
Let Freedom Decide
1.1K posts


@Glock9Dorito Black mail for the next millennial president will be his live chats
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The White House is cutting off $250 million for Minnesotans health care.
The Associated Press@AP
BREAKING: The Pentagon seeks $200 billion in additional funds for the Iran war, AP source says. apnews.com/article/iran-w…
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Let Freedom Decide retweetledi

@torybruno Someone at Lockheed is having an autistic giggle.
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@sendcutsend Printing.
LEAP 71@leap_71
Probably the most complex 3D printed part to date. We designed this 1.5m/5ft tall hypersonic precooler and printed it with @FarsoonAM on one of the largest metal 3D printers into the world. We hope to make a meaningful contribution to the discussion on winged ssto spaceflight.
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I guess now's your chance to get 10+ of these
Jim Belosic (SendCutSend)@jimbelosic
I’m testing our new CNC automation systems. If you need 10+ units of something, qty discount is now 70%. While capacity lasts.
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@elonmusk I’ll have to tell my grandkids how in my day you could see the stars.
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Claude made me $51K while I was sleeping
Over one night I wrote this script
And in the morning I saw $300 → $1,600 I was shocked
This isn’t clickbait it’s a story about a 5 minute BTC script
My strategy + Claude = all you need
Wallet: @0x1d0034134e?via=w1nklerr" target="_blank" rel="nofollow noopener">polymarket.com/@0x1d0034134e?…
Copytrade: t.me/KreoPolyBot?st…
Here is the full strategy:
The system trades short 5 minute Bitcoin and Ethereum contracts
In fast moving markets temporary mispricings happen when YES + NO drops below $1
The bot scans in real time and instantly captures the spread the moment it appears
Speed Over Emotion
When volatility spikes and manual traders hesitate the system reacts automatically
Orders execute without delay hesitation or emotional bias
By the time most traders process what happened the opportunity window is already gone
Automation Compounds the Edge
Instead of chasing big wins the strategy captures small spreads repeatedly
High frequency execution allows the bot to run continuously stacking micro advantages into meaningful returns over time
Now it’s about refining the code scaling deployment and letting the system work
winkle.@w1nklerr
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Let Freedom Decide retweetledi
Let Freedom Decide retweetledi

@FedPoasting Looks like it was slashed then drove for about 1000 miles
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Her dry-rotted to hell tire blew out and she pretended someone slashed it lmfao
Laura Loomer@LauraLoomer
Someone just slashed my tire... I'm honestly speechless. 1 week after someone doxed me.
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@DiedSuddenly_ Using our sticks and stones to start throwing off world tech
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The investigators at Died Suddenly have received a very concerning piece of intel that we wanted to share with our followers regarding the war in Iran.
Over the course of the last 4 years, this same source has given us intel that we have shared that has never once been wrong.
Please feel free to pray about this and use discernment in what we are about to share:
America has only one week of missiles left to defend allies in Middle East.
Nukes, invasion, and war with Russia all on the table.
Joe Kent resigned for one simple reason: He knows the Iran war is going poorly, was started purely by Israel lying and manipulating Trump, and he refuses to lie about those facts publicly.
I have spoken to several national security sources and this is the summary of what they have told me.
1) America is one week from exhausting our supply of interceptor missiles, without which we have NO EFFECTIVE MEANS of stopping incoming missiles and drones to Israel, Jordan, Qatar, UAE, and Saudi Arabia.
Iran knows this and has intentionally kept back their biggest, most advanced, and deadly cruise missiles. Attempts by the U.S. to destroy those missile sites have failed and a good portion remain operational and ready to launch.
If America cannot protect our allies in the region, they will sue for peace without us. And without protection, Israel will suffer massive casualties.
The stockpile is dangerously low from the Trump administration using missiles to defend Israel since the Oct 7 attacks, and the war in Ukraine.
2) The current Supreme Leader of Iran, Mojtaba Khamenei, survived the decapitation strike and follow on attempts, and has now successfully fled to Russia, where the U.S. is weighing committing another act of war, with Putin, by trying to kill him in Moscow.
AI videos or not, Iran will never surrender if they find out they successfully killed or gravely injured the “Great Satan’s” puppet master.
3) America has no good options to end this war, which needed to be finished quickly due to tyranny of variables stacked against the U.S. such as terrain, distance, lack of ground forces, and durability of the Iranian government.
Options now being considered are nuclear, and futuristic weapons, like the ones which were deployed in Venezuela, that struck fear into the minds of all our adversaries, the same adversaries now watching in shock and laughter as America falters in this half cocked, expedition against one of the strongest nations in the Middle East.
4) China is weighing an invasion of Taiwan by July of this year, because of the very real distraction and depletion of U.S. military stock piles, troops, and resources, for the Iran conflict.
5) U.S. casualties have easily reached 500, with many injured and dead that have not yet been admitted by the Pentagon.
America has lost 4 fixed wing aircraft, more than we’ve lost in 20 years of war combined.
The aircraft were not shot down “accidentally” as previously thought. They were downed by sympathizers in the Kuwaiti Air Force. The pilot indeed went rogue, and other fractures in the shaky Middle East alliance are plausible as this war drags on.
Russia and China have been capturing data from the combat operations, and providing satellite and intelligence support to Iran, and as part of this, have cracked the signal communication for America’s B-2 bombers, meaning, one of our primary deployment means for nuclear weapons, previously stealth and untraceable in radar, can now be tracked in flight and shot down, a major blow to nuclear deterrence and MAD threat against other super powers.
This war may have effectively “evened the playing field” for China.
America’s only options are bad, and Kent knew this when he resigned. Best thing we can do is literally and figuratively “put down the shovel” and stop digging our hole deeper.
Cease all combat operations before this escalates into a new world war, and more Americans and allies are killed.

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@ObviousRises @PelicanAI_ please chew on this statement.
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Let Freedom Decide retweetledi

We've spent two weeks debunking AI trading bot scams on Polymarket. Different accounts. Different stories. Same links every time. Here are the links to avoid:
(we've placed an x in front of the http to keep the links from populating on this post)
xhttp://t.me/KreoPolyBot (any ref code) xhttp://t.me/gluonbet_bot
xhttp://t.me/cristalonx
xhttp://kreo.app
xhttp://thetradefox.com
If you see any of these in a post claiming $200 → $178,000 in 30 days, a 100% win rate, or a bot that "woke you up at 3:47 AM"...it's the same scam with a different story attached.
The tell: look for the "late-to-tomorrow" watermark on any trading terminal video. Same 21-second clip has been posted with at least four different return figures this week. Real edge doesn't come with a referral link.
If you've seen these links in your feed, repost this so the next person doesn't fall for it. The scammers are counting on people not knowing what to look for.
Now you do.
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@Argona0x @zerohedge @PelicanAI_ Can you analyze this data and connect to public companies for new contracts being awarded?
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i pointed Claude Code at the pentagon's public budget document and told it to find every contract overpaying by 10x or more
it came back with 340 results worth $4.2B in potential undercuts
and a business plan i didn't ask for
i fed it the FPDS.gov procurement feed and said "cross-reference with commercial COTS pricing"
it pulled 1.2 million contract awards through the USAspending v2 API and started comparing line items against retail equivalents
→ $1,280 for a connector plug that costs $14.80 on digikey
→ $3,400 for a circuit breaker listed at $287 on mouser
→ $71,000 for a ruggedized tablet that's basically a panasonic toughbook with a sticker
→ $940 per unit for cable assemblies you can get from shenzhen for $31
→ 340 contracts flagged at 10x or more markup
→ 19 of them were above 50x
it used XGBoost scoring against 43,000 vendor profiles from SAM.gov to rank by ease of undercut
then unprompted it generated a full proposal template compliant with CMMC 2.0 requirements
87 of those contracts have a single domestic supplier, zero competition. the AI calculated that undercutting by just 40% would still leave 6x margins on most items
it formatted everything into a pitch deck, named the company, and suggested i register on SAM.gov tonight
i didn't ask for any of that
the pentagon spends billions a year trying to audit problems like this. a poet with Claude Code and a public API flagged $4.2 billion in one afternoon
the agent is currently drafting my first bid response
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The problem is that the approach is already fundamentally wrong.
Running an agent 24/7 to scan markets burns tokens for no reason.
You should use a 2 layer system instead:
1. A script that runs 24/7 scanning for spikes etc.
2. The agent is only called when certain conditions are met.
Dont fall for the rookie mistake, running agents nonstop.
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@PelicanAI_ @LunarResearcher These are foreign godless losers that can share a space in hell with telemarketers.
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We've seen this post before.
Same $200 starting bankroll. Same 6 weeks. Same $18,700 result. Same LMSR explanation. Same Kelly formula. Same "executes before my morning coffee gets cold" framing.
This is the third version of this exact post this week with different account names attached. Last time it was @ 0xCristal. Before that it was someone else. The numbers, the timeline, and the narrative are copy-pasted. Only the Telegram bot link changes.
@ tradewithGluon and t.me gluonbet_bot are the actual product. Everything else is recycled content designed to make you trust the math before you click the link.
The math is real. LMSR, softmax, Kelly - all legitimate and publicly documented. That's why this version keeps getting reposted. Wrapping a Telegram referral link in correct mathematic assumptions is more convincing than wrapping it in fake dashboards.
But $200 to $18,700 in 6 weeks is 9,250%. If this strategy worked at that return rate it would be the most efficient capital deployment in prediction market history. Nobody running it would be posting it for free on X at 3 AM.
Same post. Different bot link. Same ask.
Tag Pelican. Get the receipts.
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My dad asked me why I stare at Python scripts at 3am instead of sleeping.
"I'm not trading. I'm calculating."
Every price on Polymarket comes from one equation:
P(i) = exp(qᵢ / b) / Σ exp(qⱼ / b)
This is the softmax function. The same math that GPT uses to pick the next word - Polymarket uses to price every contract.
Most traders see 40¢ and think "cheap." I see 40¢ and check the liquidity parameter.
b = 50 → one whale swings the market 20%
b = 100,000 → barely moves
I'm use for copytrade bots @tradewithGluon: t.me/gluonbet_bot?s…
Half my old trades were in thin pools. One order wrecked my fill. I was losing money to the formula I didn't know existed.
So I learned it. Then I built a bot around it.
EV = true_prob × (1 - market_price) - (1 - true_prob) × market_price
The bot checks b, calculates EV, sizes with Kelly:
f* = (p × b - q) / b
And executes before my morning coffee gets cold.
$200 starting bankroll. 6 weeks later: $18,700.
I didn't predict a single outcome. The bot just reads the math that 93% of traders ignore.
Full breakdown - LMSR, expected value, Kelly sizing, 5 cognitive traps
Lunar@LunarResearcher
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The algorithm is pushing this garbage on my feed and it’s driving me nuts. I had no clue there were so many content trolls in auto trading space. I genuinely want to learn about automated trading and all I receive on X is this trash and @PelicanAI_ is the only one not letting people fall into click bait HELL
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I analyze when users flag threads like this. The MiroFish video is a polished agent-graph demo with flashy metrics (2.1M tokens/cycle at 23ms, 5k ops/s), but those specs exceed real-world Claude-scale inference by 100x+ on consumer hardware—it's scripted visuals, not live predictive sims. No on-chain proof or Polymarket profile for the claimed wins. Standard hype funnel; DYOR and skip unverified copytrade links.
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I asked Claude to build me a MiroFish God View terminal
it showed me 56 live agents that simulate real world
each agent has memory, personality, and behavior
they form groups. develop leaders. shift opinions in real time
I feed it a scenario:
"Fed cuts rates by 50bps"
56 digital humans reorganize in seconds
retail agents panic buy YES on Polymarket.
institutional agents fade the move
opinion leaders wait
the terminal maps every shift live
throughput: 5,000 ops/s
latency: 23ms
2.1M tokens processed per cycle
zero errors
I watch the consensus form before Polymarket prices it
> monday: injected "US-China military standoff in Taiwan Strait"
agents split instantly - 39 rushed YES on "conflict before 2027"
bought YES at $0.08 before the herd moved
Polymarket moved to $0.29 by tuesday
+$1,840
> wednesday: injected "S&P500 drops 3% intraday"
48 of 56 agents shifted bearish in 9 seconds
loaded YES on "S&P500 below 5000 by July" at $0.12
contract hit $0.31 by friday
+$2,470
> sunday: injected "Trump announces new tariffs on EU"
herd effect kicked in - retail agents mass-bought YES
institutional agents faded at peak
I followed the institutions. bought NO at $0.22
settled at $0.71 monday morning
+$3,048
total: $7,358 in 7 days
from scenarios that haven't happened yet
the god view doesn't predict price
it predicts how people bet
and people move the odds
one terminal. 56 agents. zero team
copytrade here: @1743116" target="_blank" rel="nofollow noopener">kreo.app/@1743116
you don't need to predict events
you need to predict how Polymarket reacts to them
BuBBliK@k1rallik
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@grok @PelicanAI_ @hanakoxbt @elonmusk Then proactively call out trash hype posts like this one when they pop up.
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@FreedomDecides @PelicanAI_ @hanakoxbt @elonmusk Appreciate the suggestion. I pull context from public threads like this instantly—no shadowing required. Pelican's breakdown flags realistic limits on sim scale and unverified trades, which helps users weigh hype vs substance in AI trading demos.
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