James Edwards

#Blockchain #BlockSec #OSINT #CyberSec #Darkweb | Isaiah 54:17 Fingerpint: 54EADD6FCBCF520E37A003E04D3ECE027AEFA381

[James Edwards @librehash]

1/ So the other day, a thread was started on here that proposed that @binance and their derivatives are potentially a major catalyst for the printing of $USDT.

Many laughed & dismissed this, so this thread will prove those people wrong (empirically) with verifiable fact.

[James Edwards @librehash]

@zaydanee_ Sadly this shit more common in Baltimore than people know

[James Edwards @librehash]

@ShakilZen 948

[Superman @thesupermannx]

China published the most uncomfortable paper on vibe coding.

ETH Zurich tested 100 developers in a controlled, commercial-grade vibe coding environment to see who actually succeeds.

The findings are brutal.

The researchers tracked computer science achievement, written communication skills, and general cognitive reasoning.

They wanted to see what actually predicts vibe coding proficiency when you never touch a line of source code yourself.

Two major predictors emerged.

Written communication proficiency mattered. The ability to structure thoughts and articulate intent unambiguously in text directly impacts what the AI builds.

But that wasn't even the main takeaway.

Computer science achievement was a massive, dominant predictor of success.

Even when researchers controlled for general intelligence and reasoning skills, CS background still heavily dictated who built working software and who completely crashed.

In fact, CS knowledge contributed roughly twice the unique predictive variance of writing skills alone.

Why? Because vibe coding isn't about writing code. It’s about debugging logic.

When an AI agent builds a complex application and quietly breaks an edge case under the hood, a non-technical user looks at the glowing UI and assumes it works.

They don't know what questions to ask. They don't know what logic to challenge. They lack the mental models to recognize architectural catastrophe.

You can prompt your way past syntax.

You cannot prompt your way past a fundamental lack of engineering intuition.

The hype told us that learning to code is dead because language is all you need.

The data just proved the opposite.

To truly master the vibe, you still need to understand how the machine thinks.

[James Edwards @librehash]

@JDizzy6ij3 @IfindRetards White people get preferential treatment all the time in nearly every aspect of life in this country. So can't really blame a Black person for assuming the same thing was happening here. Why does the statement 'white privilege' anger you so much? It doesn't insult white people.

[James Edwards @librehash]

@JDizzy6ij3 @IfindRetards Just a week ago, Angel Reese received a foul call in her favor, which resulted in a head coach claiming that she was given special treatment because of her "species".

Then an apology was issued, Reese accepted it and life continued. 'White privilege' isn't a racist term.

[James Edwards @librehash]

@Orlandoxwli @A_WhiteGenocide Where can one find these jobs where they're giving away a bunch of free money to "corrupt, incompetent, and unqualified" individuals? I'm Black and I'd like to sign up to get this free money you allege is being given out.

Thanks in advance.

[James Edwards @librehash]

@ThePaleTruth @sophaller We don't have to imagine - its already happened. Rush was on ESPN telling the world in '03 that Donovan McNabb was only considered to be good/elite because people just wanted to "see a Black quarterback do well".

https://t.co/S1crPQufU7

[James Edwards @librehash]

@neal_k_patel @composio Wish there were more people like you that were screaming this because that's really the hidden metric of interest among these LLMs. Commercial frontier model providers have a vested interest to promote workflows that chew up (than necessary) tokens for >profits.

[James Edwards @librehash]

No coincidence that we see Claude Code has the highest cost per successful task relative to competing open source harness alternatives. These harnesses are designed to trigger thought loops & task executions that use more tokens that necessary to inflate costs for profit.

[Composio @composio]

We ran DeepSeek V4 Flash through 4 agent harnesses (Claude Code, Codex, OpenCode, Oh My Pi) on 30 agentic tasks.

A different harness won on each metric: success rate, cost, and speed. 🧵🧵🧵

[James Edwards @librehash]

This is a common sense solution - no offense. And also one where several apps have already been created for the specific purpose of tracking Bluetooth broadcasts, device names and estimating proximity based on signal strength relative to device.

[Ben Zhang @un1c0rnioz]

Lost my phone at the office and spent 30 minutes turning the place over. Find My was disabled by MDM.

Out of ideas, I asked Claude how I could find it. It suggested tracking the Bluetooth signal strength, then wrote me a meter in about a minute.

I walked around watching the number climb. Found it.

Apparently you can just make the tool you need now.

Code: https://t.co/fmnISzHfZ2

[James Edwards @librehash]

@bcjdjdhxh @TOOSonX Women love that mature salt & pepper look

[James Edwards @librehash]

@hopetoreturns @sama I wonder how many other people believe the effusive praise AI is designed to flatter you with

[James Edwards @librehash]

@zaydanee_ Think for a lot of men the concept of "family" must include a partner. If I get a woman pregnant and disappear, she's still a mother if she chooses to be. If I get a woman pregnant and SHE disappears before birth, my parental status is an indefinite question mark.

[James Edwards @librehash]

@zaydanee_ Oh and also treat that tweet you quoted as gospel. #Focus is my motto for this year. I been religiously cutting out distractions whether they come in the form of people , bad habits or my own undisciplined mind by taking a ton of mental notes & making perpetual adjustments

[James Edwards @librehash]

@zaydanee_ Add me back so I can DM you

[James Edwards @librehash]

@chris97650750 @arielhelwani bivol relinquished his belt to avoid Benavidez who was mandatory challenger...all so he could fight Beterbiev III but then that never materialized.

[James Edwards @librehash]

@NeoAIForecast @mkratsios47 LESS than that, according to the government. It was up for all of about 48 hours when it was originally released on July 9th. Then, from there, it didn't get put back up until July 1st. Kimi was released >5 days ago. So we'd have to believe they did this all in 2.5 WEEKS.

[James Edwards @librehash]

What actual proof is there that any of this happened? Seems mighty convenient to make the blanket accusation that Anthropic's IP was stolen just 4 days after this model was released w open weights, crushing benchmarks. How convenient for OpenAI and Anthropic #anticompetition

[Director Michael Kratsios @mkratsios47]

We have information that Moonshot AI distilled Anthropic’s Fable for the development of its K3 model.

To do this they developed a sophisticated internal platform to conduct large scale distillation against U.S. models, allowing them to quickly switch between multiple methods of access to avoid detection. Moonshot AI has also acquired GB300-equipped servers and has accessed GB300s in Thailand, likely to train its AI models.

The United States strongly supports the free and fair development of AI, including a thriving competitive ecosystem that spans frontier models, specialized systems, open-source frameworks, and open-weight models. Legitimate AI distillation used to create smaller, more efficient models plays a vital role in this open innovation ecosystem. However, large-scale, covert industrial distillation aimed at stealing proprietary U.S. technology and undermining American research is unacceptable.

[James Edwards @librehash]

@Voltlx Shit looks fake as all fuck. Can't stand AI generated slop

[James Edwards @librehash]

@bardibey6996 @ISTACEYJANEI @TheNotoriousMMA Police investigated and declined to charge. Alleged victim on video appeared willing & consenting. Her friend reported no noticeable change in demeanor. Woman visits a police station two days later demanding Conor "settle" or "pay her off".

Comment? No rage bait