
Will England
14.2K posts

Will England
@wingland
Sr. Analytics Engineer. Professional troubleshooter. Motorcycle rider. Photographer. Alt: @[email protected] @wingland.wxexw.com /bsky
37.240297, -96.991428 Katılım Ağustos 2008
1.6K Takip Edilen685 Takipçiler

@txgermanbre I feel a great happiness for those who passed away before this has come to pass. Thank God my mother isn't here to see what is going on. I am sad for what my children are going to have to go through. And there is no answer for what I can do to make it better.
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Worldwide Caution: The Department of State advises Americans worldwide, and especially in the Middle East, to exercise increased caution. Americans abroad should follow the guidance in security alerts issued by the nearest U.S. embassy or consulate. Periodic airspace closures may cause travel disruptions. U.S. diplomatic facilities, including outside the Middle East, have been targeted. Groups supportive of Iran may target other U.S. interests overseas or locations associated with the United States and/or Americans throughout the world.
Enroll at step.state.gov to receive the latest security alerts and follow the “U.S. Department of State - Security Updates for U.S. Citizens” channel on WhatsApp or @TravelGov on X. When planning travel, carefully read the Travel Advisory and detailed information for your destination, and any recent alerts at travel.state.gov/destination. Read more: travel.state.gov/en/internation…

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@SteveTheBookGuy See @Fer_FAL 's Book, "The Modern Survival Manual: Surviving the Economic Collapse" -- he lived through and well documented Argentina's collapse.
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@arpit_bhayani Fascinating. I shall keep this in the notebook for use in the future.
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Canva had to migrate millions of media asset metadata records from MySQL to DynamoDB without dual writes or reading the binlog. What they did was super lazy and interesting...
Instead of deciding upfront which records to migrate and when, they let production traffic decide.
Every time a media asset was created, updated, or even just read, a message containing only the asset ID was dropped into an SQS queue. A worker then picked it up, fetched the latest state from MySQL, and synced it to DynamoDB. Thus, no dual writes and no binlog parsing.
During this phase, MySQL remained the source of truth, and DynamoDB was just a derived copy.
What's interesting here is that the hottest data gets migrated first. Cold historical data gets queued in the background at a lower priority via a full backfill scan. This means MySQL starts shedding real load almost immediately, not at the end of the migration.
Now that the data resides in two places, they performed sequential reads (Dynamo-first) in production, with fallback to MySQL. In shadow, they compared results against MySQL to ensure consistency and catch bugs in the migration logic.
Once the data was fully migrated and validated, they switched writes to DynamoDB. After this cutover, DynamoDB became the source of truth, and MySQL was eventually retired.
The lazy replicated write approach is interesting and efficient when it comes to migrating a read-heavy system from one database to another.
Hope this helps.
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🚨Someone just open sourced a computer that works when the entire internet goes down.
It's called Project N.O.M.A.D.
A self-contained offline survival server with AI, Wikipedia, maps, medical references, and full education courses.
No internet. No cloud. No subscription. It just works.
Here's what's packed inside:
→ A local AI assistant powered by Ollama (works fully offline)
→ All of Wikipedia, downloadable and searchable
→ Offline maps of any region you choose
→ Medical references and survival guides
→ Full Khan Academy courses with progress tracking
→ Encryption and data analysis tools via CyberChef
→ Document upload with semantic search (local RAG)
Here's the wildest part:
A solar panel, a battery, a mini PC, and a WiFi access point. That's it. That's your entire off-grid knowledge station. 15 to 65 watts of power. Works from a cabin, an RV, a sailboat, or a bunker.
Companies sell "prepper drives" with static PDFs for $185. This gives you a full AI brain, an entire encyclopedia, and real courses for free.
One command to install.
100% Open Source. Apache 2.0 License.

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Looks like a road trip for my long weekend coming up will be a better choice. Beats changing planes at Ohare anyway, even if it does take 3 days vs 1 day. Get to see some back roads across the MidWest!
OSINTtechnical@Osinttechnical
Airlines have been warned to expect cancellations and some jet fuel rationing starting next month due to the closure of the Strait of Hormuz -The Times Long-haul flights may be most affected, as airlines could have trouble securing fuel for return journeys.
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@DitherDude @vxunderground First time I've seen that, and I love it, and I'm going to have to find a way to use that in a reply somewhere!
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tl;dr normie to big stinky nerd translator
I'm going to share something embarrassing, but this is true. I have found a good usage of AI (for me, at least).
I'm a big stinky nerd and I have a hard time understanding what people are saying to me. I am an extremely explicit communicator. I usually say exactly what I mean (for better or worse). I get very confused when people imply something, or lean heavily on emotional phrasing, to implicitly communicate.
I have been unironically using AI to explain what people are saying to me. I'll detail the conversation to the best of my ability if it was communicated verbally, if it was online I copy-paste my message and the persons response (or comment). The silly AI slop robot then translates what the person says into explicit communication for me so I understand better.
Basically, the dumb ass slop machine robot is better at understanding humans than me. Sometimes I have zero idea what someone is talking about or trying to convey.
pic related: machine deciphering human language and explaining to my dumb nerd brain

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@vxunderground Holy fu*k - Maaark Levine! I haven't heard that name in a long time on the radio.
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I wish I was joking. I didn't understand the political banter I saw on social media. I had to use AI slop machine explain it to me.
I didn't understand what the fuck the Levin guy was talking about and I didn't understand why the most liked repost was talking about the dudes military credentials. It didn't make sense in my dumb little brain.
tl;dr robot better human than me


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Will England retweetledi
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Will England retweetledi

Been getting a surprising number of QRTs, comments, and DMs from people advocating for civil war and violence in response to gun control proposals.
Stop that talk now.
Do you actually know what comes with civil wars?
You run out of water because the taps don't work and the water is contaminated anyway.
Your grandmother gets picked off by a 14 year old trying to prove himself.
You hear about a nearby neighborhood getting torched and everyone getting put in a mass grave.
Foreign mercenaries and governments aiding your enemies and leaving you to starve.
It's not just you and your buddies running ambushes and raids. It's dirty. It's vulgar. It's animalistic. It's total war.
The sides won't be clear cut, either. Think about how divided the right already is. If you can't even build coalitions to fight gun control laws how are you going to build a coalition to fight your enemies?
We're more likely to see massive infighting within the right than we are to see everyone unite.
Then the left will do the same.
And then everyone will be fighting everyone else.
Civil wars are rarely two-sided conflicts. They are quagmires of disparate groups killing each other and their enemies relentlessly.
You should look to Syria if you want to see what a civil war in the US would look like. 13 years and over 500,000 dead, over half were civilians.
I understand the anger and frustration but violence is an absolute last resort and shouldn't be talked about lightly
I have been proposing we do what the left does to push their agendas like coalition building, protesting, and being a legal nuisance and instead I have been getting edgy edgelords and justifiably upset people calling for violence.
Stop it.
It's playing with fire and once the djinn leaves the bottle, it doesn't go back in.

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For those of us who want to support Noah for Senate, without getting spammed by ActBlue, send support to him here!
Noah Taylor@noahforkansas
@wingland You can mail a check to 7130 W Maple St, Ste 230 Box 329, Wichita, KS 67209, payable to Noah Taylor for Kansas! I appreciate your support!
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@noahforkansas I avoid Act Blue - seem like all of the donation goes to sending more mail asking for donations to unrelated candidates.
Where can I mail a check?
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It’s time to land a few black eyes on a system that works great for the Epstein class – and not for the rest of us. But it’s going to take all of us to lower costs, end forever wars, and clean up the corruption. Can you pitch in today? secure.actblue.com/donate/nt-laun…
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🚨 BREAKING: U.S. Army Quietly Walks Back XM7 Rifle
After aggressive field feedback, the XM7 platform has undergone major revisions:
— Weight reduction across components
— Simplified gas system for imp. reliability
— Side charging handle eliminated
— Simplified handguard for durability
— Caliber change for logistical ease
“This rifle is now truly lighter, simpler, and accomplishes everything the XM7 did at a fraction of the cost allowing our warfighters to focus on the mission,” explained Two-Star General Bobby Bouche.
GØÄT NEWs NETWORK reached out to Sig Sauer, the maker of the XM7, but has received no response.

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@sharicedavids No. It's bad for motorcycles. It's bad for small engines. You're putting FOOD in the gas tank. It's not time for E15. It's time for less restrictive standards to allow for smaller, lighter vehicles that use less gas.
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