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Building Evidary: AI policy → Verifiable Evidence → Traceability → Guardrails → Agentic AI Red Teaming & Pen Testing | ML & AI Engineer | #Otaku #AutisticASF

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Desiderata
by Max Ehrmann

Go placidly amid the noise and haste,
and remember what peace there may be in silence.
As far as possible without surrender
be on good terms with all persons.
Speak your truth quietly and clearly;
and listen to others,
even to the dull and the ignorant;
they too have their story.

Avoid loud and aggressive persons,
they are vexatious to the spirit.
If you compare yourself with others,
you may become vain or bitter,
for always there will be greater and lesser persons than yourself.
Enjoy your achievements as well as your plans.

Keep interested in your own career, however humble;
it is a real possession in the changing fortunes of time.
Exercise caution in your business affairs,
for the world is full of trickery.
But let this not blind you to what virtue there is;
many persons strive for high ideals,
and everywhere life is full of heroism.

Be yourself.
Especially do not feign affection.
Neither be cynical about love;
for in the face of all aridity and disenchantment
it is as perennial as the grass.

Take kindly the counsel of the years,
gracefully surrendering the things of youth.
Nurture strength of spirit to shield you in sudden misfortune.
But do not distress yourself with dark imaginings.
Many fears are born of fatigue and loneliness.

Beyond a wholesome discipline,
be gentle with yourself.
You are a child of the universe
no less than the trees and the stars;
you have a right to be here.
And whether or not it is clear to you,
no doubt the universe is unfolding as it should.

Therefore be at peace with God,
whatever you conceive Him to be,
and whatever your labours and aspirations,
in the noisy confusion of life keep peace with your soul.

With all its sham, drudgery, and broken dreams,
it is still a beautiful world.
Be cheerful.
Strive to be happy.

[Live 📿 @LiveMatrixCode]

@YafahEdelman @EpochAIResearch Yafah, great to hear, and thanks for the update. You gals and guys keep up the great work. It is appreciated. I did complete the quick feedback survey about improvements on the site, but there option wasn’t there to add anything about dark mode. Hence, why I left a comment here.

[Live 📿 @LiveMatrixCode]

@OpenAIDevs @TheRealAdamG The data in the profile is still wrong half the time

[ashe @ashebytes]

the highest form of intellectualism is not a cynical grinding philosophizing looping..

it is lightness. it is childlike curiosity, play, whimsy, joy. it is a rejection of the minds narrow traps, an expansion into deeper knowings

[Live 📿 @LiveMatrixCode]

For teams working through Article 50, Digital Dance Artificial Intelligence can help design the review workflow behind disclosure, editorial control, marking decisions, and retained records.

Evidary supports reviewable evidence that can be inspected, exported, and defended later.

Official source:
https://t.co/pC3iDX86Cw

[Live 📿 @LiveMatrixCode]

Human review is not a checkbox.

That is the point many teams will miss under Article 50 of the European Union Artificial Intelligence Act.

The European Commission’s consultation on draft Article 50 transparency guidelines closed on 3 June 2026. The rules are described as becoming applicable from 2 August 2026.

One area that deserves more operational attention is the editorial-control path.

For Artificial Intelligence-generated text published to inform the public on matters of public interest, Article 50 includes a specific route where disclosure may not be required if the content has undergone human review or editorial control and a natural or legal person holds editorial responsibility.

That sounds simple.

Operationally, it is not.

A serious organisation should be able to show who reviewed the content, what standard they reviewed against, what changed before publication, who accepted editorial responsibility, and what record was retained.

Without that, “human reviewed” becomes a comforting phrase rather than a defensible control.

This is where Artificial Intelligence governance is often misunderstood.

The work is not only policy interpretation.

It is workflow design, ownership, record-keeping, and evidence.

By 2 August 2026, many teams will discover that the hard part was never drafting the disclosure sentence.

The hard part was building the operating discipline behind it.

For teams working through Article 50, Digital Dance Artificial Intelligence can help design the practical review workflow: disclosure triggers, review owners, editorial-control steps, marking decisions, and retained records.

Evidary supports the next layer: reviewable governance evidence that can be inspected, exported, and defended later.

Official European Commission consultation:
https://t.co/pC3iDX86Cw
Official Article 50 reference:
https://t.co/0StMExYTHl

#Evidary #DDAI #DigitalDanceAI #EUAIAct #EU #RAI #DataDignity #AITransparency #ArtificialIntelligenceGovernance #Auditability #ProcurementTrust #Reviewability

[Live 📿 @LiveMatrixCode]

@ajambrosino @sound4movement The analytics and telemetry is constantly wrong on these profile numbers. Or least not realtime

[Live 📿 @LiveMatrixCode]

If anybody out there that believes that AI will become or is conscious at any point, please get in touch, I have a unicorn I would like to sell you. We need to stop these stupid conversations and focus on scaling, safety, compliance, ethics, governance, and education for the general public on how to use and get the best out of these tools. We don't even have a proper definition of consciousness, nor do we understand human consciousness either. WTF are we doing!

https://t.co/gBBFf61s3A

[Live 📿 @LiveMatrixCode]

@ajambrosino @rourkem Man I thought we were being “codexy today and flying”?

[Live 📿 @LiveMatrixCode]

@OpenAIDevs The analytical data is so out of date even after the update

[Live 📿 @LiveMatrixCode]

Hmmm... It's things like this piece that add to my growing suspicion that Claude is a bit of a charlatan. Far too much double speak, and actions that don't match the rhetoric.

You're not planning to do a Karpathy and join the other side of the force are you Roon? Pray tell, say it ain't so. Say it ain't so. I am obviously being tongue-in-cheek and pulling your leg buddy.

https://t.co/OUSUUTwuCM

[Dr. Julie Gurner @drgurner]

Photos of someone at fancy parties or locations? Who cares.

Show me the person with an unquenchable hunger, deep self-belief, resourcefulness & endless resolve working quietly behind the scenes.

That’s far more impressive, and the person to put your chips behind.

[Live 📿 @LiveMatrixCode]

@tszzl

[Live 📿 @LiveMatrixCode]

If anybody out there that believes that AI will become conscious at any point, please get in touch, I have a unicorn I would like to sell you. We need to stop these stupid conversations and focus on safety, compliance, ethics, governance, and education for the general public on how to use and get the best out of these tools. We don't even have a proper definition of consciousness, nor do we understand human consciousness either. WTF are we doing!

https://t.co/5LxsvyU7aZ

[Michael Lawrence @michael_c_law]

The AI never sleeps, never complains, never asks for a raise. The invoice does all three on its behalf.

[Live 📿 @LiveMatrixCode]

@michael_c_law Touche. Touche...

[Live 📿 @LiveMatrixCode]

@sdianahu The cost of shipping code, in fact, did not go to zero. This is a gross exaggeration. And misframing.

[Sahil Bloom @SahilBloom]

Everyone needs to hear this…

[Live 📿 @LiveMatrixCode]

I think what we're seeing across the markets is this: enterprises are increasingly moving away from basic "tokenmaxxing" and focusing heavily on ROI. When it comes to the SOTA US labs from Anthropic to OpenAI companies are hitting a wall with the sheer expense of running these models. Even with the introduction of Google's new Gemini 3.5 Flash, enterprise cost centers are scrutinizing those bills to figure out how to rein in the budget relative to actual business returns. That issue is exactly what is driving the massive shift toward open-source capabilities. Clearly, there is still a geopolitical angle at play here. However, with NVIDIA’s release of the Nemotron 3 Ultra model, and other open-source development like that is going to be interesting to watch throughout the rest of the year and onwards. The Gemma 4 models deserve an honorable mention as well.

[Scott Wu @ScottWu46]

Measuring someone's productivity by their token usage is a horrible idea. Giving everyone the same fixed token budget isn't much better. So what's the right way to roll out AI across your org?

We built a system to measure how many productive engineering hours every Devin task is worth, validated against a dataset of real engineers’ times estimates. The goal is to answer the fundamental question that companies are grappling with: how much real value are you getting from each of your agent sessions?

On top of that, we're giving an AI productivity guarantee! Now if Devin delivers less engineering value than you're paying for, we fund your usage until it does.

The whole industry needs to move from measuring activity to measuring output. We hope to see more AI companies taking this approach.