#rest api limitations

[codeonedigest]

Why to Use Graphql Explained with Example for API Developers

Full Video Link - https://youtube.com/shorts/hO2vbzF4cNk Hi, a new #video on #graphql usage for #microservice #api #developers is published on #codeonedigest #youtube channel. @java #java #awscloud @awscloud #aws @AWSCloudIndia #Cloud #CloudComp

GraphQL is a syntax for requesting data. It’s a query language for APIs. It lets you specify exactly what is needed, and then it fetches just that — nothing more, nothing less. GraphQL is the solutions to common REST issues like over fetching and multiple network request. REST is an API design architecture that has become the norm for implementing web services.  It uses HTTP to get data and…

[robomad]

Implementing Throttling and Rate Limiting in Django REST Framework

Introduction:In today’s API-driven world, ensuring that your API is secure and efficient is crucial. One way to achieve this is by implementing throttling and rate limiting in your Django REST Framework (DRF) applications. Throttling controls the rate at which clients can make requests to your API, helping to prevent abuse and ensuring that your server resources are not overwhelmed by excessive…

[aktechworld]

Integrating Third-Party Tools into Your CRM System: Best Practices

A modern CRM is rarely a standalone tool — it works best when integrated with your business's key platforms like email services, accounting software, marketing tools, and more. But improper integration can lead to data errors, system lags, and security risks.

Here are the best practices developers should follow when integrating third-party tools into CRM systems:

1. Define Clear Integration Objectives

Identify business goals for each integration (e.g., marketing automation, lead capture, billing sync)

Choose tools that align with your CRM’s data model and workflows

Avoid unnecessary integrations that create maintenance overhead

2. Use APIs Wherever Possible

Rely on RESTful or GraphQL APIs for secure, scalable communication

Avoid direct database-level integrations that break during updates

Choose platforms with well-documented and stable APIs

Custom CRM solutions can be built with flexible API gateways

3. Data Mapping and Standardization

Map data fields between systems to prevent mismatches

Use a unified format for customer records, tags, timestamps, and IDs

Normalize values like currencies, time zones, and languages

Maintain a consistent data schema across all tools

4. Authentication and Security

Use OAuth2.0 or token-based authentication for third-party access

Set role-based permissions for which apps access which CRM modules

Monitor access logs for unauthorized activity

Encrypt data during transfer and storage

5. Error Handling and Logging

Create retry logic for API failures and rate limits

Set up alert systems for integration breakdowns

Maintain detailed logs for debugging sync issues

Keep version control of integration scripts and middleware

6. Real-Time vs Batch Syncing

Use real-time sync for critical customer events (e.g., purchases, support tickets)

Use batch syncing for bulk data like marketing lists or invoices

Balance sync frequency to optimize server load

Choose integration frequency based on business impact

7. Scalability and Maintenance

Build integrations as microservices or middleware, not monolithic code

Use message queues (like Kafka or RabbitMQ) for heavy data flow

Design integrations that can evolve with CRM upgrades

Partner with CRM developers for long-term integration strategy

CRM integration experts can future-proof your ecosystem

[oliverethanrobin]

Crypto Exchange API Integration: Simplifying and Enhancing Trading Efficiency

The cryptocurrency trading landscape is fast-paced, requiring seamless processes and real-time data access to ensure traders stay ahead of market movements. To meet these demands, Crypto Exchange APIs (Application Programming Interfaces) have emerged as indispensable tools for developers and businesses, streamlining trading processes and improving user experience.

APIs bridge the gap between users, trading platforms, and blockchain networks, enabling efficient operations like order execution, wallet integration, and market data retrieval. This blog dives into the importance of crypto exchange API integration, its benefits, and how businesses can leverage it to create feature-rich trading platforms.

What is a Crypto Exchange API?

A Crypto Exchange API is a software interface that enables seamless communication between cryptocurrency trading platforms and external applications. It provides developers with access to various functionalities, such as real-time price tracking, trade execution, and account management, allowing them to integrate these features into their platforms.

Types of Crypto Exchange APIs:

REST APIs: Used for simple, one-time data requests (e.g., fetching market data or placing a trade).

WebSocket APIs: Provide real-time data streaming for high-frequency trading and live updates.

FIX APIs (Financial Information Exchange): Designed for institutional-grade trading with high-speed data transfers.

Key Benefits of Crypto Exchange API Integration

1. Real-Time Market Data Access

APIs provide up-to-the-second updates on cryptocurrency prices, trading volumes, and order book depth, empowering traders to make informed decisions.

Use Case:

Developers can build dashboards that display live market trends and price movements.

2. Automated Trading

APIs enable algorithmic trading by allowing users to execute buy and sell orders based on predefined conditions.

Use Case:

A trading bot can automatically place orders when specific market criteria are met, eliminating the need for manual intervention.

3. Multi-Exchange Connectivity

Crypto APIs allow platforms to connect with multiple exchanges, aggregating liquidity and providing users with the best trading options.

Use Case:

Traders can access a broader range of cryptocurrencies and trading pairs without switching between platforms.

4. Enhanced User Experience

By integrating APIs, businesses can offer features like secure wallet connections, fast transaction processing, and detailed analytics, improving the overall user experience.

Use Case:

Users can track their portfolio performance in real-time and manage assets directly through the platform.

5. Increased Scalability

API integration allows trading platforms to handle a higher volume of users and transactions efficiently, ensuring smooth operations during peak trading hours.

Use Case:

Exchanges can scale seamlessly to accommodate growth in user demand.

Essential Features of Crypto Exchange API Integration

1. Trading Functionality

APIs must support core trading actions, such as placing market and limit orders, canceling trades, and retrieving order statuses.

2. Wallet Integration

Securely connect wallets for seamless deposits, withdrawals, and balance tracking.

3. Market Data Access

Provide real-time updates on cryptocurrency prices, trading volumes, and historical data for analysis.

4. Account Management

Allow users to manage their accounts, view transaction history, and set preferences through the API.

5. Security Features

Integrate encryption, two-factor authentication (2FA), and API keys to safeguard user data and funds.

Steps to Integrate Crypto Exchange APIs

1. Define Your Requirements

Determine the functionalities you need, such as trading, wallet integration, or market data retrieval.

2. Choose the Right API Provider

Select a provider that aligns with your platform’s requirements. Popular providers include:

Binance API: Known for real-time data and extensive trading options.

Coinbase API: Ideal for wallet integration and payment processing.

Kraken API: Offers advanced trading tools for institutional users.

3. Implement API Integration

Use REST APIs for basic functionalities like fetching market data.

Implement WebSocket APIs for real-time updates and faster trading processes.

4. Test and Optimize

Conduct thorough testing to ensure the API integration performs seamlessly under different scenarios, including high traffic.

5. Launch and Monitor

Deploy the integrated platform and monitor its performance to address any issues promptly.

Challenges in Crypto Exchange API Integration

1. Security Risks

APIs are vulnerable to breaches if not properly secured. Implement robust encryption, authentication, and monitoring tools to mitigate risks.

2. Latency Issues

High latency can disrupt real-time trading. Opt for APIs with low latency to ensure a smooth user experience.

3. Regulatory Compliance

Ensure the integration adheres to KYC (Know Your Customer) and AML (Anti-Money Laundering) regulations.

The Role of Crypto Exchange Platform Development Services

Partnering with a professional crypto exchange platform development service ensures your platform leverages the full potential of API integration.

What Development Services Offer:

Custom API Solutions: Tailored to your platform’s specific needs.

Enhanced Security: Implementing advanced security measures like API key management and encryption.

Real-Time Capabilities: Optimizing APIs for high-speed data transfers and trading.

Regulatory Compliance: Ensuring the platform meets global legal standards.

Scalability: Building infrastructure that grows with your user base and transaction volume.

Real-World Examples of Successful API Integration

1. Binance

Features: Offers REST and WebSocket APIs for real-time market data and trading.

Impact: Enables developers to build high-performance trading bots and analytics tools.

2. Coinbase

Features: Provides secure wallet management APIs and payment processing tools.

Impact: Streamlines crypto payments and wallet integration for businesses.

3. Kraken

Features: Advanced trading APIs for institutional and professional traders.

Impact: Supports multi-currency trading with low-latency data feeds.

Conclusion

Crypto exchange API integration is a game-changer for businesses looking to streamline trading processes and enhance user experience. From enabling real-time data access to automating trades and managing wallets, APIs unlock endless possibilities for innovation in cryptocurrency trading platforms.

By partnering with expert crypto exchange platform development services, you can ensure secure, scalable, and efficient API integration tailored to your platform’s needs. In the ever-evolving world of cryptocurrency, seamless API integration is not just an advantage—it’s a necessity for staying ahead of the competition.

Are you ready to take your crypto exchange platform to the next level?

[vanillaxoshi]

Septuplet au

Sibling competition part 5

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" I can't believe that we didn't make it! "

"It's my fault Daun. Sorry. "

Daun and Tanah didn't make it to the second round.

Daun succes grab the cap but Tanah failed to slove the question.

"It's alright Tanah, you tried. "

"Yeah ! That's right. Don't be sad ,you can rest now . "

Comes from Petir and Daun who are able to join the final round.

"Argh! I can't understand the question !"

"I mean! What is 'What animals that have the most weirdest part on them in the world? Please name 3 of them. '. "

"It takes me too long to figure it out. "

Tanah facepalming himself with annoyance.

"Welp it can't be helped ! It seems like Cahaya and Fang got into the final round ! He's sure a tough one for manage to get the cap form me ! "

Angin suddenly appeared behind the group.

"Gah! Angin? Why are you here? "

"My job as a 'Truoblemaker ' are done so I can do whatever I want now ! "

"So...... Do you guys want to hear what happened earlier before Fang got back to the field ? Or you guys know already ?"

"Huh? What are you talking about? "

"Oh right ! We forgot told Tanah and Petir about this !"

"???"

"So earlier Fang just -"

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"Alright everyone! Who's ready for the final round?!?!"

"Now everyone! The final game is three legged race! Both of you need to tie one of your legs together with one of the the ribbon you got on the first round! "

"You all need to reach the flags as a check point and tie the remain ribbons on them !"

"Frist you have to reach the red flag frist then the green one! After you tie the ribbons you have to reach the finish line for the end! "

"I'll give you guys time to prepare! The race starts once everyone is ready! Good luck!! "

"Alright ! Let's do our best! So do you want left or -huh?."

"Errr... are you ok Haya? You look .....Stress out? "

Fang watch Cahaya keep looking around him as anxiously rubbing his arms.

"Um......Fang? Can we go line up at different places away from here? I feel like my brother is watching me . I don't want to face them now. "

Fang also look around him and spotted Petir far away.

"Of course we can, let's go Haya. "

"Thanks, Fang ....."

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"Come on ! Petir ! What's so hard to talk with Cahaya and Fang ? It's not like you guys have fight or something ! "

"......."

"Wait? You guys are actually have fight? "

"Long story Api ."

" I want to apologize to Haya and Fang. "

"And thanks Fang for standing up for him. "

"Apologize for what ?"

"I feel bad for what I just said to Haya and what I said about Fang. "

"But now Haya avoid us now ! Iet them have space for now ! "

"I know ! It just......I don't know what to do now. "

"Let's focus on the race now Petir, everyone else are almost finish preparing. "

"Ok........ "

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"We're almost there Haya! Keep going! "

"I know! I'm trying! "

The race have started ,the competitors are all rushing to the flag to tie the ribbon on it . It was hard to get near it because of the people and the movement are limited.

But Fang and Cahaya mange to tie the ribbon far distance by making the ribbon to a makeshift rope dart by tie a rock on the end of the ribbon . Successful able to throw the ribbon from distance and remain still on the flag.

Now Fang and Cahaya are on the way to the finish line. With Petir and Api who are in front up ahead them.

"Fang! We are falling behind ! "

" I can't keep up rhythm right ! "

Cahaya and Fang starts to fall behind as they can saw the others coming from behind.

Cahaya is exhausted, he doesn't think that he still have the strength to keep up. So he make a risky idea with Fang.

"Hey, Fang? "

"Yes? "

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"I can't see Haya and Fang now ,it seems like they can't keep up. "

Api inform Petir.

"That's good. "

"Well it seems like we can win the first - wait ? what?

Api lets out a disbelieving tone that makes Petir turn his head to check what happened. Now he only see Cahaya and Fang are coming form the behind - Wait...... Is Fang carrying Cahaya?

Fang is carry Cahaya by wrapping his arm around Cahaya's waist while Cahaya is grabbing one of his leg that didn't tie together making Cahaya didn't run with Fang only hanging around the mid air.

"What the -"

"Wait Petir ! Look in front you ! "

"What ?-"

Petir got tripped by a rock and both of them end up fell down.

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"So we have our winner here! Cahaya and Fang! Congratulations on winning the competition! "

"Ohhhh-Yeah!!!!!!!! We win Haya!!!!!"

"Oh yes we did!!!!!! "

"Now it's our price for our winner - two tickets to the planetarium and the aquarium! "

"Wait the planetarium and aquarium ? Isn't that -"

"The place that you have been bugging that you want to go? Yes! "

"Wait Fang do you invite me to the competition -"

"For a chance that might get the tickets? That's one of the reasons ! "

"........"

"What's wrong? You don't like -"

"Thank you Fang !!!!!!!!"

"You're welcom-wait Haya! "

Cahaya have launch himself to hug Fang!

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"Haya we're sorry for what we said. Please talk with us. "

Cahaya have refused to talk to Tanah and Petir for a week after the competition .

That's a other story before Cahaya wants to go to the aquarium and planetarium with Fang.

After the competition, Angin, Api and Daun have become closer to Fang.

Fang didn't know why but that's alright.

AHHHHHH SO THAT PRIZE IS FOR CAHAYA FANG I SWEAR YOUR SO SWEET

Me trying to picture the image of Fang carrying Cahaya but cant fully understand description:

Also hoping the bros talk again

Cahaya is so petty, bros holding such a grudge

I dont blame him though, and hes like 11? Here right? Still a kid, and will still sulk

After all, he was hurt by what petir and Tanah said to him, its not gonna be easy to forgive and forget.

Also this whole competition story is so lovely i love reading each part

There are grammar mistakes here and there but it was still easy to understand and easy to picture

Your scenarios are always so cute :)

[clumsyhissingcat]

No. 4: HALLUCINATIONS

Hypnosis | Sensory Deprivation | “You’re still alive in my head.” (Billy Lockett, More)

OC Whump

Hi, here is my contribution no.4 for Whumptober !

A bit of context : When he was younger, the Ensorceleur fled his home and met a man who drew him into his mercenary army. He trusted this man completely, without realizing that their relationship was anything but healthy. After years of committing atrocities on behalf of his mentor, he finally opened his eyes and left. But the experience have definitely left a mark.

If you have any questions, I'd obviously be more than happy to answer! Also, English isn't my first language, so i apologize for any mistake. Check the tags for TW and enjoy !

The world moved around without him seeming to belong to it. His body seemed to be in a different space-time, heavy and slow, while a complex choreography of fluid movements seemed to take place around. A thick, heavy fabric limited his movements and separated him from the rest of the world. On a deeper level, the Ensorceleur recognized the effects of an active substance, probably an opioid administered to calm the raging pain that had taken hold of his decomposing right arm. This recognition, however, didn't allow him to act on the consequences, which didn't help the swarm of agitated persons next to him to calm down.

Standing next to his shivering friend who was clearly in a state of shock, Api struggled to retain any vestiges of composure.

 -If there's one fucking piece of information that's correct and accurate in his file, it's that he reacts badly to opioids !

-It wasn't in his file, sir ! Retorted the young apprentice on the verge of tears.

-Then who messed with the files ?!

-I did the best I could with what I had, sir !

-Damn it!

At his wits end, the healer turned away and took a deep breath to calm himself. Well, at least the drug seemed to have greatly reduced the physical pain, which was the primary objective. On the negative side, the mercenary looked more distressed than Api had ever seen him.

The Ensorceleur buried his head in his knees with a moan, drawing his attention. The man who treated a show of weakness as the worst thing that could happen to him moaned. The healer dropped to one knee, hesitantly bringing his hands up to the other man. The problem with trying to heal an Entity completely drugged and trained to kill was that the slightest miscalculated gesture could have dramatic consequences.

-Easy, breathed a voice behind his ear before he could make contact with his friend.

Crouching beside him, Bryan regarded the Ensorceleur with a worried expression.

-If possible, avoid touching him. He sometimes reacts...violently, when he's not in his normal state.

-Has anything like this ever happened before ? inquired the healer cautiously.

The guild leader hesitated visibly, because...

-With his metabolism, yes, from time to time...Don't look at me like that ! he quickly defended himself against the healer's glare. We tried to get his cooperation on several potential treatment plans when necessary, when he was in top form, and he always refused ! Except that once he was injured, we had no choice but to try and treat him with what little medical history we had. So yes, sometimes things got out of hand, and I've seen him in that kind of state before.

The Ensorceleur muttered a series of garbled words incomprehensible to them, and Bryan winced.

-Well, maybe not like this. His reactions to opioids are one of the pieces of information he's shared with us on his own.

-Hey. I need you to focus on us and try to communicate how you're feeling. I have a drug with an antagonistic effect that may help you feel better, but with your strange metabolism, I'd rather we let the effect wear off on its own. But I need to know how you feel, Api said slowly and distinctly to his patient.

The Ensorceleur could have answered him. He could have told him immediately to give him the strongest possible dose of his magic product. In fact, he would probably have begged him to do so, had he been able to hear what Api was saying.

But the ghostly hand resting on the back of his neck like tthe executioner guillotine had ensured that his undivided attention went to the only person in the room worthy of it.

Didn’t I taught you that showing weakness is the best way to get others to stab you in the back ?

Not real. He wasn't. He was drugged, and he absolutely had to hold onto that thought. At all costs.

You've never been one to hide behind lies. But I guess that's what you needed to keep hiding behind Silver Shein's back like a scared child.

The hand had more weight now, nails digging into flesh.

It's pathetic. You look like a beaten dog. But I suppose my disgust is normal. Few artists are ever satisfied with their creations.

The Ensorceleur exhaled the liquid lead in his lungs in a long, hoarse hiss and tried to convince himself that the hand on the back of his neck was more reassuring than terrifying, whether it belonged to Api or Bryan, or even Freya, who distrusted him but wouldn't hurt him for no reason, least of all in front of Bryan's eyes.

He forced himself to open his eyes and stare at Api's anxious face hovering in front of him. Whatever he felt behind him wasn't real. Just a hallucination brought on by the painkiller. Nothing that could hurt him, just a conspiracy from his brain and senses. If he concentrated on Api's features, on his reassuring presence, then the hallucinations would have a harder time dragging him into the dark corner of his consciousness where they resided.

Except that a pale face burst into his field of vision, blocking out his friend's view. The Enchanter gasped and threw himself backwards. His skull hit the wall with a thud and a flash of white flashed into his retina for a second, just a second ; that was enough.

A leather-gloved iron fist closed around his neck, strangling the scream. A weight much heavier than it should have crushed his hips, pinning him to the ground, and Magister leaned over him, smiling broadly, his pupils two black holes dripping ink onto his face.

Perhaps your brother's son would make a better canvas...or a better receptacle !

The man's face melted, lengthened a little, and his hair grew and lightened until a mass of curls frame familiar features. A grotesque parody of Lucien laughed in his face, before vomiting black, stale blood onto his chest. The Ensorceleur received a few drops in his mouth and audibly choked, struggling to free himself from his mentor's grasp.

-No. N-no...

He’s choking

Even now, you don't beg. Is there anything that could make you give up your misplaced pride ? Are they so insignificant to you, those you claim to protect ?

-Nooo...

We'll see, whispered the abomination with his nephew’s face. We'll see how quickly you fall at his feet...

When I've repaired your mistake and got my new suit of flesh, finished Magister, his mentor, master, friend and executioner.

Through the delirious terror (not for himself, never for himself, because his master would never hurt him, but the others, the insignificant...) that clouded his mind, he became aware of an increasingly acute pain in his arm. He resumed his pitiful attempts to free himself. He was the Ensorceleur, he had to fight, to keep going, to do the only thing he was good at...

But he had never been able to make even a violent gesture towards Magister.

You love me more than you've ever loved anyone.

Warm breath on his nose. Ice-blue eyes, punctuated with shadows and shades, so close he could almost see the constellations formed by the black flakes in the iris.

I'll try to sedate him

Watch his arm

Moist warmth on his cheeks, distant and impersonal. Emotions blunted and others too vivid to comprehend that clash and leave him torn, barely able to put together the pieces that make him the Ensorceleur.

I love you.

A sharp but localized pain in his arm.

I forgive you.

The last image to followed him into the muddy waters of unconsciousness were those icy eyes. Or...warm brown, perhaps?

He prefered this softer brown.

L'Ensorceleur let himself be drawn under the surface, where neither ghosts nor memories can follow him.

You belong to me, after all.

[mollytranscribes]

[Profile picture transcription: An eye shape with a rainbow flag covering the whites. The iris in the middle is red, with a white d20 for a pupil. End transcription.]

Hello! This is a blog specifically dedicated to image transcriptions. My main blog is @mollymaclachlan.

For those who don't know, I used to be part of r/TranscribersOfReddit, a Reddit community dedicated to transcribing posts to improve accessibility. That project sadly had to shut down, partially as a result of the whole fiasco with Reddit's API changes. But I miss transcribing and I often see posts on Tumblr with no alt text and no transcription.

So! Here I am, making a new blog. I'll be transcribing posts that need it when I see them and I have time; likely mainly ones I see on my dashboard. I also have asks open so anyone can request posts or images.

I have plenty of experience transcribing but that doesn't mean I'm perfect. We can always learn to be better and I'm not visually impaired myself, so if you have any feedback on how I can improve my transcriptions please don't hesitate to tell me. Just be friendly about it.

The rest of this post is an FAQ, adapted from one I posted on Reddit.

1. Why do you do transcriptions?

Transcriptions help improve the accessibility of posts. Tumblr has capabilities for adding alt-text to images, but not everyone uses it, and it has a character limit that can hamper descriptions for complex images. The following is a non-exhaustive list of the ways transcriptions improve accessibility:

They help visually-impaired people. Most visually-impaired people rely on screen readers, technology that reads out what's on the screen, but this technology can't read out images.

They help people who have trouble reading any small, blurry or oddly formatted text.

In some cases they're helpful for people with colour deficiencies, particularly if there is low contrast.

They help people with bad internet connections, who might as a result not be able to load images at high quality or at all.

They can provide context or note small details many people may otherwise miss when first viewing a post.

They are useful for search engine indexing and the preservation of images.

They can provide data for improving OCR (Optical Character Recognition) technology.

2. Why don't you just use OCR or AI?

OCR (Optical Character Recoginition) is technology that detects and transcribes text in an image. However, it is currently insufficient for accessibility purposes for three reasons:

It can and does get a lot wrong. It's most accurate on simple images of plain text (e.g. screenshots of social media posts) but even there produces errors from time to time. Accessibility services have to be as close to 100% accuracy as possible. OCR just isn't reliable enough for that.

Even were OCR able to 100%-accurately describe text, there are many portions of images that don't have text, or relevant context that should be placed in transcriptions to aid understanding. OCR can't do this.

"AI" in terms of what most people mean by it - generative AI - should never be used for anything where accuracy is a requirement. Generative AI doesn't answer questions, it doesn't describe images, and it doesn't read text. It takes a prompt and it generates a statistically-likely response. No matter how well-trained it is, there's always a chance that it makes up nonsense. That simply isn't acceptable for accessibility.

3. Why do you say "image transcription" and not "image ID"?

I'm from r/TranscribersOfReddit and we called them transcriptions there. It's ingrained in my mind.

For the same reason, I follow advice and standards from our old guidelines that might not exactly match how many Tumblr transcribers do things.

[snarp]

If I stop posting for the rest of the month, please assume that I finally achieved my goal of hitting all my API request limits in the same instant, causing my Tumblr account to collapse into itself like a star or a bread. I should be allowed back in on January 1st.

[dorianepin]

nba draft models

patrick bacon nhle blog post

f1metrics model blog post

f1 mathematical model 2023 ratings

f1 analysis 2023 driver rankings

+ there was a guy who charted specific prospect comps but i don't remember who it was anymore... need to look around some more

@__@ thinking about projection modeling for feeder series again. the thing is that the world of "advanced stats" does not tangibly exist in f1 fandom, which is mildly fascinating to me because it's a sport literally predicated on real-time data & predictive analysis... of course the issue is more so that the primary "product" is half black-box and there are limits to the confidence one can ascribe to any analysis because projections of a driver's performance must contextualize the inherent characteristics of the car, which are not entirely known to factually anyone, and even more importantly it is entirely impossible to predict or account for any team's incoming in-season upgrades, so by the time a general competitive order has been determined there is less of a desire to make the projections & evaluations that shape so much of nhl/nba/etc. analytical consumption (at least imo).

there are databases and apis (ergast... but it's shutting down) out there except f1metrics hasn't been active since 2019 and the other modeling work i've seen is quite few and far between... the brunt of f1 stats is basically telemetry overlays, race pace distributions, quali h2h metrics & gap medians, etc. etc........ in the end people love stats in this sport but i feel like the framework in which they get disseminated is always so restrictive ?

anyway the thing is that f1 being non-spec (or not the fact of it being non-spec specifically but rather how it makes evaluating team development impossible because of how complex & secretive the processes are) complicates this entire exercise in the first place, but then...... what of prospect evaluation??

it drives me increasingly crasy to see people incapable of contextualizing junior series dominance + the overall trajectory that a driver's career takes before they make it to f1. the big disclaimer is, of course, that f2 and f1 are not linearly comparable and it's presumptuous to be able to say that someone who dominates in f2 will be able to come to grips with the mechanics of a completely different car and the elevated competition at the highest level of motorsport, but the more i think about it the more i'm like well... is this not basically how nhle gets approached too??? sure you can say that someone who thrives at the european junior level might struggle to adjust to a specific coaching system while playing on smaller ice with increased physicality, but that's a speculative caveat at the end of the day... motorsport is one of the most ever Vibes Based fandoms in terms of rating junior drivers and proclaiming others as being washed but i feel like there are enough traits to create a better evaluation system than currently exists.

considerations

(get mecachromed) how 2 account for illegal engines and private testing etc. well: you can't. or i don't know how to

teams obviously know more from running their rookies privately than we do. but models aren't made to be right and in this case they're made to vaguely identify a measure of potential

instantly harder to evaluate the strength of the "rest of the field" if none of the other competitors have ever eventually made it to f1, because those drivers will hence always be something of an unknown variable

nhle is basically about contextualizing junior pts output & using that to determine a player's expected usefulness (further generalized by elite, star, nhler, bust etc.), which again is not really translatable to f1 because although quality of teammate does have a variable impact in hockey it's literally mathematically impossible to be to the same level of f1 wherein you can end up in a backmarker and score 0 points. and obviously it's like... the linear accumulation of points is simply not the same, you don't get 1 single point for every action you make, so going by absolute differences in f1 scoring is often misleading (though it does carry its own context... anyway)

that being said, Traits:

total points (adjusted per championship format)

year # in championship (i think being in your 3rd year Should be much more highly weighted than some people are willing to admit)

age / series run previously

dominance over field (% of total avail points)

dominance over teammates (quali h2h, sprint/feature h2h, quali % diff, etc.)

some measure of consistency? but the idea also, to me, is like....... i wonder how for example ollie would rate if this were applied to his rookie f2 season because how much does a team value his rough-around-the-edges quickness over theo's ultimately unremarkable 3rd year consistency?

that's really the crux of it at the end of the day.......... many thoughts but that's where i'm at right now. hmm. let me put this under a read more i did not think i'd write this much

also -> realizing things about evaluating ceiling of performance in f1 (there Is a maximum you can achieve unlike other sports where the human limit to how many points you can score is more evident) and also that retroactively evaluating current graduates requires some level of analysis wrt f1 performance & longevity anyway.... thinking about george/lando/sharl/alex comparisons + mick/guanyu/oscar co... Hm. idk

[kanejason]

Laravel Integration with ChatGPT: A Disastrous Misstep in Development?

From the high-tech heavens to the innovation arena, devs embark on daring odysseys to shatter limits and redefine possibilities!

Just like Tony Stark, the genius behind Iron Man, they strive to forge mighty tools that’ll reshape our tech interactions forever.

Enter the audacious fusion of Laravel, the PHP web framework sensation, and ChatGPT, the brainchild of OpenAI, a language model so sophisticated it’ll blow your mind!

But hold on, what seemed like a match made in coding heaven soon revealed a twist — disaster, you say? Think again!

The web app and website overlords ain’t got no choice but to wield the mighty ChatGPT API to claim victory in the fierce battleground of competition and serve top-notch experiences to their users.

So, brace yourselves to uncover the secrets of Laravel and ChatGPT API integration. But before we dive in, let’s shed some light on what this magical integration is and why it’s a godsend for both the users and the stakeholders. Let’s roll!

How can integrating ChatGPT benefit a Laravel project?

Listen up, developers! Embrace the mighty fusion of ChatGPT and Laravel, and watch as your project ascends to new heights of greatness!

Picture this: Conversational interfaces and genius chatbots that serve up top-notch customer support, effortlessly tackling those pesky queries and leaving users grinning with satisfaction. Oh yeah, we’re talking next-level interactions!

But hold on, there’s more! Prepare to be blown away by the AI chatbots that churn out data-driven dynamism and tailor-made responses, catering to user preferences like nobody’s business. It’s like magic, but better!

When you plug Laravel into the almighty ChatGPT API, the result? Pure genius! Your applications will become supercharged powerhouses of intelligence, interactivity, and premium content. Brace yourself for the seamless and exhilarating user experience that’ll leave your competition shaking in their boots.

So what are you waiting for? Integrate ChatGPT with your Laravel project and unleash the killer combination that’ll set you apart from the rest. Revolutionize your UX, skyrocket your functionalities, and conquer the coding realm like never before!

How to exactly integrate Laravel with ChatGPT? Keep reading here: https://bit.ly/478wten 🚀

[vijaysethupati]

Is Full Stack Development Ready for Quantum Computing?

In the rapidly evolving world of technology, Full Stack Development has become a must-have skill for developers seeking to build scalable and dynamic applications. But as quantum computing moves closer to real-world applications, a question naturally arises: Is Full Stack Development ready for the quantum leap?

To explore this, we need to look at the state of full stack technologies today, the nature of quantum computing, and how developers — especially those honing their skills through quality programs like the Best Full Stack Course in Pune — can prepare for a potential quantum future.

Understanding the Landscape: Full Stack Meets Quantum

Full Stack Development refers to the ability to work on both the front-end and back-end of a web application. It includes knowledge of:

Front-end technologies like HTML, CSS, JavaScript

Back-end technologies such as Node.js, Java, Python, and frameworks like Spring Boot or Express.js

Database management (SQL, NoSQL)

APIs and version control (e.g., Git)

In contrast, Quantum Computing operates on the principles of quantum mechanics. Instead of bits, it uses qubits, which can exist in multiple states simultaneously. This allows quantum computers to perform complex computations exponentially faster than classical computers.

Clearly, the two are fundamentally different. But are they mutually exclusive? Or can full stack developers find ways to work with, or even build for, quantum environments?

The Reality Check: Where Things Stand

Quantum computing is still in its experimental phase. Real-world applications are limited, and most systems that support quantum development use hybrid models — classical front-ends with quantum-powered back-ends.

For full stack developers, this means:

Quantum is not replacing traditional full stack anytime soon.

But it may complement it, especially in areas like cryptography, big data processing, AI/ML, and optimization.

Those taking up industry-recognized training, like the Best Java Certification Course in Pune, are already learning the foundations necessary to adapt to any paradigm — including quantum.

Skills That Will Remain Relevant

Even as quantum computing evolves, core skills from traditional full stack development will remain crucial. These include:

Proficiency in JavaScript and Java – Often used for integrating interfaces and logic layers.

Problem-solving skills – Quantum computing introduces abstract challenges that require structured thinking.

API integration – Quantum systems are often accessed through APIs; understanding REST or GraphQL is vital.

Cloud platform knowledge – Quantum computing services are primarily accessed via cloud-based platforms.

Whether you’re enrolled in the Best Full Stack Course in Pune or a Java specialization program, the foundations you're building today will prepare you for future-tech integrations.

How Full Stack Developers Can Prepare for Quantum Integration

Here are some actionable steps full stack developers can take today to prepare for the quantum future:

Learn the basics of quantum computing – Platforms like IBM Qiskit or Microsoft's Quantum Development Kit offer beginner-friendly resources.

Keep up with cloud quantum services – Azure Quantum and Amazon Braket provide APIs that allow classical front-end developers to run quantum algorithms.

Build hybrid applications – Try connecting traditional web applications to quantum algorithms via RESTful APIs.

Understand quantum-safe cryptography – Security protocols will evolve as quantum breaks traditional encryption.

Opportunities Ahead: Quantum in the Stack?

It’s unlikely that full stack developers will be writing direct quantum code (in Q#, Qiskit, etc.) in the near future. However, developers will need to understand how to integrate classical web systems with quantum processors.

Here’s how quantum might enter the full stack world:

Front-End – No major changes, but interfaces may need to interpret and display quantum results.

Back-End – Integration with quantum APIs for specialized tasks (e.g., high-level optimization).

Security Layer – Incorporating quantum-safe encryption and identity protocols.

Courses designed for comprehensive learning — like the Best Full Stack Course in Pune — already provide exposure to the kinds of architecture and logic needed to make this integration possible.

Why Java Still Matters in a Quantum World

Java might not be a quantum programming language, but its robustness, portability, and enterprise acceptance make it essential for building secure, scalable systems that might interface with quantum components. If you’re pursuing the Best Java Certification Course in Pune, you’re equipping yourself with the tools necessary to build the “glue�� between classic and quantum systems.

Java’s role will likely be:

Facilitating API communication with quantum services

Running traditional business logic securely

Building scalable back-end infrastructures

So while you might not be writing quantum algorithms in Java, you’ll be building the applications that run them efficiently.

Conclusion: Bridging the Gap

Full stack developers won’t be rendered obsolete by quantum computing — quite the opposite. As the industry evolves, they’ll become even more essential in bridging the classical-quantum divide. Whether through RESTful APIs, secure cloud platforms, or hybrid architectures, full stack developers will help operationalize quantum capabilities.

To stay ahead, it's crucial to invest in holistic learning. Enrolling in theBest Full Stack Course in Pune or enhancing your backend proficiency via the Best Java Certification Course in Pune can give you a significant edge. The quantum future might still be emerging, but with the right skills, you'll be more than ready when it arrives.

[fotolaminatecanvera]

Best API of Horse Racing for Betting Platforms: Live Odds, Data Feeds & Profits Unlocked

Discover the most accurate and profitable API of horse racing with live odds, betting data feeds, and fast integration. Ideal for UK/USA markets and fantasy apps.

Introduction: Why Accurate Horse Racing APIs Matter in 2025

In the competitive world of sports betting and fantasy gaming, milliseconds and margins matter. When it comes to horse racing, success hinges on real-time, trustworthy data and sharp odds. Whether you run a betting exchange, fantasy app, or affiliate site, using the right horse racing API can mean the difference between profit and failure.

The API of horse racing offered by fantasygameprovider.com is engineered to meet this demand—providing live horse racing odds, race entries, results, and predictive analytics that align perfectly with the betting industry’s needs.

What Is a Horse Racing API?

A horse racing API is a service that delivers structured, real-time horse racing data to apps, websites, and betting platforms. This includes:

Live race updates

Racecard entries & scratchings

Odds feed (fixed & fluctuating)

Final results with payout info

Jockey, trainer, and form data

These are typically delivered in JSON or XML formats, allowing seamless integration with sportsbooks, exchanges, or fantasy game engines.

📊 Who Needs Horse Racing APIs?

Audience

Use Case

Betting Sites

Deliver live odds, matchups, and payouts.

Fantasy Sports Platforms

Use live feeds to auto-update scores & leaderboards.

Betting Tipsters/Affiliates

Showcase predictive models based on fresh data.

Mobile Apps

Enable live race streaming with betting APIs.

Trading Bots

Automate wagers with low-latency horse racing data.

Why Choose FantasyGameProvider’s Horse Racing API?

Unlike basic feeds, our API is tailored for commercial use. Here's why it stands out:

Feature

FantasyGameProvider

Other APIs

Live Odds Feed

✅ Updated in <2s

⚠️ 5–15s delay

Global Racing

✅ UK, USA, AUS, HK

⚠️ Limited coverage

Data Format

✅ JSON + XML

⚠️ JSON only

Accuracy

✅ Enterprise-Grade (99.9%)

⚠️ Variable

Predictive Insights

✅ AI-Driven Models

❌ Not Included

Betting Integration

✅ Easy with Betfair, SBTech

⚠️ Manual setup required

Our horse racing odds API not only mirrors UK and USA live betting markets, but also lets you build automated bet triggers and smart notifications for sharp edge betting.

💸 How Betting Businesses Profit with Horse Racing APIs

If you're running a betting website or fantasy sports app, here's how the API of horse racing can boost your ROI:

Real-time updates = More active users

Faster odds delivery = Better arbitrage potential

Accurate results = Fewer payout disputes

Live data = Higher session times (ideal for monetizing with ads)

Custom alerts = VIP features for paid subscribers

Fantasygameprovider.com also allows white-label API integration to match your brand.

How to Choose the Right Horse Racing API – Checklist ✅

Make sure your API includes the following:

✅ Live odds feed with fast refresh rate (sub-2 seconds ideal)

✅ Coverage of all major race tracks (UK, USA, AUS)

✅ Reliable JSON & XML format

✅ Built-in historical data & form guide

✅ Scalable architecture for high traffic

✅ Supports Betfair, Oddschecker, and other exchanges

✅ Licensed data provider

Our API meets all these criteria and goes further by offering automated betting signals and predictive race modeling—key for next-gen apps.

Betfair API vs FantasyGameProvider: Which Is Better?

Feature

Betfair API

FantasyGameProvider

Odds Feed

Excellent (exchange-based)

Excellent (market + exchange)

Historical Data

Partial

Full form + performance stats

Developer Simplicity

Moderate

Plug-and-play REST endpoints

Support

Community-based

24/7 Support

Customization

Limited

High (webhooks, triggers, filters)

Pricing

Tiered

Affordable & negotiable plans

Conclusion: If you want full access to live odds, race data, and fast integration without the steep learning curve, fantasygameprovider.com offers better developer flexibility and betting UX.

Data Feeds You Get with Our Horse Racing API

Racecards & scratchings feed

Real-time results feed

Odds feed (fixed, fluctuating, exchange-compatible)

Form & stats feed

Track conditions feed

Horse/jockey/trainer history feed

Automated alerts for betting patterns

Formats available: JSON horse racing data & horse racing XML feed.

FAQs: Betting-Focused Horse Racing API Questions

Q1. Which is the most accurate horse racing API in 2025?

FantasyGameProvider offers 99.9% accuracy with sub-2-second update latency, ideal for professional and retail bettors alike.

Q2. Can I use this API for UK and USA horse racing?

Yes, our UK racing odds data and USA racing API are both available with full schedule and live result support.

Q3. Is your horse racing API suitable for Betfair automation?

Absolutely. Many of our clients use it to build Betfair trading bots using our odds feed and predictive race data.

Q4. Do you offer free trials or sandbox testing?

Yes. Developers can access a sandbox environment to test endpoints before committing.

Q5. What’s the difference between JSON and XML feeds?

JSON is faster and easier to integrate, while XML is preferred for legacy systems. We offer both to suit all tech stacks.

🚀 Start Winning with the Best API of Horse Racing

If you’re serious about building a winning betting platform, profitable tipster site, or a fantasy sports engine, you need the most accurate and commercial-ready API in the industry.

At fantasygameprovider.com, we give you everything:

✅ Live odds ✅ Fast results ✅ Race cards ✅ Predictive models ✅ Betfair compatibility ✅ Global reach (UK, USA, AUS, more)

👉 Ready to dominate the betting space with live horse racing data? Visit fantasygameprovider.com and request your API demo today.

[crypto-tradin-g]

The Future of Crypto APIs: Why Token Metrics Leads the Pack

In this article, we’ll explore why Token Metrics is the future of crypto APIs, and how it delivers unmatched value for developers, traders, and product teams.

More Than Just Market Data

Most crypto APIs—like CoinGecko, CoinMarketCap, or even exchange-native endpoints—only give you surface-level data: prices, volume, market cap, maybe order book depth crypto trading. That’s helpful… but not enough.

Token Metrics goes deeper:

Trader and Investor Grades (0–100)

Bullish/Bearish market signals

Support/Resistance levels

Real-time sentiment scoring

Sector-based token classification (AI, RWA, Memes, DeFi)

Instead of providing data you have to interpret, it gives you decisions you can act on.

⚡ Instant Intelligence, No Quant Team Required

For most platforms, building actionable insights on top of raw market data requires:

A team of data scientists

Complex modeling infrastructure

Weeks (if not months) of development

With Token Metrics, you skip all of that. You get:

Pre-computed scores and signals

Optimized endpoints for bots, dashboards, and apps

AI-generated insights as JSON responses

Even a solo developer can build powerful trading systems without ever writing a prediction model.

🔄 Real-Time Signals That Evolve With the Market

Crypto moves fast. One minute a token is mooning, the next it’s bleeding.

Token Metrics API offers:

Daily recalculated grades

Real-time trend flips (bullish ↔ bearish)

Sentiment shifts based on news, social, and on-chain data

You’re never working with stale data or lagging indicators.

🧩 Built for Integration, Built for Speed

Unlike many APIs that are bloated or poorly documented, Token Metrics is built for builders.

Highlights:

Simple REST architecture (GET endpoints, API key auth)

Works with Python, JavaScript, Go, etc.

Fast JSON responses for live dashboards

5,000-call free tier to start building instantly

Enterprise scale for large data needs

Whether you're creating a Telegram bot, a DeFi research terminal, or an internal quant dashboard, TM API fits right in.

🎯 Use Cases That Actually Matter

Token Metrics API powers:

Signal-based alert systems

Narrative-tracking dashboards

Token portfolio health scanners

Sector rotation tools

On-chain wallets with smart overlays

Crypto AI assistants (RAG, GPT, LangChain agents)

It’s not just a backend feed. It’s the core logic engine for intelligent crypto products.

📈 Proven Performance

Top funds, trading bots, and research apps already rely on Token Metrics API. The AI grades are backtested, the signals are verified, and the ecosystem is growing.

“We plugged TM’s grades into our entry logic and saw a 25% improvement in win rates.” — Quant Bot Developer

“It’s like plugging ChatGPT into our portfolio tools—suddenly it makes decisions.” — Web3 Product Manager

🔐 Secure, Stable, and Scalable

Uptime and reliability matter. Token Metrics delivers:

99.9% uptime

Low-latency endpoints

Strict rate limiting for abuse prevention

Scalable plans with premium SLAs

No surprises. Just clean, trusted data every time you call.

💬 Final Thoughts

Token Metrics isn’t just the best crypto API because it has more data. It’s the best because it delivers intelligence. It replaces complexity with clarity, raw numbers with real signals, and guesswork with action.In an industry that punishes delay and indecision, Token Metrics gives builders and traders the edge they need—faster, smarter, and more efficiently than any other API in crypto.

[youngstarfarerentity]

Best PHP Full Stack Course in Jalandhar

Master Web Development with TechCadd's PHP Full Stack Course

If you're looking to become a skilled full stack web developer, the PHP Full Stack Course by TechCadd offers a comprehensive and career-focused path to success. This course is designed to equip you with the latest technologies and tools needed to become a professional full stack developer, specializing in PHP – one of the most widely-used server-side programming languages.

phpfullstackcourse: An Exhaustive Skill Development Course TechCadd's phpfullstackcourse includes everything from frontend technology such as HTML, CSS, JavaScript, and Bootstrap to backend development using PHP and MySQL. It also covers frameworks like Laravel, enabling you to create scalable and secure web applications. This course is apt for beginners and intermediate students to learn hands-on through real-time projects and assignments.

phpfullstackdevelopercourse: Master Both Frontend and Backend At phpfullstackdevelopercourse, you will not only be a master of PHP but also understand how it plays with the front end. You'll learn all about creating dynamic websites and web apps from scratch. This double skill makes you very desirable in the job market because companies want developers who can handle frontend and backend responsibilities more and more.

phpfullstackdevelopercoursefreeonline: Learns on Your Terms and Budget One of the highlight features of TechCadd's course is that it comes in flexible online modes. In case you're looking for a phpfullstackdevelopercoursefreeonline, TechCadd provides free demo classes and occasionally even scholarships or limited free training on a first-come basis. This allows students and professionals alike to begin learning without the need to invest a lot initially.

whatisphpfullstackdeveloper: Your Future Career Role whatisphpfullstackdeveloper? A PHP full stack developer is a person who can design and develop both the client-side (frontend) and server-side (backend) of a web application using PHP and other associated technologies. Such professionals are high in demand because of their do-it-all nature and capability to handle end-to-end development processes, ranging from UI design to server deployment and support.

whatisfullstackcourse: More Than Just Coding whatisfullstackcourse? It's not just learning how to code—it's learning the whole web development ecosystem. TechCadd makes sure students are trained in version control tools such as Git, deployment habits, API implementation, and database administration. The course also features soft skills training such as problem-solving and project management.

phpfullcourseadvanced: Level Up Your Skills If you are already familiar with basic web development, TechCadd's phpfullcourseadvanced module assists you in refining your skills. This module of the course explores higher-end PHP topics, MVC structure, REST APIs, and Laravel for developing enterprise-level web applications.

visit now:

https://techcadd.com/best-php-full-stack-course-in-jalandhar.php

[accrodx]

Modernize Legacy Systems Using Low‑Code

Legacy Modernization built on platforms like SAP, .NET, Oracle, Lotus Notes/Domino, or on-prem SharePoint—fuel core operations yet present significant challenges costly maintenance, frequent downtime, poor usability, and limited compatibility with modern tools.

Accro’s low‑code modernization approach offers a strategic alternative to costly rewrites or COTS replacements, a phased, scalable path to resilience and agility.

Extend: Rather than discarding legacy systems upfront, Accro builds modern, low‑code front-ends that integrate smoothly with existing back-ends. This extends functionality and improves user experience through improved interfaces—web, mobile, or IoT-enabled—without disrupting the core.

Migrate: Over time, modules are incrementally ported from monolithic systems to a composable, cloud‑ready architecture. By decoupling business logic and refactoring into discrete low‑code components, companies can migrate operations gradually, reducing risk while enhancing agility.

Replace: For systems approaching end-of-life, Accro delivers custom replacement applications developed rapidly via low-code. Tailored to business needs, these replace legacy systems with minimal cost and disruption—unlike generic COTS or resource-heavy traditional builds.

4. Microservices Modernization:

Using low‑code platforms' API-first approach, monoliths are deconstructed into scalable microservices. With APIs and pre-built connectors, these services are reusable, independently deployable, and ideal for CI/CD practices—supporting fast, reliable updates.

Why Low‑Code Works:

Fast development cycles: Visual drag‑and‑drop interfaces accelerate delivery—modernized apps deploy in weeks not years. Cost-effective scaling: Reusable components and faster builds translate to savings—lower TCO, fewer resources. Better security & UX: Fewer bugs, compliance with modern protocols, and an intuitive UI uplift end-user experience. Seamless integration: Built-in connectors/support for standards (REST, SOAP, FHIR, OData) and custom adapters enable interoperability.

Your Path to Digital Resilience: By partnering with Accro, you take a futureproof shortcut to modernization no more monolith bottlenecks, no more long waits, and no more legacy lock‑in. Instead modular, user-friendly, scalable systems built fast, integrated deeply, and ready to evolve.

[yethiconsulting]

API Test Automation: Pros, Cons, and Best Practices

API test automation plays a crucial role in validating the functionality, reliability, and performance of backend services. As APIs form the foundation of modern applications, automating their testing offers clear advantages—but it also comes with its challenges.

Pros:

Speed and Efficiency: Automated API tests run faster than manual tests, enabling quicker feedback during development.

Early Bug Detection: Issues can be caught early in the development cycle before reaching the UI layer.

Cost-Effective: Reduces the need for extensive manual testing, especially in regression and load testing scenarios.

Easy Integration: Most API testing tools integrate well with CI/CD pipelines, promoting DevOps practices.

Cons:

Steep Learning Curve: Requires knowledge of API Automation Testing Tools, scripting, and API structures.

Maintenance Overhead: Frequent changes in API endpoints may require constant script updates.

Limited UI Coverage: API automation doesn’t test front-end behavior or UX.

Best Practices:

Use reliable tools like Postman, Rest Assured, or Karate.

Maintain clear and reusable test cases.

Automate critical test scenarios first.

Implement data-driven testing for better coverage.

Continuously review and update tests to match evolving APIs.

API test automation, when done right, significantly enhances product quality and team productivity.