved and warn other organizations before they become victims.
For the latest information, follow PHP’s announcement on php.net, CERT-EU Security Advisory 2026-018, and CISA’s Known Exploited Vulnerabilities catalog.
ALT Critical vulnerability alert for PHP Core with CVE-2026-109618 and CVE-2026-109619, CVSS score 9.2, urging immediate patch and threat hunting.
Apecoft (🦭/acc)💧 retweeted
Life gets so much easier when you stop stressing out and looking at the daily chart, and focus on where we’ll be in a year instead
So much higher
Apecoft (🦭/acc)💧 retweeted
Built by Consensys.
Contributed to @lfdecentralized.
Running in institutions.
The new LFDT report shows central banks, market infrastructures and global banks building on @Besu_eth, and institutional capital on @LineaBuild, built on Lineth ↓
lfdecentralizedtrust.org/led…
Apecoft (🦭/acc)💧 retweeted
กฎของ Manifest ที่อลิสเชื่อมาตลอด...
เมื่อคุณเลือกทำในสิ่งที่รักจริงๆ คุณจะมีแรงผลักดันบางอย่างที่ไม่ต้องฝืน
เพราะความมุ่งมั่นที่เกิดจากความรักมันไม่จำเป็นต้องมีใครมาคอยกระตุ้น
บางทีเราไม่ต้องพยายามดึงดูดทุกอย่างเข้ามาในชีวิต แค่เลือกเดินในเลนส์ของตัวเองแล้วลงมือทำมันให้เต็มที่ก็พอ
อย่า Manifest ชีวิตที่คนอื่นอยากมี จนลืมใช้ชีวิตที่ตัวเองรักกันนะจั้พ...
Manifest a life you love,
not a life that looks good to others.😘
On CT it feels a lot like that old story 😒
An old man and a boy are walking with a donkey
- First the boy rides while the old man walks
🤡says the kid is taking advantage of the old man
- So they switch. The old man rides, the boy walks
Now🤡say the old man is exploiting the child
-Then both of them ride
🤡call them cruel to the animal
-So they both get off and just walk beside the donkey
🤡asks why they’re being stupid and not even using it
😩😩😩😩😩😩😩😩😩😩😩😩😩
No matter what they did,
🤡🤡🤡had a problem with it
CT works the same way
You launch, you get called a grifter
You stay quiet, you get called dead
You ship fast, you get called reckless
You take your time, you get called slow
You raise, you get called extracted
You don’t raise, you get called unserious
At some point you just have to pick a direction and walk
Trying to satisfy everyone on the timeline is how you end up standing next to the donkey doing nothing 😩
gud
Anchorage Digital just joined Hashi as a Day 1 launch partner
Hashi is Sui’s native Bitcoin finance layer. Mainnet starts rolling out later this month with over $500M in commitments from 20+ partners
BTC stays on Bitcoin. You deposit it, mint hBTC on Sui, use it as collateral across apps, then burn hBTC and get your BTC back
For gud point ---
Anchorage is opening two ways in for institutions
Atlas for qualified custody (public companies, DATs)
Porto for self-custody (funds, miners, market makers)
Institutions are sitting on more than $1T in Bitcoin that mostly does nothing.
This is one of the cleaner paths to actually put it to work without selling or giving up custody standards.
Big signal for Bitcoin as working capital in SUI
Over $1 trillion in Bitcoin held by institutions sits idle.
Hashi on @SuiNetwork is built to put it to work, and Anchorage Digital is a Day 1 launch partner. Atlas for tri-party collateral. Porto for self-custody.
Same Bitcoin, now with a job.
Learn more ↓
okt.to/LTZqwG
Apecoft (🦭/acc)💧 retweeted
For my whale and crypto trader friends.
My security life hack advice ⚖️
Worried your hardware has been physically tampered with? Buy a precision scale and try:
Total weight: detect added hardware.
Center of mass: detect shifted weight distribution.
Moment of inertia: detect changes in how mass is distributed.
Compare against genuine devices of the same model bought from a different reseller. Not foolproof, manufacturing is not 100% accurate anyway, but an extra security check!
From the Abstract Chain (ABS) shutdown, a few personal thoughts
I actually quite liked the streaming concept on their Portal. I applied but didn’t get in the process was fairly selective at first (application + approval, later opened to Gold Tier and above)
I felt a more open approach might have helped it spread further and become accessible to more people
Even one or two streamers who genuinely grew from the platform itself could have helped build its name, but they went the other way with a more curated model
I also supported the idea of chains truly focused on consumer use cases. Abstract started with that intent (Portal, Abstract Global Wallet, apps/games, brands like Disney and Red Bull Racing) and saw solid numbers over 400k users onboarded, and hundreds of millions of transactions.
Over time though, a lot of activity seemed driven by XP farming rather than organic usage. In the end, they chose not to launch a token, cited an unsustainable consumer-only model (thin liquidity, limited DeFi, stalled growth), and is shutting the chain down on December 15 after losing tens of millions.
It’s a reminder of how incentive-heavy approaches can play out
Focusing back on their original strengths (like Pudgy Penguins) might still be a better path.
We’ll see how it goes from here.
