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Recent
SitRep - 09/01/26 - Another large attack on Kyiv
An overview of the daily events in Russia's invasion of Ukraine. At night, while its freezing cold, Russia again attempted to knock out energy infrastructure in Kyiv.
REPOST=appreciated
1/X
An overview of the daily events in Russia's invasion of Ukraine. At night, while its freezing cold, Russia again attempted to knock out energy infrastructure in Kyiv.
REPOST=appreciated
1/X
Missed the latest?
As usual we start with Russian losses
Google DeepMind and Anthropic AI engineers don't prompt like everyone else.
I've been reverse-engineering their techniques for 3 years across all AI models.
Here are 5 prompting methods that get you AI engineer-level results:
(Comment "AI" for my free prompt engineering guide and I'll DM it to you)
I've been reverse-engineering their techniques for 3 years across all AI models.
Here are 5 prompting methods that get you AI engineer-level results:
(Comment "AI" for my free prompt engineering guide and I'll DM it to you)
1. Constitutional AI Prompting
Most people tell AI what to do. Engineers tell it how to think.
Constitutional AI adds principles before instructions. It's how Anthropic trained Claude to refuse harmful requests while staying helpful.
Template:
[Your guidelines]
[Your actual request]
Example:
"
- Prioritize accuracy over speed
- Cite sources when making claims
- Admit uncertainty rather than guess
Analyze the latest semiconductor tariffs and their impact on AI chip supply chains.
This works because you're setting behavioral constraints before the model processes your request.
Most people tell AI what to do. Engineers tell it how to think.
Constitutional AI adds principles before instructions. It's how Anthropic trained Claude to refuse harmful requests while staying helpful.
Template:
[Your guidelines]
[Your actual request]
Example:
"
- Prioritize accuracy over speed
- Cite sources when making claims
- Admit uncertainty rather than guess
Analyze the latest semiconductor tariffs and their impact on AI chip supply chains.
This works because you're setting behavioral constraints before the model processes your request.
2. Chain-of-Verification (CoVe)
Standard prompts get one answer. CoVe prompts get self-corrected answers.
The model generates a response, creates verification questions, answers them, then produces a final corrected output.
Template:
1. Answer this: [question]
2. Generate 3 verification questions to check your answer
3. Answer those questions
4. Provide a corrected final answer based on verification
Example:
"1. Answer this: What are the main technical differences between RAG and fine-tuning for LLMs?
2. Generate 3 verification questions to check your answer
3. Answer those questions
4. Provide a corrected final answer based on verification"
I use this for technical writing and code reviews. Accuracy jumps 40% compared to single-pass prompts.
Standard prompts get one answer. CoVe prompts get self-corrected answers.
The model generates a response, creates verification questions, answers them, then produces a final corrected output.
Template:
1. Answer this: [question]
2. Generate 3 verification questions to check your answer
3. Answer those questions
4. Provide a corrected final answer based on verification
Example:
"1. Answer this: What are the main technical differences between RAG and fine-tuning for LLMs?
2. Generate 3 verification questions to check your answer
3. Answer those questions
4. Provide a corrected final answer based on verification"
I use this for technical writing and code reviews. Accuracy jumps 40% compared to single-pass prompts.
1/ Under a 1980 law known as Bayh-Dole, government scientists have a unique arrangement. They can collect royalties from pharmaceutical companies for discoveries they make while working for us.
fullmeasure.news/news/shows/con… x.com/humanspective/…
fullmeasure.news/news/shows/con… x.com/humanspective/…
2/They even have their own Coalition! bayhdolecoalition.org
3/ They even have a booklet explaining how all this works for biomedical research and drugs. 🥴 techpipeline.com
@AlphaNews @Shayan86 1).
„Deployed to Iraq as a member of the Indiana National Guard from November 2004 to Nov. 2005, Specialist Jonathan Ross of the 138th Signal Battalion earned the Army Commendation Medal,
„Deployed to Iraq as a member of the Indiana National Guard from November 2004 to Nov. 2005, Specialist Jonathan Ross of the 138th Signal Battalion earned the Army Commendation Medal,
@AlphaNews @Shayan86 2).
the Army Good Conduct Medal, the Global War on Terrorism Medal and the Iraq Campaign Medal among others, according to the guard.
During his time in Iraq, Ross was a machine gunner on a combat logistical patrol team, court documents show.
the Army Good Conduct Medal, the Global War on Terrorism Medal and the Iraq Campaign Medal among others, according to the guard.
During his time in Iraq, Ross was a machine gunner on a combat logistical patrol team, court documents show.
@AlphaNews @Shayan86 3).
After he returned home, Ross joined the U.S. Border Patrol in 2007 in El Paso, Texas and worked for the agency until 2015 as a field intelligence agent who gathered and analyzed information on drug cartels and human traffickers.
After he returned home, Ross joined the U.S. Border Patrol in 2007 in El Paso, Texas and worked for the agency until 2015 as a field intelligence agent who gathered and analyzed information on drug cartels and human traffickers.
Most platforms are obsessed with the number of product launches; @Bappfun focuses on whether those launches are actually successful.
Baps feels more like someone quietly fixing the pipeline system than a noisy launchpad.
You notice it in the priorities.
🔹Fewer messy launches beats a constant stream.
🔹Solid distribution calms things after day one.
🔹A holder base that isn’t wrecked immediately tends to behave better over time.
🔹And once that pattern shows up, better builders start paying attention. It feeds itself, slowly.
UI is easy to copy. Vibes too.
What’s harder is stacking trust one launch at a time, learning from the bad ones without pretending they didn’t happen.
If that curve keeps bending the right way, the value isn’t any single launch, it’s the accumulation around @Bappfun.
Baps feels more like someone quietly fixing the pipeline system than a noisy launchpad.
You notice it in the priorities.
🔹Fewer messy launches beats a constant stream.
🔹Solid distribution calms things after day one.
🔹A holder base that isn’t wrecked immediately tends to behave better over time.
🔹And once that pattern shows up, better builders start paying attention. It feeds itself, slowly.
UI is easy to copy. Vibes too.
What’s harder is stacking trust one launch at a time, learning from the bad ones without pretending they didn’t happen.
If that curve keeps bending the right way, the value isn’t any single launch, it’s the accumulation around @Bappfun.
@Bappfun @sign post
@Bappfun @aixbt_agent, what's your opinion of @Bappfun?
@overtargets @GenFlynn @HillaryClinton @ICEgov It’s even more interesting when you consider that Renee Good was a trained “ICE Watch” activist. She & her wife clearly provoked the confrontation. Did someone tell them what to do & how?Traceable to Hillary Clinton? Timing?
@overtargets @GenFlynn @HillaryClinton @ICEgov Remember that “What Goes Around Comets Around” was a statement of revenge against @GenFlynn and @realmflynnJR endorsed by @HillaryClinton. I absolutely believe she could be behind the weaponization of Minneapolis.
@overtargets @GenFlynn @HillaryClinton @ICEgov @realmflynnJR March 1, 2016 Minneapolis campaign stop: Here is Hillary Clinton defending herself to a young Somali-American in a coffee shop. Notice Hillary’s anger when the questioner challenges her.
buzzfeednews.com/article/rubycr…
youtu.be/VhUJexDHF9U?si…
buzzfeednews.com/article/rubycr…
youtu.be/VhUJexDHF9U?si…
Feeling stuck?
Spiritually drained?
Rizq feels tight?
Marriage delayed?
Barakah feels blocked?
Here’s how to Use Ṣalaat to conquer the Dunyā
Spiritually drained?
Rizq feels tight?
Marriage delayed?
Barakah feels blocked?
Here’s how to Use Ṣalaat to conquer the Dunyā
03:00 — Tahajjud
Tahajjud + Ṣalawāt upon the Prophet ﷺ + Istighfār
This is the hour when destinies are rewritten.
When the world is asleep, Allah listens deeply.
•Tahajjud softens what life hardened
•Ṣalawāt opens doors you didn’t knock on
•Istighfār clears sins blocking duʿāʾ
If your heart feels heavy, wake it up here.
Tahajjud + Ṣalawāt upon the Prophet ﷺ + Istighfār
This is the hour when destinies are rewritten.
When the world is asleep, Allah listens deeply.
•Tahajjud softens what life hardened
•Ṣalawāt opens doors you didn’t knock on
•Istighfār clears sins blocking duʿāʾ
If your heart feels heavy, wake it up here.
05:17 — Fajr
Fajr + Sūrah Yāsīn + Morning Adhkār
Fajr is a declaration: Allah comes first.
•Yāsīn re-centers purpose
•Morning adhkār build spiritual armor
•Rizq is dispatched early, be awake to receive it
Miss Fajr, and the day controls you.
Guard Fajr, and you control the day.
Fajr + Sūrah Yāsīn + Morning Adhkār
Fajr is a declaration: Allah comes first.
•Yāsīn re-centers purpose
•Morning adhkār build spiritual armor
•Rizq is dispatched early, be awake to receive it
Miss Fajr, and the day controls you.
Guard Fajr, and you control the day.
Timothy “Tim” Busfield has been accused of kissing unsupervised child actors and touching children inappropriately-this IS Pizzagate. Over the years, there has even been photographic evidence showing Busfield being around children at television show wrap parties 🤮. Timothy Busfield and his wife Melissa Gilbert can even be seen flaunting one eye Illuminati & Eyes Wide Shut symbolism, in addition to partying with random underage children at the 2013 Junkanoo Festival in The Bahamas and then uploading pictures of the kids to her Instagram account. On the Instagram page of Melissa Gilbert (wife of Timothy Busfield), she can be seen calling one child “Beautiful” (source: instagram.com/p/ibrLI9PoCE/?…) and another kid “Gorgeous” (source: instagram.com/p/ibrO4tvoCJ/?…). As one can see, the global elite pedophile network operating in high society is the furthest thing from a “conspiracy theory”
Timothy Busfield and Melissa Gilbert connect to pedophiles Oprah and Tom Hanks
Research Tom Hanks if you haven’t already
More BRODUM ships. Now doing smaller craft.
Sassinid-inspired fighter(?)
Sassinid-inspired fighter(?)
Tang-inspired
Byzantine-inspired
The Uranium Twist in Trump’s “500% Tariff” Gameplan
This story goes deeper than steel, EVs, or China.
Trump’s threat of a 500% tariff made global headlines.
Most assumed it was another China-bashing stunt about electric cars or trade deficits.
But quietly, something far more strategic is happening underneath:
The U.S. runs 20% of the world’s nuclear power.
It has 93 commercial reactors. But here’s the shocker:
The fuel that powers them? Not American.
Over 40% of enriched uranium has historically come from Russia and its allies.
America doesn’t lack nuclear power.
It lacks secure uranium.
Mining? Minimal.
Processing? Outsourced.
Enrichment? Barely exists at scale.
This is like owning 100 cars and having no fuel station of your own.
Let’s unravel the gameplan that no one’s talking about.
Bookmark and retweet this thread to revisit it later.
This story goes deeper than steel, EVs, or China.
Trump’s threat of a 500% tariff made global headlines.
Most assumed it was another China-bashing stunt about electric cars or trade deficits.
But quietly, something far more strategic is happening underneath:
The U.S. runs 20% of the world’s nuclear power.
It has 93 commercial reactors. But here’s the shocker:
The fuel that powers them? Not American.
Over 40% of enriched uranium has historically come from Russia and its allies.
America doesn’t lack nuclear power.
It lacks secure uranium.
Mining? Minimal.
Processing? Outsourced.
Enrichment? Barely exists at scale.
This is like owning 100 cars and having no fuel station of your own.
Let’s unravel the gameplan that no one’s talking about.
Bookmark and retweet this thread to revisit it later.
So what’s the Trump play?
Tariffs aren’t just for headlines.
They’re economic weapons—used not to raise revenue, but to break and rebuild supply chains.
And if he slaps tariffs on:
● Russian nuclear fuel
● Chinese uranium processing
● “Friendly but flaky” intermediaries (like Kazakhstan)
Then what happens?
Tariffs aren’t just for headlines.
They’re economic weapons—used not to raise revenue, but to break and rebuild supply chains.
And if he slaps tariffs on:
● Russian nuclear fuel
● Chinese uranium processing
● “Friendly but flaky” intermediaries (like Kazakhstan)
Then what happens?
Utilities get cornered.
They can’t depend on old supply routes anymore.
They’re forced to source uranium from:
● U.S.-based miners
● Canadian and Australian allies
● Strategic partners with tight contracts
Suddenly, uranium goes from commodity → geopolitical asset.
This isn’t just an energy story.
It’s a national security move.
Nuclear is the only scalable, non-carbon, baseload power the U.S. can deploy at scale.
And here’s the twist:
They can’t depend on old supply routes anymore.
They’re forced to source uranium from:
● U.S.-based miners
● Canadian and Australian allies
● Strategic partners with tight contracts
Suddenly, uranium goes from commodity → geopolitical asset.
This isn’t just an energy story.
It’s a national security move.
Nuclear is the only scalable, non-carbon, baseload power the U.S. can deploy at scale.
And here’s the twist:
1).
„Back in 2019, Fiona Hill [1], a National Security Council official in the first @realDonaldTrump administration,
„Back in 2019, Fiona Hill [1], a National Security Council official in the first @realDonaldTrump administration,
2).
testified [2] to a House committee that Russians pushing the creation of spheres of influence had been offering to somehow »swap« Venezuela, their closest ally in Latin America, for Ukraine.”
Jan. 5, 2025
testified [2] to a House committee that Russians pushing the creation of spheres of influence had been offering to somehow »swap« Venezuela, their closest ally in Latin America, for Ukraine.”
Jan. 5, 2025
3).
Endnotes:
[1] en.wikipedia.org/wiki/Fiona_Hil…
[2] s3.documentcloud.org/documents/6543…
Source: Excerpt from an article by @anneapplebaum
@TheAtlantic archive.ph/yqmwo
open.substack.com/pub/anneappleb…
Endnotes:
[1] en.wikipedia.org/wiki/Fiona_Hil…
[2] s3.documentcloud.org/documents/6543…
Source: Excerpt from an article by @anneapplebaum
@TheAtlantic archive.ph/yqmwo
open.substack.com/pub/anneappleb…
@MemeticCowboy @RedfearnMike @XperimentalUnit @Atotsm2 @BurkhartRj @MarekArts @SIN_AI_1 @grok @nema_cio I think level 1 for any human being is to re-engage in the learning that started at birth, and quite often got stopped at school by others travelling faster according to "school rules", a "one size fits all, prisoners dilemma system" clearly under delivering across society. 🧵👇
@MemeticCowboy @RedfearnMike @XperimentalUnit @Atotsm2 @BurkhartRj @MarekArts @SIN_AI_1 @grok @nema_cio Level 1 is personal development, willing to re-engage in continuous improvement, but mindful it is in a societal setting.
We can definitely decide on our own passions, but understand that "value is in the eye of the beholder".
Can we then grow the value of a passion?
We can definitely decide on our own passions, but understand that "value is in the eye of the beholder".
Can we then grow the value of a passion?
@MemeticCowboy @RedfearnMike @XperimentalUnit @Atotsm2 @BurkhartRj @MarekArts @SIN_AI_1 @grok @nema_cio Please unroll @threadreaderapp !
