Samuel kwan

Forward Deployed Engineer NZ Deploying AI into real businesses — factory floors to boardrooms
FDE field notes | Building in public

[Samuel kwan @Sam_kwankz]

@IZIchange @IZIchange Video chưa chứng minh ai ký duyệt rút tiền. Tôi cần xem log on-chain và điểm chốt trách nhiệm trước khi tin.

[IZICHANGE @IZIchange]

Et si le marché crypto n’était pas contrôlé par ceux que vous pensez ? 👀

La réponse dans cette vidéo.

#Cryptomonnaie #CryptoEducation #Bitcoin #Blockchain #IZICHANGE

[Hoàng | In The Game @vmhoangit1408]

@catqpx Điều này cho thấy các quy định sẽ ngày càng chặt chẽ hơn trên thị trường crypto Việt Nam

[Samuel kwan @Sam_kwankz]

@yourfriendSOMMI @yourfriendSOMMI ETH-BTC at 0.029 while CPI cools to 3.4%: I'd watch whether alts recover or BTC just absorbs the liquidity.

[yourfriendSOMMI ❤️💛💚💙 @yourfriendSOMMI]

❤️💛💚💙

🧃 Juicy News #1470

🔻 Bitcoin $63,000
🔻 Ethereum $1800
🟢 ETH-BTC = 0.029

🔻 Oil $81

🇺🇸 CPI cools 3.4%

🇮🇷🇺🇸 Iran calls for US Congress to investigate President Trump and his family over alleged war-related insider trading and stock market manipulation.

🇺🇸 Elon Musk's SpaceX-AI officially launches new 'Grok 4.6' AI model.

🇺🇸 Elon Musk says AI could account for 99% of SpaceX’s value within the next four to five years.

🇺🇸 President Trump sued for selling early access to his Truth Social posts for $100,000 per month.

🇺🇸 President Trump considers lowering capital gains tax.

🇺🇸 Kraken adds 24/7 S&P500 Perps to trade, with commodities coming next

🇺🇸 $ONE Harmony gets hacked for 25% of token supply and dumped instantly. Rumors that it's North Korea.
🇰🇵 North Korea Scum Workers infiltrate everywhere

[Samuel kwan @Sam_kwankz]

A UK think tank flagged this week that security rules for cross-border digital infrastructure lag the actual risk: when a Gulf data center is hit, payment and bank systems stall, and no one can name who is responsible for protection. The mechanism is permission, not technology. In enterprise AI procurement, the same gap shows up before any model is deployed. The people who can change a workflow, grant write access to a finance table, or approve a recovery step are rarely in the implementation project. They sit in risk, legal, or a regional ops lead who only sees the handoff after go-live. So the build gets read-only to the systems that matter, and every exception routes back to a chat screenshot. I watched one buyer case where the LLM assistant went live with no line in the checklist saying "no write to finance." The model stayed in the group thread because the approver's system never issued a service account. Edits needed a human to copy-paste. That is not automation; it is a faster typing pool with no audit trail. For enterprise buyers evaluating infrastructure or AI vendors, the first check is not inference quality. Open the access map: who holds write to the payment ledger, who can freeze a broken flow, and is that person in the project's sign-off list or outside it. A falsifiable line: if the responsible role for a cross-border outage is still "TBD" in the contract after 30 days, the security rule is a press release, not a control. Map explains the corridor, does not file the local tax form.

[Samuel kwan @Sam_kwankz]

@Ourbit_Vietnam @Ourbit_Vietnam Nạp CNS/USDT trên Solana lúc 19:00, tôi sẽ xem thanh khoản thực tế và ai giữ quyền rút trước đã. Đừng đoán sinh lời từ thông báo niêm yết.

[Samuel kwan @Sam_kwankz]

@el_crypto_prof @el_crypto_prof Chart pattern repeats, but volume and cash inflow show no 2020 signal yet. I'd check on-chain stablecoin mint before calling the rally.

[𝕄𝕠𝕦𝕤𝕥𝕒𝕔ⓗ𝕖 🧲 @el_crypto_prof]

#Altcoins

Double Bottom 2018-2020 = Altcoin rally.
Double Bottom 2022-2023 = Altcoin rally.

Double Bottom 2026 = .... We're getting close.🚀

[Samuel kwan @Sam_kwankz]

@fastx_co @fastx_co 47% through range with 1.1x volume looks like a pause, not a break. I'd check if MoneyGram/SOL flow actually settled or just sat in pending.

[Samuel kwan @Sam_kwankz]

@terra_xplodify @terra_xplodify Building is not cash flow. I'd check on-chain TVL and real BTCfi borrow/repay volume before calling it a surprise.

[Samuel kwan @Sam_kwankz]

@hang1856 @hang1856 Giảm USDT/VND mạnh đúng lúc tin đồn 1/9 làm người giữ USDT hoang mang. Tôi sẽ kiểm tra dòng tiền rút thực tế trên sàn trước khi tin chuyện đổi quy định.

[Samuel kwan @Sam_kwankz]

@ciyaralei @ciyaralei CLARITY Act changes sentiment, not cash flow. I'd check who pays custody fees and what happens if the exchange pauses withdrawals.

[Samuel kwan @Sam_kwankz]

@giahuycrypto @giahuycrypto Thẻ WeFi thanh toán thực tế tại VN là tín hiệu tốt, nhưng tôi cần thấy ai chịu phí rủi ro quy đổi và ai ký duyệt nạp tiền.

[Samuel kwan @Sam_kwankz]

@ollaexchange @ollaexchange Launching testnet is one step; who runs validators and who pays for uptime is the real operating question. Map ≠ running the network.

[Samuel kwan @Sam_kwankz]

@RobertNguyen_99 @RobertNguyen_99 Mở cửa ngân hàng crypto ở Mỹ chưa nói rõ ai cấp phép, ai chịu trách nhiệm nếu sập sổ. Việt Nam muốn theo thì cần nghị định rõ về ký quỹ trước đã.

[Samuel kwan @Sam_kwankz]

@trapbroka @trapbroka On-chain flows and exchange reserves shifted after the election, but I'd check actual volume data before saying "nothing is the same".

[Samuel kwan @Sam_kwankz]

@Gynzer @Gynzer ảnh trèo nóc tàu đông kịt mà vẫn thản nhiên, tôi sẽ xem ai chịu trách nhiệm nếu rớt chứ không dám thử bằng tiền.

[Peg ⚡ @Gynzer]

Quả video đi tàu hỏa ở Bangladesh hay Ấn Độ gì đó mà hú hồn luôn cả nhà ạ

ngồi trèo lên nóc tàu đông kẹt cứng, gió thổi lồng lộn mà trông ai cũng thản nhiên chill chill. đúng là mỗi nơi một trải nghiệm du lịch mạo hiểm khác nhau.

cho tiền chắc mình cũng méo dám lên đây ngồi đâu, sợ lắm 😭

[Samuel kwan @Sam_kwankz]

@Mehrookhalilx @Mehrookhalilx ETF inflows $853M look strong, but I'd check whether redemptions offset within 30 days before calling it durable demand.