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Writing High Quality, Well Scoped, Commits
In modern software projects, a clean Git history is more than just an aesthetic choice – it is a cornerstone of maintainable, collaborative development. Practitioners across the industry (from Linux kernel maintainers to Google’s Angular team) advocate for atomic commits: each commit being a focused, self-contained change that can stand on its own.
This article outlines widely accepted conventions and best practices for writing such commits in a language-agnostic context, drawing on official guidelines and community consensus.

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Ethical Challenges in AI
Previous Next     / [pdf] View the PDF file here.

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Ethical Challenges in AI

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Open Source
Our Commitment to Free/Libre Open-source Software Building a future where innovation thrives through collaboration, openness, and shared technological advancement.
At CleverThis, we are deeply committed to the growth and sustainability of the open source community. We believe that our engagement with open source initiatives not only helps foster a culture of innovation and collaboration but also aligns with our mission to contribute positively to the technology landscape. While our core product remains proprietary to protect our unique value proposition and business model, we actively support the open source movement in many ways:

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Our Commitment to Free/Libre Open-source Software Building…

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FreeSchool = W🔁rk T🔁gether☑

Users are the biggest weakness of a network / Improving user trust is the #1 solution to large systems of people who fail to share their futures AND are not building trust at all... to really do more than Modern Capitalism

Lately I've had a few good posts about why #systems are failing and missing out the humans themselves. A few post titles are below and short points first.

TLDR:
➡️ User-to-User interaction and progress needed on any network else people stay weak
➡️ personal contact / match-making of some kind needed by individuals and dedicated ppl
➡️ encouraging closer relativity / mutuality and from that projects naturally...
➡️ mutual growing people is essential for wider society, skills and mindset
➡️ not just growing machines!
(that is the way to Matrix!)

Titles and links below:

1 ➡️ #Social systems / #p2p fails when the #users themselves are not regularly doing the #trust work #peertopeer and constructively themselves not building that - just consuming media or just on the #Trump hashtag while leaders steal our #future.

Having "system" is not enough We need people or events to get together others together much like online seminars, circles or conferences help 'push' people together or at least see mutuality more clearly.

📋 Post: qoto.org/@freeschool/113823713

2 ➡️ Real work is done ON the users and admin themselves (people change).

It's also NOT about expanding #google on everything or using #BigTech to expand without much mindset change - we need more non-#AWS stuff knowing later that US space is a big #problem / #compromised.

The people-to-people work is doing better stuff than just 'machines' as the main work, coding re-coding the same shit while people stay behind.

Communication daily rather than #massstorage #McDonalds... :amazon: :aws: :google:

📋 Post: qoto.org/@freeschool/113823094

3 ➡️ Up to us not waiting for leaders or others forever...
Who's ready to build and build with trust? We need to work with those that can actually start and increase, and respond to reason better. Not waiting for history to repeat itself.

📋 Post: qoto.org/@freeschool/113822893

These post are so deliciously close to the Holy Grail of togetherness or solving things... saying what needs doing and growing people is the way forward.
Others growing others mean:
#informal apprenticeship /
#better #examples of each other etc.

But also practically giving ourselves more hints what to do each day or with each other (2 main branches) rather than default "job" and statesmen and middle-people in between who ultimately ruin / misuse it all.

My experience is that even fans or mutual appreciators don't seem to be able to get past a certain level and currently paranoia or "I'm busy" excuses happens (until people see how they can use others) but overall it's about how we all work for each other by building each other up and eventually doing more, especially as all the while communication improves (#1 solution to many things I think).

It's about motivation and enjoyment to from that and then suddenly people are not as busy because they make it part of their life. :thumbsup_hmn_h2:

As usual I write more which I believe Freemo helps shorten for people.

I see the potential from other admins (who generally are more clever / multi-talented / able to multi-task) and users (who can
rrbe better or are clever in-the-waiting) to not miss the obvious point of social improvement but being / living in more of a two-way action and more 'manually' and deliberately doing it each day - it's not any system

Beyond messaging, Automatic things systems cannot do what human need after ability to contact and see each other's profile and work.

So even if it's looking a 1 profile a week more closely and trying to work with them / help or having a broader spectrum of open-access with other... Then slowly but surely real work (people change) happens.

From #KeyboardWarriors to #Techies to #Carers all people are already doing something we might want to be part of or integrate / bridge together - and as a mix of people we're superior to just floating individual having mostly non-dedicated parts of life and one-way / one-message interaction as a way to get away from outside life that I think all this post helps get better inside and out.

"Improving user-to-user interaction" is the main work.

We can do as a main part of 'working' socially which traditionally isn't what today's #Capitalist "jobs" do..

(because "jobs" are more narrow fields / definitions / contracts of work towards profit mainly and at the cost of everything else almost along the way - including emptying the human they use like a battery at the end).

Deliberately-socially messaging has benefits which I think people themselves/admins are not doing because others are not doing it (and once people do it I believe they will or can be tested!). I believe people love to see progress in themselves and others and doing it gives others the power / potential to help fix things instead of stay victim (which is what you see a lot of posts about, powerless).

Everything in their life can be fixed but has to come from this slowly but surely approach while improving friendship or respect (even from afar, lower level to high and vice-versa).

The people work is social change and like human resources we have it largely unused online as I see it. So while it's not for everyone here
THERE IS PLENTY OF PEOPLE

and from those 'peer-to-peer- type post titles mentioned at the start I'd like to ask #Freemo about this more as I see him as a potential Captain of the football team because basically he's solid enough already which we all need as leader or moderator and so often on the mark.

He has a sense of morality when even if you wouldn't agree you'd thank him for being far clearer, less emotionally capsizing, and more transparent than the other 'leaders' we see currently everywhere.

So #Freemo does seem to do this work often anyway even if it's a small way and I feel people leave better from conversation and do come back again too (supply and demand!...) so why not this as a part-time thing or helping me to do it with his advice?

Points welcome even if it seems too dreamy... it seems totally doable even if slow-burn...

Cheers #Freemo and here's to you in general! :wine:

And I know you have #CleverThis - this is not ignoring that, but a I think you also need a non-company version as "Ask Freemo" / "Free School" (#AskFreemo / #FreeSchool) as not everyone likes to play that #state games of first jumping into a company but can contribute or get there eventually from other safer or less embedded ways...

Better than us spending too much time on hashtags watching #musk #trump etc getting sucked into their attention and spreading their shit words instead of good ones...

Ok that's it - just sending for now, with your help will re-edit / shorten if you can guide a bit / re-say it / cut it down (even if not totally doing it now - just helps me find more meaning and people who obvious see other people as the main 'problem' to solve / improve #mutually from fault of bad people but also the good not working on making something for good in *this* people-to-people way...

FreeSchool = W🔁rk T🔁gether☑

Improving users as my #1 solution to systems of people failing (increasing user-to-user interaction on networks / match-making /encouraging closer social relativity... growing people essentially)

Lately I've had a few good posts hinting to why #systems are failing / missing out humans or what human systems need and are not getting. Basically to encourage each other and even hand-hold more (would have made me test Linux a lot more earlier for example or correct myself in my wrong thoughts previously) so more respect and interaction happens for those that are able and for others to be encouraged and do something more than Trump hating for example.... a few titles are below I thought were closer to what is 100% in short:

1 ➡️ #p2p fails when #users are not doing #peertopeer themselves (having system is not enough)

qoto.org/@freeschool/113823713

2 ➡️ Real work is the users and admin / and non-#google non-#AWS stuff... maximising the people-to-people work so #p2p = communication daily rather than mass-storage #McDonalds...

qoto.org/@freeschool/113823094

3 ➡️ Up to us instead of waiting for others forever... who's ready to build trust? We need to work with those that can actually respond and reason here better already, rather than wait for others?

qoto.org/@freeschool/113822893

These are so deliciously close to saying what needs doing so more care and growing people (others growing others / #informal apprenticeship / better examples of each other) happens.

But also practically giving ourselves more hints what to do each day or with each other (2 main branches) rather than default "job" and statesmen and middle-people in between who ultimately ruin / misuse it all.

My experience is that even fans or mutual appreciators don't seem to be able to get past a certain level and currently paranoia or "I'm busy" excuses happens (until people see how they can use others) but overall it's about how we all work for each other by building each other up and eventually doing more, especially as all the while communication improves (#1 solution to many things I think).

It's about motivation and enjoyment to from that and then suddenly people are not as busy because they make it part of their life. :thumbsup_hmn_h2:

As usual I write more which I believe Freemo helps shorten for people.

I see the potential from admins (who generally are more clever / multi-talented / able to multi-task) and users (who can be better or are clever in-the-waiting) to not miss the obvious point of social improvement but being / living in more of a two-way action and more 'manually' and deliberately doing it each day - it's not any system beyond messaging almost - automatic things systems cannot do what human need after ability to contact and see each other's profile and work.

So even if it's looking a 1 profile a week more closely and trying to work with them / help or having a broader spectrum of open-access with other... Then slowly but surely real work (people change) happens.

From #KeyboardWarriors to #Techies to #Carers all people are already doing something we might want to be part of or integrate / bridge together - and as a mix of people we're superior to just floating individual having mostly non-dedicated parts of life and one-way / one-message interaction as a way to get away from outside life that I think all this post helps get better inside and out.

"Improving user-to-user interaction" is the main work.

We can do as a main part of 'working' socially which traditionally isn't what today's #Capitalist "jobs" do..

(because "jobs" are more narrow fields / defintions / contracts of work towards profit mainly and at the cost of everything else almost along the way - including emptying the human they use like a battery at the end).

Deliberately-socially messaging has benefits which I think people themselves/admins are not doing because others are not doing it (and once people do it I believe they will or can be tested!). I believe people love to see progress in themselves and others and doing it gives others the power / potential to help fix things instead of stay victim (which is what you see a lot of posts about, powerless).

Everything in their life can be fixed but has to come from this slowly but surely approach while improving friendship or respect (even from afar, lower level to high and vice-versa).

The people work is social change and like human resources we have it largely unused online as I see it. So while it's not for everyone here
THERE IS PLENTY OF PEOPLE

and from those 'peer-to-peer- type post titles mentioned at the start I'd like to ask @freemo about this more as I see him as a potential Captain of the football team because basically he's solid enough already which we all need as leader or moderator and so often on the mark.

He has a sense of morality when even if you wouldn't agree you'd thank him for being far clearer, less emotionally capsizing, and more transparent than the other 'leaders' we see currently everywhere.

So Freemo does seem to do this work often anyway even if it's a small way and I feel people leave better from conversation and do come back again too (supply and demand!...) so why not this as a part-time thing or helping me to do it with his advice?

Points welcome even if it seems too dreamy... it seems totally doable even if slow-burn...

Cheers Freemo and here's to you in general! :wine:

And I know you have #CleverThis - this is not ignoring that, but a I think you also need a non-company version as "Ask Freemo" / "Free School" (#AskFreemo / #FreeSchool) as not everyone likes to play that #state games of first jumping into a company but can contribute or get there eventually from other safer or less embedded ways...

Better than us spending too much time on hashtags watching #musk #trump etc getting sucked into their attention and spreading their shit words instead of good ones...

Ok that's it - just sending for now, with your help will re-edit / shorten if you can guide a bit / re-say it / cut it down (even if not totally doing it now - just helps me find more meaning and people who obvious see other people as the main 'problem' to solve / improve #mutually from fault of bad people but also the good not working on making something for good in *this* people-to-people way...

CleverThis
CleverSwarm
Our CleverSwarm solution excels in extracting information from large, unstructured data sources by leveraging a combination of advanced AI models and innovative processing techniques.
Industry-Leading Accuracy ​* Fast and Scalable Processing Contextual Understanding and Relationship Mapping"

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#Ontologies #Knowledge Graphs #CleverThis #ML #MachineLearning #AI #AGI #ArtificialGeneralIntelligence #ArtificialIntelligence #SemanticWeb
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CleverBRAG
Our revolutionary RAG implementation utilizes our DDKA capabilities and frameworks to make for the smartest RAG on the market.

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CleverPrompt
An advanced framework that combines automatic Dynamic Domain-specific Knowledge Aquisition (DDKA), and intelligent task orchestration while virtually eliminating hallucinations. It extracts insights from unstructured text, builds a knowledge graph aligned with a defined ontology, and parses requests to identify actions, route tasks, and coordinate with external systems or LLMs. LLMs simpler and cheaper Natural Language Routing @predicate("The action the user wishes the agent to take.") class Action(Enum): @object("A reminder to do some event") def REMINDER(self) -> int: return 1 @object("Not a reminder to do some event, but rather a conversation about a scientific or\ academic topic.

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CleverClean
Our automated data cleaning and validation tool, contextually understands the dataset and applies the required cleaning and transformation techniques to it. It highlights potential problems, proposes solutions, and implements the solutions when instructed to. This dramatically reduces the time-consuming manual work typically required to prepare data for analysis.

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CleverAI
Automates the entire data science process, from data cleaning and validation to feature engineering, model selection, and optimization. Using knowledge graphs and iterative scientific testing, it generates intelligent hypotheses and identifies the optimal algorithm to solve complex problems with precision and efficiency. Designed for scalability and transparency, empowering data scientists to unlock actionable insights without requiring specialized expertise.

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CleverFabric
A revolutionary AI framework where specialized nodes seamlessly communicate, adapt, and collaborate to handle diverse tasks without the need for custom protocols. Each node brings unique expertise, and the system intelligently routes complex requests to the most capable nodes, enabling effortless interoperability and dynamic problem-solving. CleverFabric redefines connectivity and scalability, empowering devices to work as a cohesive, self-organizing network.

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Jeffrey Phillips Freeman

Woot, we brought up a website for my new company with a little bit of information. Hopefully will make the hiring process a bit smoother too.

Naturally our company website also doubles as a #Fedipage based single-user instance.

You can follow it on the fediverse here: @cleverthis

And the website itself is here: CleverThis.com

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Welcome to CleverThis, a revolutionary new data science platform.

CleverThis Data in. Solutions out. Learn More Follow…

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Pretty Spacemacs
A Spacemacs configuration optimized for information and beauty.

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Pretty Spacemacs

A revolutionary data science platform.

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Fedipage
A static page generator and blog with ActivityPub support.

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https://cleverthis.com/projects/fedipage/

#Fediverse #CleverThis #ML #MachineLearning #AI #AGI #ArtificialGeneralIntelligence #ArtificialIntelligence #SemanticWeb
Fedipage

A revolutionary data science platform.

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QOTO
A fork of mastodon with severalk additional features. An ActivityPub implemenntation

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#Fediverse #ActivityPub #CleverThis #ML #MachineLearning #AI #AGI #ArtificialGeneralIntelligence #ArtificialIntelligence #SemanticWeb
QOTO

A revolutionary data science platform.

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Aparapi
A static page generator and blog with ActivityPub support.

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https://cleverthis.com/projects/aparapi/

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Aparapi

A revolutionary data science platform.

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CleverThis
Abstractify
A ruby utility for enforcing abstract classes and methods.

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#Utilities #CleverThis #ML #MachineLearning #AI #AGI #ArtificialGeneralIntelligence #ArtificialIntelligence #SemanticWeb
Abstractify

A revolutionary data science platform.

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