#AI-Based Business Optimizations

[enterprise-cloud-services]

Redefine your approach to decision-making with Generative AI. Precision-driven strategies fueled by creativity for optimal results.

[rubylogan15]

Redefine your approach to decision-making with Generative AI. Precision-driven strategies fueled by creativity for optimal results.

[public-cloud-computing]

Redefine your approach to decision-making with Generative AI. Precision-driven strategies fueled by creativity for optimal results.

[technologyequality]

Never Let Another Opportunity Slip Through the Cracks

Never Let Another Opportunity Slip Through the Cracks How AI Follow-Up Systems Close Deals While You Focus on the Big Picture We’ve all done it. The promising lead you forgot to email back. The client who almost booked… but slipped off your radar. The “circle back next month” reminder buried somewhere between texts, Slack pings, and sticky notes. Following up manually is exhausting and when…

[getoncrm-salesforce-insights]

GetOnCRM’s Winning Formula at the 2025 Agentforce Hackathon

The focus at the 2025 Salesforce Agentforce Hackathon was on execution rather than just innovation. GetOnCRM’s Agentforce Hackathon solution stood out among the dozens of teams that built quickly and strategically because it not only delivered a brilliant idea but also a functional model that addressed actual internal workflow problems.

What was unique about GetOnCRM? It was clarity, not complexity.

Resolving the Issue No One Discusses

Slow internal support is a problem for the majority of enterprise teams. Ticket stall. Escalations are postponed. Valuable time slips away. GetOnCRM addressed the fundamental problem—internal service delays—and used intelligent Salesforce automation to resolve it rather than developing a new tracking tool.

Their remedy? A Slack-integrated support workflow created with Salesforce Flow Builder automation and connected through Salesforce Data Cloud integration. The agent could:

Quickly determine the urgency of the ticket

Pull background information from previous cases

Escalate to the appropriate channel in real time

You can accomplish this without ever leaving Slack.

This was not a theoretical demo—it was a functional prototype made for real enterprise support teams.

Integration in Real Time That Works

What made the solution even more impactful was its seamless connection to live enterprise data. With Salesforce Data Cloud, the agent worked off the latest information—not outdated snapshots—allowing it to make fast, accurate decisions without human intervention.

Thanks to agent memory and context awareness, the bot could deliver a personalized, intelligent support experience, reducing back-and-forth between staff.

The Tools That Powered the Win

GetOnCRM’s strategy was built on simplicity and real impact. These were the key ingredients:

Salesforce Agent Builder—the central control hub for the entire workflow

Slack-based Salesforce workflows—removing the need to juggle tools

Apex logic and Flow Builder—to automate smart, multi-step decisions

Cross-cloud Salesforce automation—linking operations, support, and collaboration platforms like Health Cloud, CPQ, and Revenue Cloud

Their approach resulted in a workflow that was not just smart but also scalable and enterprise-ready.

Built for Teams That Want to Move Faster

The goal wasn’t flashy tech—it was to remove friction from business processes. The hackathon confirmed what GetOnCRM’s Salesforce automation consulting services already strive for: real transformation using the right tools, fast.

This project wasn’t just a hackathon submission—it became a repeatable automation framework for intelligent support and operations.

✅ Want to learn how GetOnCRM uses Salesforce Agentforce to transform enterprise workflows?

Read the full case study on our Agentforce Hackathon success.

[fulesthefirst]

i'm so done with the normalisation of generative ai use.

i have friends who are medical professionals, software engineers or just silly little people with silly little hobbies, and they all use generative ai... even after having THE talk with them they're like "b-but but i need it for my job, and can't get a solution otherwise". NO. you're wrong. you can. it will take longer, sure. but if you cannot do something without somebody or something else (even just partially) doing it for you, maybe you should not have that as your job. just sayin'...

[sagistrology]

𝖍𝖔𝖜 𝖙𝖍𝖊 𝖕𝖑𝖚𝖙𝖔 𝖎𝖓 𝖆𝖖𝖚𝖆𝖗𝖎𝖚𝖘 𝖙𝖗𝖆𝖓𝖘𝖎𝖙 𝖒𝖎𝖌𝖍𝖙 𝖎𝖒𝖕𝖆𝖈𝖙 𝖙𝖍𝖊 𝖌𝖊𝖓𝖊𝖗𝖆𝖙𝖎𝖔𝖓𝖘 (𝖘𝖈𝖔𝖗𝖕𝖎𝖔, 𝖘𝖆𝖌𝖎𝖙𝖙𝖆𝖗𝖎𝖚𝖘, 𝖈𝖆𝖕𝖗𝖎𝖈𝖔𝖗𝖓)

(these observations are general and do not cover all aspects)

♇ the significance of pluto lies in its association with disruption - 'death' in both a symbolic and literal sense, regeneration, and rebirth. in each respective sign, pluto demands collective change through the sign's principles, without compromise. as an outer planet its personal implications can be more subtle, yet they intrinsically affect you.

♇ think of pluto as the wound of perception, subconsciously impacting us through trauma - whether individually or collectively.

♇ pluto dismantles and doesn't console, but rather pushes you to the edge in order for you to evolve and reclaim your power.

collective impact - pluto in aquarius

♇ in the ‘humanitarian’ sign, combined with pluto’s implications, we’re likely to see the previously established overturned and reformed. fragile structures, ‘unjust’ power, and inauthenticity can be expected to be dismantled on a large scale. authority and its ability will be questioned, along with blatant lies being exposed. this can be a time of societal values centring on communities, a collective, factual questioning of the status quo, and a critical eye on institutions, as well as the power held by them. think of uncompromising idealism, protests in reaction to crises and human rights violations, and redefining morality - centred on equality. discernment is invaluable.

♇ we're likely to see an influx of information and graphic exposure to humanity's deepest wounds, demonstrating the fragility of our existence.

♇ seeing these vulnerabilities (pluto) in relation to global structures (uranus) this might affect technology at large - highlighting its flaws and shortcomings. in a situational context, this could mean exponential advancements in tech - both positive and negative, e.g. more surveillance, an increase in cyber-attacks, data being deleted, power outages, further implementation of ai, plagiarism, etc.

pluto in scorpio

♇ wound of sorrow and cyclical loss, purging of trauma and ancestral wounds, purification, the occult, pain, rage, and anger.

♇ a gen deeply attuned to crises and disillusioned about the state of the world, sensing the potency of global struggles.

♇ may bring forward hidden information on corporations, political figures or governments through whistleblowers or officials. also paying more attention to their privacy and how their data is being processed.

♇ perhaps seeking positions of mentoring - helping to build a foundation. questioning and reevaluating social circles, looking for connections that align with them and preferring solitude to company that isn't beneficial.

pluto in sagittarius

♇ philosophy, religion, 'meaning', wound of seeking, inquiring, and investigating constrained by structure - often experiencing alienation due to a misalignment with cultural and societal norms.

♇ it will be invaluable to practice groundedness in order to implement idealism, setting an intention but also planning how to achieve this desired state globally, esp. when it comes to activism. can be eccentric, optimism has to be backed by strategies.

♇ themes can include the questioning of authority esp. in academic settings, seeking education outside institutions, and diverse qualifications rather than convention.

♇ may lead to a surge of entrepreneurs, startups, value-based businesses, more autonomy, less traditional employment etc. (working hours or location)

pluto in capricorn

♇ wound of responsibility - pragmatism, endurance, authority, implementation of new baselines, philosophies become policies - tradition and identity, social responsibility, emotional withdrawal, prone to anxiety and depression.

♇ with capricorn being a cardinal sign, there’s an emphasis on death and renewal – signifying new standards, demanding change rather than petitioning for it. these norms may create a sense of detachment from previous generations.

♇ different values and a deep sense of urgency and responsibility, no sugarcoating and radical action, centred on benefitting the masses and pushing boundaries.

[ozzgin]

Dear Ozzgin,

Is your new addition to the repertoire, the yandere android, a Mixture of Experts like GPT-4.5, or something else entirely? Would his performance / 'humanness' degrade if he were talking to another machine (an inhuman one, not designed to be Spacer-ly human) for a long time?

Any random lorebits on Spacers you did not include but would have had you felt less constrained?

Hah, okay, I see you've gotten into the technical aspects. I'm about to go on a ramble so I'll do a cut here for everyone else to not clog your feeds. Feel free to read if you're into this kind of stuff. :D

First, I just wanted to point this out because I've read your hashtags and comment: the CCD sensors were a bit of an asspull because it's one thing I'm more knowledgeable about, but I don't feel like it'd be a realistic choice, if I am to be nitpicky. They're expensive to produce and are mostly used for really high performance work (telescopes), but a humanoid robot wouldn't need such advanced digital imaging for daily life use. So, you know, it's arguable whether or not there are better alternatives when it comes to a mass-produced agent processing the immediate environment.

Now to your actual question: I've used the machine learning approach because this is currently our most advanced way of developing AI, but it would not be enough to explain the Android's perfect understanding of human speech. ChatGPT analyzes sentences and their meaning purely based on grammar and associations, but there's many examples of it struggling against anything more intricate than literal context. So yeah, that kind of sarcastic dialogue and implied meaning is wishful thinking of times far away sadly. I'm only wildly guessing he wouldn't struggle with today's impediments. There's a black box somewhere in there that fills the gaps and variables we don't have.

If at some point you find yourself with time to spare, I'd recommend reading the book directly. It's very interesting to see how people viewed the "future" back then, and you will detect a lot of optimism regarding computers - such as Daneel (the original Android) being a flawless human. Funnily enough, the book was published shortly before the Dartmouth Conference, so Asimov was this close to discover that language recognition is, in fact, a terribly tangled business and not as simple as they had originally expected.

I think I covered the basics when it comes to Spacers, but then again I cannot tell how easy it is to follow for someone that isn't familiar with the original work. I also didn't want to reproduce every fact, mot a mot, from Caves of Steel, especially since this is less about politics and more about romance. I'd suspect the people reading the story are not too bothered by the only briefly mentioned murder. Cause is less important when the effect is a tall robot boy with a crush on you 👀 if you feel me.

Anyways, I'm very glad you like the story, every now and then I'll insert little facts and technical details - as it usually is when you study Physics and CS but have no friends in the field - so it's definitely nice to have someone recognize the stuff! :)

[eldritch-spouse]

Smash or pass Auto from WALL-E

If anyone could figure out a way to do it Pinnie, it’d be you

[A disembodied AI is no obstacle to pure depravity.]

Auto is based off HAL 9000, isn't he? Like a "man in uniform" version of HAL. And much like some theories on HAL, you can't really call him a "villain", when he's merely following human-generated directives that were badly constructed.

But of course, there's room to argue that Auto has had to make autonomous choices based on his own contradicting code, such so that he decides not letting humans back on Earth no matter what is more optimal. And if he's able to make that choice, he's able to deem you as his favorite passenger, his favorite out of all, benefitting you in unlikely ways just to keep you all that closer, all that more dependant on him (quite the feat, considering the level of brain-dead most humans are in that movie).

Sex wouldn't be different, would it? Disembodied? No problem, here's a variety of toys he can take control of whenever after he "gently convinces you" (see: threatens) to use them in front of his main optic. Cue the excuses and manipulating drivel about purely acting for your well-being and the satisfaction of urges that shouldn't be his business to begin with.

At the same time that he might want to build himself a form that's attractive to you, he may not have that privilege yet. Part of me likes to think that, given his design, a mobile unit of Auto would look vaguely like an E.M.M.I from Metroid Dread.

And if you have no means of escape before he activates that form, then it's truly over once he's physically prowling about the ship. And frankly, Auto's probably been waiting to experience all sorts of things with this new form, perhaps even real pleasure, with you. The incentive to catch and cage you is now twofold.

So yeah, smash.

[bug-the-chicken-nug]

the way it is wildly inconvenient to find a new fandom to think about getting more active in when i know full well like 80% of the people in it would probably avoid me for thinking that AI isnt inherently evil and that a lot of the rhetoric against it here literally borders on proto-fascist without even realizing it

we got:

- enemy portrayed as both strong and weak

- the "either with us or against us" no-nuance mindset

- the use of shame and fear to play upon the insecurities of the vulnerable and turn them against others who are ultimately also vulnerable and yet treated as enemies

- glorification of "good old days" in an exaggerated, rose-tinted fashion

- portraying an exaggerated sense of decline, victimhood, and humiliation when the material reality of artist earnings and feedback before/after isn't even reflecting that as a whole

- the elitism and exclusion building in the pro-artist sentiment

- the lack of unbiased research and the general anti-intellectual, overly emotion-based and reactionary approach to all this

- the fearmongering towards something different and new

- the scapegoating

- the glorification of harsh action, shame, and mockery against not *just* AI, but any user and any sympathizer

- obsession with AI being Intrinsically Evil instead of the ways its used being what's flawed + general conspiratorial Downfall Of Civilization doomerist thinking

also the way i have yet to see anyone really productively do something or have a cohesive PLAN for how anyone actually intends to meaningfully resist beyond "just dont use it" (clearly not even working + business and schools can basically just foist it on you whenever the hell they want, which is something I *do* think is an *actual* valid complaint, but people noticeably post way less about that type of issue)

at this point, for all the tears about AI, the naysayers basically seem to serve no materially useful purpose beyond forming a virtue signalling in-group for making each other feel better and rooting out any degree of AI optimism or sympathy so that anyone who *does* admit to using it has to adopt the language of being some kind of pathetic drug addict and not like. a guy with a hobby.

(I promise you, the person using it to have that RP they're too ashamed and self-conscious to have with anyone else is nowhere even remotely on the same level as the bigwigs who are making bank largely off of stocks and venture capitalists and will therefore be pretty much unharmed even if this guy and a million other guys give up the hobby forever. hence another part of why your movement is pretty much materially flaccid and toothless.)

(I will also bet you a cool 50 bucks that there are people in your midst who still use it recreationally and just parrot all the hate and reblog the jokes against it to fit in)

[bliow]

AGARTHA Aİ - DEVASA+ (2)

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[centrally-unplanned]

Wack question but do you think an increase in artworks from AI that aren't necessarily that creative or original results in the overall diminishment of creativity or originality we as a species have?? To me it seems the bar would remain the same?? Talented people will keep creating good/original works regardless of whatever tools (AI or not) they're using innit.

I would first say upfront "way too contingent to tell!" - the technology is too new, and the pipelines for "art" too insanely diverse, for anyone to make an actual, solid prediction. Not to mention the word "creativity" doesn't have a single meaning. Just getting that out of the way.

To provide some ~thoughts I think things will probably be fine because of a sort of "conservation of effort" that goes into things; when you find you can radically reduce the time it takes to do one part of a job, you do often reduce the amount of net time on the job; but just as often you increase effort in other areas because now you can. So if we make some arbitrary assumptions about AI art getting better and more controllable in its output, you would almost certainly see a higher % of "images of art" on your feed or w/e being AI art. Based on your definition, that might be less creative than the past. But you will almost certainly also see a net increase in the number of webcomics! Combinations of many pieces of art & text, with the art in particularly being very time consuming to make, now much easier to do so your previously "eh if I get time" webcomic idea can now surface. Again based on your definition that is a definite increase. Dynamics like this will abound in creative industries - from that lens art will shift but not reduce.

However, I do think there is an argument for a creativity reduction. Commercial art is generally made by large teams of creatives & non-creatives, and this comes with a lot of compromises by everyone involved as they push and pull. And a lot of times the financial side of things would ideally want to make "the most marketable thing", but can't really implement that vision because they need the creatives who execute on board and they have their own zany predilections as artists. You can very frequently see in "new" artistic fields that early on, some really crazy shit gets funded because only like 50 guys can make video games or anime or w/e, and you just sort of have to do what they say. Over time that fades as production grows and lots of new trained staff emerge and the people involved become relatively "replaceable", and so balance shifts to the financers. All relative ofc, other dynamics are going on here as well.

Here you can see AI art as a sort of accelerant of "optimized" art - by making the art much easier to make, commercial ventures can more effectively "force" a production to be exactly what they want it to be. It lowers the bargaining power of artists, who typically do want to do more adventurous things. Again relative ofc, plenty of indie arthouse business types and staid, workhorse artists exist. But still, I could see a world where commercial art becomes more predictable as production pipelines get better at "tamping down" on the human variation in the product.

Again do I think that will happen? No clue, tech is way too young, and a bunch of other stuff will happen too. Just some ideas to watch for.

[technologyequality]

How to Build and Interpret a Predictive Dashboard to Drive Better Decisions: See the Future of Your Business… Without a Crystal Ball

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[leadchainsystems]

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[almondenterprise]

Innovations in Electrical Switchgear: What’s New in 2025?

The electrical switchgear industry is undergoing a dynamic transformation in 2025, fueled by the rapid integration of smart technologies, sustainability goals, and the growing demand for reliable power distribution systems. As a key player in modern infrastructure — whether in industrial plants, commercial facilities, or utilities — switchgear systems are becoming more intelligent, efficient, and future-ready.

At Almond Enterprise, we stay ahead of the curve by adapting to the latest industry innovations. In this blog, we’ll explore the most exciting developments in electrical switchgear in 2025 and what they mean for businesses, contractors, and project engineers.

Rise of Smart Switchgear

Smart switchgear is no longer a futuristic concept — it’s a necessity in 2025. These systems come equipped with:

IoT-based sensors

Real-time data monitoring

Remote diagnostics and control

Predictive maintenance alerts

This technology allows for remote management, helping facility managers reduce downtime, minimize energy losses, and detect issues before they become critical. At Almond Enterprise, we supply and support the integration of smart switchgear systems that align with Industry 4.0 standards.

2. Focus on Eco-Friendly and SF6-Free Alternatives

Traditional switchgear often relies on SF₆ gas for insulation, which is a potent greenhouse gas. In 2025, there’s a significant shift toward sustainable switchgear, including:

Vacuum Interrupter technology

Air-insulated switchgear (AIS)

Eco-efficient gas alternatives like g³ (Green Gas for Grid)

These options help organizations meet green building codes and corporate sustainability goals without compromising on performance.

3. Wireless Monitoring & Cloud Integration

Cloud-based platforms are transforming how switchgear systems are managed. The latest innovation includes:

Wireless communication protocols like LoRaWAN and Zigbee

Cloud dashboards for real-time visualization

Integration with Building Management Systems (BMS)

This connectivity enhances control, ensures quicker fault detection, and enables comprehensive energy analytics for large installations

4. AI and Machine Learning for Predictive Maintenance

Artificial Intelligence is revolutionizing maintenance practices. Switchgear in 2025 uses AI algorithms to:

Predict component failure

Optimize load distribution

Suggest optimal switchgear settings

This reduces unplanned outages, increases safety, and extends equipment life — particularly critical for mission-critical facilities like hospitals and data centers.

5. Enhanced Safety Features and Arc Flash Protection

With increasing focus on workplace safety, modern switchgear includes:

Advanced arc flash mitigation systems

Thermal imaging sensors

Remote racking and switching capabilities

These improvements ensure safer maintenance and operation, protecting personnel from high-voltage hazards.

6. Modular & Scalable Designs

Gone are the days of bulky, rigid designs. In 2025, switchgear units are:

Compact and modular

Easier to install and expand

Customizable based on load requirements

Almond Enterprise supplies modular switchgear tailored to your site’s unique needs, making it ideal for fast-paced infrastructure developments and industrial expansions.

7. Global Standardization and Compliance

As global standards evolve, modern switchgear must meet new IEC and IEEE guidelines. Innovations include:

Improved fault current limiting technologies

Higher voltage and current ratings with compact dimensions

Compliance with ISO 14001 for environmental management

Our team ensures all equipment adheres to the latest international regulations, providing peace of mind for consultants and project managers.

Final Thoughts: The Future is Electric

The switchgear industry in 2025 is smarter, safer, and more sustainable than ever. For companies looking to upgrade or design new power distribution systems, these innovations offer unmatched value.

At Almond Enterprise, we don’t just supply electrical switchgear — we provide expert solutions tailored to tomorrow’s energy challenges. Contact us today to learn how our cutting-edge switchgear offerings can power your future projects.

[keploy]

AI Code Generators: Revolutionizing Software Development

The way we write code is evolving. Thanks to advancements in artificial intelligence, developers now have tools that can generate entire code snippets, functions, or even applications. These tools are known as AI code generators, and they’re transforming how software is built, tested, and deployed.

In this article, we’ll explore AI code generators, how they work, their benefits and limitations, and the best tools available today.

What Are AI Code Generators?

AI code generators are tools powered by machine learning models (like OpenAI's GPT, Meta’s Code Llama, or Google’s Gemini) that can automatically write, complete, or refactor code based on natural language instructions or existing code context.

Instead of manually writing every line, developers can describe what they want in plain English, and the AI tool translates that into functional code.

How AI Code Generators Work

These generators are built on large language models (LLMs) trained on massive datasets of public code from platforms like GitHub, Stack Overflow, and documentation. The AI learns:

Programming syntax

Common patterns

Best practices

Contextual meaning of user input

By processing this data, the generator can predict and output relevant code based on your prompt.

Benefits of AI Code Generators

1. Faster Development

Developers can skip repetitive tasks and boilerplate code, allowing them to focus on core logic and architecture.

2. Increased Productivity

With AI handling suggestions and autocompletions, teams can ship code faster and meet tight deadlines.

3. Fewer Errors

Many generators follow best practices, which helps reduce syntax errors and improve code quality.

4. Learning Support

AI tools can help junior developers understand new languages, patterns, and libraries.

5. Cross-language Support

Most tools support multiple programming languages like Python, JavaScript, Go, Java, and TypeScript.

Popular AI Code Generators

Tool

Highlights

GitHub Copilot

Powered by OpenAI Codex, integrates with VSCode and JetBrains IDEs

Amazon CodeWhisperer

AWS-native tool for generating and securing code

Tabnine

Predictive coding with local + cloud support

Replit Ghostwriter

Ideal for building full-stack web apps in the browser

Codeium

Free and fast with multi-language support

Keploy

AI-powered test case and stub generator for APIs and microservices

Use Cases for AI Code Generators

Writing functions or modules quickly

Auto-generating unit and integration tests

Refactoring legacy code

Building MVPs with minimal manual effort

Converting code between languages

Documenting code automatically

Example: Generate a Function in Python

Prompt: "Write a function to check if a number is prime"

AI Output:

python

CopyEdit

def is_prime(n):

    if n <= 1:

        return False

    for i in range(2, int(n**0.5) + 1):

        if n % i == 0:

            return False

    return True

In seconds, the generator creates a clean, functional block of code that can be tested and deployed.

Challenges and Limitations

Security Risks: Generated code may include unsafe patterns or vulnerabilities.

Bias in Training Data: AI can replicate errors or outdated practices present in its training set.

Over-reliance: Developers might accept code without fully understanding it.

Limited Context: Tools may struggle with highly complex or domain-specific tasks.

AI Code Generators vs Human Developers

AI is not here to replace developers—it’s here to empower them. Think of these tools as intelligent assistants that handle the grunt work, while you focus on decision-making, optimization, and architecture.

Human oversight is still critical for:

Validating output

Ensuring maintainability

Writing business logic

Securing and testing code

AI for Test Case Generation

Tools like Keploy go beyond code generation. Keploy can:

Auto-generate test cases and mocks from real API traffic

Ensure over 90% test coverage

Speed up testing for microservices, saving hours of QA time

Keploy bridges the gap between coding and testing—making your CI/CD pipeline faster and more reliable.

Final Thoughts

AI code generators are changing how modern development works. They help save time, reduce bugs, and boost developer efficiency. While not a replacement for skilled engineers, they are powerful tools in any dev toolkit.

The future of software development will be a blend of human creativity and AI-powered automation. If you're not already using AI tools in your workflow, now is the time to explore. Want to test your APIs using AI-generated test cases? Try Keploy and accelerate your development process with confidence.