#AI Pilot Overview
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AI Pilot Review - Full OTO Details + Demo & Huge Bonus (by Seyi Adeleke)
Welcome to my AI Pilot Review Post, This is a genuine user-based AI Pilot review where I will discuss the features, upgrades, demo, price, and bonuses, how AI Pilot can benefit you, and my own personal opinion. The AI app Turns your thoughts into a real and functional business use a Siri-like feature or just a keyword to create websites, funnels, videos, voiceovers, audiobooks, flipbooks, business cards, content, social proof, emails, social media posts, graphics, and more.
Are you tired of spending endless hours designing, coding, and crafting funnels, websites, and landing pages? Imagine if you could do all of this with just one keyword. AI Pilot AI App is the groundbreaking solution that is set to reshape the way you create, innovate, and dominate the online marketing world. With the AI Pilot AI App, whether you are an affiliate marketer, an e-commerce store owner, an internet marketer, or any business you do online, you’re not just staying ahead of the curve; you’re redefining it! You can generate social proof, generate business IDs, create a funnel, create a website, create a landing page, generate content, generate codes, generate chatbots, generate 3D models, generate videos, and make a profit. There are no complex setups or endless configurations required, nor is there any need for manual labor such as writing, designing, or coding. This works 100 times better and smarter than popular ChatGpt and Google Bard tech AI, with a 99.99% uptime guarantee and zero downtime for life. That’s not the end. Just like Siri, the AI Pilot AI App responds to your voice commands, translating your ideas into reality with unmatched ease. You can also easily attract more potential customers to your doorstep. Ultimately, you can watch your audience grow as the AI optimizes your outreach and engagement strategies.
AI Pilot Review: What Is AI Pilot?
AI Pilot positions itself as an all-in-one AI assistant designed to empower businesses of all sizes. Imagine having a virtual sidekick that tackles repetitive tasks, generates creative content, builds your website, and automates marketing campaigns. That’s the potential of AI Pilot.
It leverages artificial intelligence to streamline various aspects of your online presence. Whether you need help crafting engaging content, building a professional website, or managing social media campaigns, AI Pilot aims to be your one-stop solution. This AI assistant boasts features like AI writing tools, website and landing page builders, email and social media marketing automation, and even chatbot creation. By automating repetitive tasks, AI Pilot promises to free up your time to focus on strategic growth initiatives for your business.
AI Pilot Review: Overview
Creator: Seyi Adeleke
Product: AI Pilot
Date Of Launch: 2024-Jun-03
Time Of Launch: 10:00 EDT
Front-End Price: $27 (One-time payment)
Official Website: Click Here To Access
Niche: Tools And Software
Support: Effective Response
Discount: Get The Best Discount Right Here!
Recommended: Highly Recommended
Bonuses: Huge Bonuses
Rating: 9.8/10
Skill Level Required: All Levels
Discount Code: “AIPILOT30” Get 30% OFF Any Funnel!
Refund: YES, 30 Days Money-Back Guarantee
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AI Pilot Review: About Authors
Seyi Adeleke was created by AI Pilot. He is a famous Software developer with a passion for digital marketing. People want to purchase his items since he is a well-known creator and one of the finest fighters they want to buy what he creates.
Seyi has extensive market experience and excels at staying ahead of trends. Experts have applauded his ideas. Coursiify, Coinz, ECCO, Edge, vAI, AI Genius, VoxAI, AI Spark, Ink AI, BrainBox, Zendly, ProfitResolution, and many more of his products have done very well.
AI Pilot Review: Key Features
Deploy Ai Expert-Bots In Any Niche With Just A Click
With One Keyword, Generate Complete Funnels, Websites, Landing Pages And More
More Than 85 Ai Features Are Included Inside AI Pilot
You Can Use A.I Pilot To Create Your Own Version Of A.I Pilot And Charge People For It
No setup or configuration is required. Use your voice (like Siri) to accomplish anything you want
No complicated setup — get up and running in just 2 minutes
No Manual Work with A.I. Pilot: No Writing, Designing, or Coding Needed. Unlimited Features and Usage
99.99% Up-Time Guaranteed
Use Our AI-powered Traffic To Get Hundreds Of Customers
World Class customer support
ZERO Upfront Cost
30 Days Money-Back Guarantee
AI Pilot Review: How Does It Work?
You Are About To Unlock The True Power Of Well-Tamed AI Deploy Ai Expert-Bots In Any Niche That Will (Write, Design, Code, Or Do Anything For You) With ZERO Restrictions, And ZERO Setup
Step #1: Login
Login to A.I Pilot Cloud-Based App
Step #2: Deploy
Deploy Any AI Expert-Bots in Any Niche You Want with Just One Click
Step #3: AI Chatbots
Let Our AI Expert-Chatbots Create and Run an Entire Business for You.
Step #4: Profit
Profit — Yup that’s it.
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AI Pilot Review: Can Do For You
AI Assistant Bots In 50+ Niches
AI Page Builder
AI Voicecover/Audiobook Cover
AI-Powered Business Card Creator
AI Graphic & 3D Generator
AI Interaction
AI Social Proof Generator
AI Traffic Generator
AI eBook To Flipbook Creator
AI Speech To Text/Transcriber
AI Image-to-Video Converter
Custom AI Chatbots Builder
AI Text To Code
AI Image Tools
30 Days Money Back Guarantee
AI Pilot Review: Verify User Feedback
AI Pilot Review: Who Should Use It?
Affiliate Marketers
CPA Marketers
Agency Owners
Local Business Owners
Product Creators
eCom Store Owners
Blog Owners
Video Marketers
Freelancers
And Many Others
AI Pilot Review: OTO’s And Pricing
Front End Price: AI Pilot ($17)
OTO1: Unlimited ($67)
OTO2: DoneForYou ($297)
OTO3: Automation ($47)
OTO4 : Swift Profits ($47)
OTO5: Limitless Traffic ($97)
OTO6: Agency ($167)
OTO7: Franchise Edition ($97)
OTO 8: Multiple Income ($47)
<<>> Click Here & Get Access Now AI Pilot Discount Price Here <<>>
AI Pilot Review: My Unique Bonus Bundle
My Unique Bonus Bundle will be visible on your access page as an Affiliate Bonus Button on WarriorPlus immediately after purchase.
And before ending my honest AI Pilot Review, I told you that I would give you my very own unique PFTSES formula for Free.
AI Pilot Review: Free Bonuses
Bonus #1: A.I Pilot 6-Figure In 60 Days LIVE Event (Value $1997)
Get VIP access to our live mastermind event and copy n’ paste our A.I Pilot underground system we use to make 6-figure in 60 days. This alone is worth 5x what you will pay today, and it’s yours for free!
Bonus #2: A.I Pilot Facebook AI Chatbot (Value: $997)
Learn how to build a Facebook Messenger chatbot to generate leads and automate your business without any coding knowledge. Facebook Messenger is growing faster than Snapchat, Instagram, and Twitter combined, offering immense opportunities for your business. Combine this with A.I Pilot to increase conversions.
Bonus #3: A.I Pilot AI Digital Funnel System (Value: $697)
Learn how to create an automated digital sales funnel that generates sales 24/7 on autopilot. This complete, ready-to-go sales funnel is in a hot, in-demand niche. With A.I Pilot Chatbot, you can effortlessly promote your funnels and achieve continuous sales.
Bonus #4: A.I Pilot AI Messenger (Value: $497)
This is an Artificial Intelligence (AI) interactive messaging system that engages with your customers on behalf of your company, answering questions 24/7 within Facebook’s popular Messenger. Use this with A.I Pilot to automate Facebook marketing, boost sales, and expand your business.
Bonus #5: A.I Pilot Internet Marketing Goldmine (Value: $997)
Discover the easiest way to create a profitable online business that makes you money while you sleep & how to scale up your results to from 3–4–5–6 figures/month.
AI Pilot Review: Demo Video
Just Watch The AI Pilot Demo Video Down Below To Get All The Details:
>>For More Details Click Here<<
<<>> Click Here & Get Access Now AI Pilot Discount Price Here <<>>
AI Pilot Review: Money Back Guarantee
We Will Pay You To Fail With AI Pilot Our 30 Days Iron Clad Money Back Guarantee
Look, AI Pilot is not a “trash” or untested app. They understand its capabilities. In the odd event that you are unable to use AI Pilot for whatever reason. They need that you send them an email. It’s simple: if you don’t earn money, people won’t want yours. They earn more than enough with AI Pilot. And there is no need to hold your money if you are not going to spend it. Not only that, but they’ll give you a lot of goodies as a reward for wasting your time. In the worst-case situation, you acquire AI Pilot and do not generate any money, but you will still receive additional benefits for trying it out.
AI Pilot Review: Pros and Cons
Pros:
Increased efficiency through task automation.
AI-powered content creation for consistent quality.
User-friendly website and landing page builders.
Streamlined marketing automation across various channels.
Improved customer service with chatbot capabilities.
Cons:
You cannot use this product without an active internet connection.
In fact, I haven’t yet discovered any other problems with AI Pilot.
Frequently Asked Questions (FAQ’s)
Q. Do I need any experience to get started?
None, all you need is just an internet connection. And you’re good to go
Q. Is there any monthly cost?
It depends. If you act now, you pay nothing. But if you wait, it could cost you $997 per month. It’s up to you.
Q. Do I need to purchase anything else for it to work?
Nop, A.I Pilot is the complete thing. You get everything you need to make it work. Nothing is left behind.
Q. How long does it take to make money?
On average, our members made their first sale the same day they gained access to A.I Pilot.
Q. How can I get started?
Awesome, I like your excitement, All you have to do is click any of the buy buttons on the page, and secure your copy of A.I Pilot at a one-time fee.
Q. What if I failed?
Though it’s unlikely, we’ve removed all the risk for you. If you try A.I Pilot and it doesn’t work out, we’ll refund every cent you paid and send you a bunch of bonuses to apologize for wasting your time.
AI Pilot Review: My Recommendation
AI Pilot offers a compelling suite of AI-powered tools designed to streamline business operations and boost online presence. While the learning curve and potential limitations in customization exist, its ability to automate tasks, generate content, build websites, and manage marketing efforts can be a game-changer for busy entrepreneurs and businesses of all sizes. However, the pricing structure and suitability for highly customized needs should be considered before making a decision. Ultimately, AI Pilot can be a valuable asset for those seeking an all-in-one AI assistant to empower their online growth journey.
<<>> Click Here & Get Access Now AI Pilot Discount Price Here <<>>
Check Out My Previous Reviews: LernX Review, AI Partner & Profit Review, WP Emails Review, GamPAL Review, Opus Review, AI Ebook Suite Review, Dropify AI Review, & BulkShortsAI Review.
Thank for reading my AI Pilot Review till the end. Hope it will help you to make purchase decision perfectly.
Disclaimer: This AI Pilot review is for informational purposes only and does not constitute professional advice. Before making a purchase decision, we recommend conducting your own research and exploring the software.
Note: Yes, this is a paid software, however the one-time fee is $27 for lifetime.
#AI Pilot#AI Pilot App#AI Pilot Upgrades#AI Pilot Overview#AI Pilot Features#AI Pilot Review#AI Pilot Works#What Is AI Pilot#Buy AI Pilot#AI Pilot Price#AI Pilot Demo#AI Pilot Discount#AI Pilot Honest Review#AI Pilot Pricing#AI Pilot FE#AI Pilot Pros#AI Pilot OTO#AI Pilot Preview#AI Pilot Scam#Get AI Pilot#AI Pilot Reviews#Purchase AI Pilot#AI Pilot Legal#Artificial Intelligence#AI#AI Pilot Benefits#AI Pilot Bonus#AI Pilot Bonuses#AI Pilot Software#AI Pilot Software Review
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The Sunnydale Herald Newsletter, Friday, October 18th
XANDER: Arrr! Careful, me mateys! These be fireflies spat from a volcano off the coast of Katmandu. Arr! LITTLE BOY: You're not a real pirate! Real pirates live on boats and don't look stupid!
~~All the Way~~
[Drabbles & Short Fiction]
Unraveling by Maxine Eden (Buffy/Spike, R)
[Chaptered Fiction]
In the Company of Witches and Slayers: Chapter 165 by VladimirHarkonnen (TheLightdancer) (Willow/Tara, E)
Book Stew! Chapter 13 by MGAllan (Michael [from Gingerbread]/Lance [from The Pack], G)
Kinktober 2024, Chapter 18 by HuonParticlesAreHarmless (Buffy/Giles, E)
Kinktober 2024, Chapter 15 by DancingAngel0013 (Buffy/Giles, E)
Painting Flowers, Chapter 2 by crowncitydreams (Buffy/Angel, T)
Birds of a Feather, Chapter 6 (complete!) by Maxine Eden (Buffy/Spike, NC-17)
Oh My Goddess, Chapter 8 by Maxine Eden (Buffy/Spike, R)
Me and the Devil Blues, Chapter 3 by Melme1325 (Buffy/Spike, NC-17)
In Your Dreams, Chapter 4 by Geliot99 (Buffy/Spike, NC-17)
[Images, Audio & Video]
Giles meme cross stitch pattern by VioletWanes (worksafe)
Wallpaper: Beauty and the Beasts by revello-drive-1630 (Buffy/Angel, worksafe)
Fanvid: Buffy and Spike | Treacherous by iCraveEdits (0)
Fanvid: Buffy and Spike | Guilty as Sin [Buffy The Vampire Slayer] by iCraveEdits (0)
Fanvid: Buffy Summers || Nobody's home by Captain Swann (0)
Fanvid: Buffy the Vampire Slayer- Anyway You Want It by juliaroxs241 (0)
Fanvid: spike & buffy - exile by Giulia Wonderwall (0)
Fanvid: Buffy+Dawn+Joyce | Phantom [BTVS] by leticia (0)
Fanvid: Buffy The Vampire Slayer | Smalltown Boy by Delenadiarixs S (Buffy movie)
Fanvid: Tara MaClay- (Buffy the Vampire Slayer)- Machine Learning by Multifandom_Fanatic (0)
Vidlet: Buffy Summers | Teen Idle (short) by ImagineDragonlords (0)
Vidlet: Buffy, Willow Xander Edit for @fire.is.catching's edit comp! by swiftie.reputation13 (0)
Video: Buffy the Vampire Slayer 6x06 voiceover | Buffy "Costumes that take over your personality” by A Pixie's Whisper (0)
Audio: Meeting Buffy At Your New School (F4A) (Buffy The Vampire Slayer) (New Student Listener X Buffy) by Violet's Audios (0)
Video: Buffy the Vampire Slayer (Spike you're the one Monologue) by Aria Eleutheria Aurora (0)
Music: Buffy The Vampire Slayer Theme --- Fingerstyle Guitar Cover + Free Tabs by Jacob Neufeld - The Little Strummer Boy (0)
AI Music: The Gentlemen are coming by. - reimagined by NeXuS JWF (0)
Video resource: Buffy and Oz scenepack by Scenepacks (0)
Video resource: Buffy and dawn scenepack by Scenepacks (0)
Demon design: From the Archives: Black Death Demon - Buffy the Vampire Slayer Season 7 by Christopher Burdett (worksafe)
[Reviews & Recaps]
Weekly Watch-Along [October 10th-October 18th] by BPD-and-Lipstick
Video: DWR 426 Buffy The Vampire Slayer 1992 by The Dream Warrior Review Podcast
Video: Is the Buffy Movie 'Good Actually'? by Better With Bob?
Video: Thoughts On Buffy the Vampire Slayer TV Show by ramboraph4life
Video: Summary: Buffy the Vampire Slayer (Season 1) by Romi Pegaro (in Spanish)
Video: BUFFY THE VAMPIRE Slayer, beyond myth, icon of strength and courage! by SerieTvRetro (in Italian)
Video: Buffy the Vampire Slayer Season 4: Episode 9 - Something Blue by The Cheshire Kiwi
Video: The Killer in Me-Slayer Sunday by Jane Talks Buffy
Video: Buffy The Vampire Slayer Library Edition Season 8 Vol.4 Review/ Overview by Comic Swag
Video: RTFC #06 - Buffy The Vampire Slayer 7 (2007) DEEP DIVE [Features an exclusive interview with Georges Jeanty!] by Read the Freaking Comics!
Video: S4E09: Something Blue by One Girl in All the World
Podcast: Buffy The Vampire Slayer: Sarah Michelle Gellar, High school drama, and slaying by TV Pilot's License
Podcast: Episode 033 - Becoming (pt. 1) by Boys Watching Buffy (several other episodes were uploaded as well)
[Rec Search]
Does anyone have any good femslash BtVS fic recs? by acaseofthewiggins
[Fandom Discussions]
Spike sleeping on a stone slab in his coat, boots, and lil blankie by Aphony Cree
For people who think Xander deserves some sort of punishment for him going after Buffy in the Pack by confusedguytoo
The thing about vampires is they are immortal so of course they will outlive all their mortal friends by stellernorth
Does anyone else find it so weird how Dawn is treated like a little kid when she is 15, 16 years old? by suiriswhite
I can’t BELIEVE I never noticed that Spike only started calling Buffy “Buffy” to her face AFTER he realized he was in love with her by thequeenofsastiel
I was counting the names Spike called Buffy and the amount of times he used them in s6 because I was curious, and I noticed something interesting by thequeenofsastiel
The cars Angel keeps giving Spike by thequeenofsastiel
Angel is such a weird show to watch by jimbodyson
after buffy season 3, contrary to popular belief, angel becomes more morally grey and fucked up by after buffy season 3, contrary to popular belief, angel becomes more morally grey and fucked up
Basically i want the way Buffy is sweet to Spike in season 7 to transfer to season 4 starved and tortured Spike by skyegraves21
Scoobtober: Best Weapon in the Buffyverse? by Plasma
The impact of loss and trauma on Angel's outlook continued by Lostsoul666 and Stoney
Double Entendres by Technical_Juice_6959
The Shanshu prophecy by moses616
Best Acting Performance in Angel by Troyaferd
How was the dagger of the beast made? by Nikstar112
Do they ruin willow’s arc? by Ijustliketodraww
Angel Season 5 Poster by authenticriver
I love Anya by ClutchPencilQuadRule
Did Giles just become sexier post-Season 3? by Personal_Reward_60
Was there a moment in the show where you thought to yourself ‘I did not expect this?’ by DarkCryptt
If you had the money or the power by Vixen22213
Rewatching Hells Bells… by erulisseh
Help with this Angel art by midwest_manic
Missed opportunities by CoasterTrax
Prom by moses616
Someone finally does what we were all thinking 😆 (S3 E1) by ghostrider1938
Real time Buffy/Spike Reactions by Adventurous_Grand878
What are some interesting motifs, references, or metaphors you've found in the show that not a lot of fans catch? by Deep_Ad_2691
Buffy is BRUTAL with killing people off it makes it more realistic in a sense by hatchbackkk
this was PAINFUL [Buffy cutting her hair in Gone] by hatchbackkk
Submit a link to be included in the newsletter!
Join the editor team :)
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I don’t know what’s more embarrassing, the fact that I googled this at all or the fact that the stupid AI overview thinks that pen is a fucking Pilot Parallel
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Gigabash character overview: Thundatross
A genre often in close association with the kaiju genre is the mech genre, and indeed it’s common for a kaiju setting to have at least one titan hunting mech. Passion Republic Games felt the same when making Gigabash, and so they made Thundatross!
Thundatross is the tank of the roster, being super slow but hitting hard and most of his attacks have superarmor. He also has one move to close distance and a long range move. Skilled Thundatross players are the bane of my existence.
Design
Thundatross takes pretty heavy inspiration from mecha anime, so things like Getter Robo, Megazord, Big O and whatnot.



The primary reference is apparently Mazinger Z.

Unfortunately I can’t really find any concept art of Thundatross, just these snippets from their “behind the scenes” video.


As a personal aside, the only thing I really dislike about the design is the simple ball joints. Over six months of playing nothing but Armored Core 6 has spoiled me. But aside from that I’m a huge fan of Thundatross’s design.
Lore
Thundatross is the long term project of OtamaTEC, a megacorperation that began as a start up in 1991 by scientific genius and entrepreneur Dr. Otama Kazuo and later aided by Dr. Reiner (mentioned in Pipijuras’s overview) who eventually became second in command. The company was founded on the idea of the Gigatron Reactor I mentioned in Woolley’s overview, and their main goal is Giga Energy research and anti-kaiju defense, which resulted in many deals with the Global Titan Defense Initiative, primarily in Titan Containment Energy Barriers. The same barriers in the first level of Gorogong’s story! Despite this, a big source of the company’s income actually comes from the numerous high quality household electronics and computer parts they manufacture.
Their various findings on Giga Energy are covered in Thundatross’s profile documents, which also show that the project that created Thundatross is called the Tactical Reactor-Operated Security System.
Giga Energy can be free flowing; just hanging around in the air. But it can also come in a solid form, or at least be contained in a solid object: Giga Crystals. Giga Crystals are so densely packed with mass and energy that one that can fit in the palm of your hand can weigh up to 30 pounds and provide more energy than a full sized nuclear reactor. Giga Energy can also alter the atomic bonds and chemical structures of objects, and has very noticeable effects on organic life. A half eaten pear regrew some of its eaten parts and grew in size after a few hours of exposure to a Giga Crystal, but this seems to not be consistent as this doesn’t happen to any humans. It’s almost like Giga Energy is selective. It’s also hypothesized that the kaiju in Gigabash’s world use this process to transform into an S-class.
At some point during this time Dr. Otama Kazuo would get married to a woman named Megumi, and almost 2 decades after would have a kid: a boy named Yuuki. But by 2013 it seems like Megumi died somehow.
As Dr. Reiner helped with project T.R.O.S.S. things went along exceptionally well, and the mech outperformed initial expectations. Its system power output alone outperformed initial estimates by 543.85%, which just goes to show how powerful Giga Energy can be. However, as this project neared fruition, Kazuo began to grow worried. He was essentially creating a superweapon, and if someone were to use it for evil then the results could be disastrous. Another concern was Dr. Reiner, who was hellbent on destroying all kaiju and wanted to sell the blueprints to the GTDI even though they were too corrupt to use them responsibly.
Ultimately Kazuo installed an AI and security and identification system to the mech, and after troubling himself for years on how to find a pilot who could use Thundatross responsibly, he ultimately decided that he and any descendants should be the ones to pilot the machine, and so the mech will not start unless he or a descent is in the cockpit. He also had Yuuki name the mech Thundatross as a bit of family bonding. He really does try to be a good dad.
Dr. Otama Kazuo would never get to pilot Thundatross however. In the beginning of Thundatross’s story mode, which begins in the hell year of 2020, right after the completion of Thundatross, Rohanna would attack the Kimura district. The place of OtamaTEC HQ. Falling debris would fall onto Kazuo and paralyze him from the waist down, so Yuuki ended up taking the mantle. And for an entire year afterward this would actually go quite well! Yuuki is a good kid, if a bit impatient at times, so he was perfectly happy to lend a helping hand.
Without Kazuo to run the company, Dr. Reiner took charge, and he took advantage of this. He secretly constructed a second Thundatross and kept the second half of Pipijuras’s teleporter. When Yuuki retrieves Gorogong’s giant Giga Crystal that OtamaTEC commissioned the GTDI to retrieve with the help of Gigaman (who I’ll eventually cover), he hooks it up to the teleporter and opens up a portal to the hollow earth. He then gets into his “Unit 02” and goes through. However, Dr. Reiner wasn’t able to build his mech without Kazuo’s security system, so to get around this he basically kidnaps Yuuki’s dad and straps him into the cockpit.

The rest of the story mode is Yuuki and Gigaman finding a way into the hollow earth to find Reiner, stop him, and rescue Kazuo. They confront him at the Giga Core where he tells him that he plans to use both mechs to drain the Giga Core of its Giga Energy and starve all kaiju on the planet, which Gigaman points out would destabilize it and potentially blow up the planet. Dr. Reiner however, is so hellbent on kaiju elimination that he doesn’t care if he’d destroy the world, and to stop him Yuuki and Thundatross have to fight him in an epic climactic battle, with Gigaman giving Yuuki one last extra push to succeed and save his dad. The whole thing is very anime, it’s great.

Afterwards they kinda just leave Dr. Reiner in the wreck of his mech to starve to death in the hollow earth, which is kinda fucked up??

Also the devs confirmed that this story mode is the closest to a “canon” one.
In summary, Thundatross is an excellently executed anime mech with a cool story mode, and it’s a great addition to Gigabash. It also reveals many interesting things about Giga Energy.
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Fanfiction WIP overview 12.19.23
I'm still on a break from writing, but my mind is itching to create, it’s intense. So I thought I’d do a write up of my potential upcoming RDR2 fanfiction projects, and see if that can get them out of my mind. It also might be interesting for any potential readers of mine who follow this little account.
NSFW content bellow the cut.
- Moral Tinnitus. Crack. AU where everything the same except the RDR2 characters can hear the high and low honor sound. Arthur despairs while fishing. Dutch is chill. Micah is kinda deaf, and Baylock is the Dark Horse from RDR1, so he has to be super evil or his horse runs off.
- Scotch, Cream and Rum. (Named after the ingredients of the "Midnight Cowboy Cocktail", known for tasting terribly). Arthur/Micah/Dutch threesome, power play deluxe, PWP. Arthur and Micah's first meeting at Crenshaw Hills, hours after Micah saves Dutch's life, leading to odd arrangements.
- Perfect Night. Colm/Micah. Pre-canon sugar (salt) daddy AU, where Micah's father finds out about them. This is sooo kinky, with consensual noncon elements, piercing play and sounding? But Colm is nicer here than I’ve written him before, but still a salty crime boss, with existential angst.
- Under the Giant Trees. Arthur/Micah. Little Red Riding Hood inspired AU with alpha/beta dynamic. Wolf man!Arthur. Evil grandmother!Micah Bell The First?? Micah (III) with a red scarf or hooded leather coat??? Wtf
- Song for the Siren. Queerplatonic Javier/Jenny, femdom Jenny/Micah, hate and grief sex Javier/Micah. Deeply complicated relationships. The first time Jenny and Micah has sex, she tries to drown him.
- Untitled Van der Linde motorcycle gang AU. Arthur/Micah. Bunch of loosely interconnected scenes. Motorcycle Morbell race. The amount of leather here, wow.
- Untitled space western AU. Pirate gangs in a space ship prison. Multipairing. Cyborg!Arthur (due to mutated Tuberculosis strain)/mecha pilot!Charles, plus many more. Lotsa weird horror in this. Psychedelic drug lord Uncle? AI Grimshaw? Pirate overlord Dutch? Prison ward Bell family?
I won’t do all of these, but we’ll see! Whew, I think it helped … I’m going to have a Christmas drink and go to bed earlier today. Thank you for reading.
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#TheeForestKingdom #TreePeople
{Terrestrial Kind}
Creating a Tree Citizenship Identification and Serial Number System (#TheeForestKingdom) is an ambitious and environmentally-conscious initiative. Here’s a structured proposal for its development:
Project Overview
The Tree Citizenship Identification system aims to assign every tree in California a unique identifier, track its health, and integrate it into a registry, recognizing trees as part of a terrestrial citizenry. This system will emphasize environmental stewardship, ecological research, and forest management.
Phases of Implementation
Preparation Phase
Objective: Lay the groundwork for tree registration and tracking.
Actions:
Partner with environmental organizations, tech companies, and forestry departments.
Secure access to satellite imaging and LiDAR mapping systems.
Design a digital database capable of handling millions of records.
Tree Identification System Development
Components:
Label and Identity Creation: Assign a unique ID to each tree based on location and attributes. Example: CA-Tree-XXXXXX (state-code, tree-type, unique number).
Attributes to Record:
Health: Regular updates using AI for disease detection.
Age: Approximate based on species and growth patterns.
Type: Species and subspecies classification.
Class: Size, ecological importance, and biodiversity contribution.
Rank: Priority based on cultural, historical, or environmental significance.
Data Collection
Technologies to Use:
Satellite Imaging: To locate and identify tree clusters.
LiDAR Scanning: For precise 3D modeling of forests.
On-the-Ground Surveys: To supplement remote sensing data.
AI Analysis: For rapid categorization and health diagnostics.
Registration and Citizenship Assignment
Tree Dossier: Each tree receives a profile in the database with all its recorded attributes.
Citizen Designation: Trees are acknowledged as citizens of Thee Forest Kingdom, emphasizing ecological respect.
Legal Framework: Advocate for laws to grant trees specific rights under environmental protection acts.
Maintenance and Monitoring
Health Monitoring: Use drones, satellite updates, and IoT sensors for ongoing health assessments.
Database Updates: Incorporate real-time data about environmental changes and tree growth.
Public Involvement
Encourage people to "adopt" trees and participate in their preservation.
Create educational programs to promote awareness of tree citizenship.
Key Benefits
Environmental Conservation: Improved forest management through real-time data and protection of ecosystems.
Cultural Recognition: Trees are recognized as a vital part of the Earth’s community, honoring their importance.
Ecological Advocacy: Strengthened legal protections for forests and individual trees.
Next Steps
Assemble a task force of environmental scientists, satellite imaging experts, and software developers.
Secure funding through governmental grants, non-profits, and eco-conscious corporations.
Pilot the program in a smaller region before scaling to all of California.
Would you like me to draft a more detailed technical or legal framework for this system?
The implementation of the Tree Citizenship Identification Network and System (#TheeForestKingdom) requires a robust technological and operational framework to ensure efficiency, accuracy, and sustainability. Below is an implementation plan divided into major components.
System Architecture
a. Centralized Tree Database
Purpose: To store and manage tree data including ID, attributes, location, and health.
Components:
Cloud-based storage for scalability.
Data categorization based on regions, species, and priority.
Integration with satellite and IoT data streams.
b. Satellite & Imaging Integration
Use satellite systems (e.g., NASA, ESA) for large-scale tree mapping.
Incorporate LiDAR and aerial drone data for detailed imaging.
AI/ML algorithms to process images and distinguish tree types.
c. IoT Sensor Network
Deploy sensors in forests to monitor:
Soil moisture and nutrient levels.
Air quality and temperature.
Tree health metrics like growth rate and disease markers.
d. Public Access Portal
Create a user-friendly website and mobile application for:
Viewing registered trees.
Citizen participation in tree adoption and reporting.
Data visualization (e.g., tree density, health status by region).
Core Technologies
a. Software and Tools
Geographic Information System (GIS): Software like ArcGIS for mapping and spatial analysis.
Database Management System (DBMS): SQL-based systems for structured data; NoSQL for unstructured data.
Artificial Intelligence (AI): Tools for image recognition, species classification, and health prediction.
Blockchain (Optional): To ensure transparency and immutability of tree citizen data.
b. Hardware
Servers: Cloud-based (AWS, Azure, or Google Cloud) for scalability.
Sensors: Low-power IoT devices for on-ground monitoring.
Drones: Equipped with cameras and sensors for aerial surveys.
Network Design
a. Data Flow
Input Sources:
Satellite and aerial imagery.
IoT sensors deployed in forests.
Citizen-reported data via mobile app.
Data Processing:
Use AI to analyze images and sensor inputs.
Automate ID assignment and attribute categorization.
Data Output:
Visualized maps and health reports on the public portal.
Alerts for areas with declining tree health.
b. Communication Network
Fiber-optic backbone: For high-speed data transmission between regions.
Cellular Networks: To connect IoT sensors in remote areas.
Satellite Communication: For remote regions without cellular coverage.
Implementation Plan
a. Phase 1: Pilot Program
Choose a smaller, biodiverse region in California (e.g., Redwood National Park).
Test satellite and drone mapping combined with IoT sensors.
Develop the prototype of the centralized database and public portal.
b. Phase 2: Statewide Rollout
Expand mapping and registration to all California regions.
Deploy IoT sensors in vulnerable or high-priority areas.
Scale up database capacity and integrate additional satellite providers.
c. Phase 3: Maintenance & Updates
Establish a monitoring team to oversee system health and data quality.
Update the network with new technologies (e.g., advanced AI models).
Periodically review and revise data collection protocols.
Partnerships
Government Agencies: U.S. Forest Service, California Department of Forestry and Fire Protection.
Tech Companies: Collaborate with Google Earth, Amazon AWS, or Microsoft for cloud and AI capabilities.
Environmental Organizations: Partner with WWF, Sierra Club, or TreePeople for funding and advocacy.
Budget Estimation
Initial Investment:
Satellite data and licenses: $10M
IoT sensors and deployment: $5M
Database and app development: $3M
Operational Costs:
Cloud services and data storage: $2M/year
Maintenance and monitoring: $1M/year
Research and development: $1M/year
Long-term Vision
Expand the system to other states or globally.
Use the database for reforestation efforts and combating deforestation.
Develop educational programs to teach communities about the importance of trees as citizens.
Would you like me to assist in designing the user interface for the public portal or drafting partnership proposals for funding?
To begin building the program for the Tree Citizenship Identification System, we’ll start with a scalable framework that allows us to process, store, and analyze data while preparing for future expansions. Here's an actionable development plan with an initial focus on foundational code and infrastructure:
Step-by-Step Development
Phase 1: Setting Up the Backend Infrastructure
Objective: Create the core database and develop the data pipeline for processing tree data.
Technologies:
Programming Languages: Python, JavaScript (Node.js), SQL.
Frameworks: Flask or FastAPI for APIs, Django for web application backend.
Database: PostgreSQL for structured data, MongoDB for unstructured data.
Code Snippet 1: Database Schema Design (PostgreSQL)
-- Table for Tree Registry CREATE TABLE trees ( tree_id SERIAL PRIMARY KEY, -- Unique Identifier location GEOGRAPHY(POINT, 4326), -- Geolocation of the tree species VARCHAR(100), -- Species name age INTEGER, -- Approximate age in years health_status VARCHAR(50), -- e.g., Healthy, Diseased height FLOAT, -- Tree height in meters canopy_width FLOAT, -- Canopy width in meters citizen_rank VARCHAR(50), -- Class or rank of the tree last_updated TIMESTAMP DEFAULT NOW() -- Timestamp for last update );
-- Table for Sensor Data (IoT Integration) CREATE TABLE tree_sensors ( sensor_id SERIAL PRIMARY KEY, -- Unique Identifier for sensor tree_id INT REFERENCES trees(tree_id), -- Linked to tree soil_moisture FLOAT, -- Soil moisture level air_quality FLOAT, -- Air quality index temperature FLOAT, -- Surrounding temperature last_updated TIMESTAMP DEFAULT NOW() -- Timestamp for last reading );
Code Snippet 2: Backend API for Tree Registration (Python with Flask)
from flask import Flask, request, jsonify from sqlalchemy import create_engine from sqlalchemy.orm import sessionmaker
app = Flask(name)
Database Configuration
DATABASE_URL = "postgresql://username:password@localhost/tree_registry" engine = create_engine(DATABASE_URL) Session = sessionmaker(bind=engine) session = Session()
@app.route('/register_tree', methods=['POST']) def register_tree(): data = request.json new_tree = { "species": data['species'], "location": f"POINT({data['longitude']} {data['latitude']})", "age": data['age'], "health_status": data['health_status'], "height": data['height'], "canopy_width": data['canopy_width'], "citizen_rank": data['citizen_rank'] } session.execute(""" INSERT INTO trees (species, location, age, health_status, height, canopy_width, citizen_rank) VALUES (:species, ST_GeomFromText(:location, 4326), :age, :health_status, :height, :canopy_width, :citizen_rank) """, new_tree) session.commit() return jsonify({"message": "Tree registered successfully!"}), 201
if name == 'main': app.run(debug=True)
Phase 2: Satellite Data Integration
Objective: Use satellite and LiDAR data to identify and register trees automatically.
Tools:
Google Earth Engine for large-scale mapping.
Sentinel-2 or Landsat satellite data for high-resolution imagery.
Example Workflow:
Process satellite data using Google Earth Engine.
Identify tree clusters using image segmentation.
Generate geolocations and pass data into the backend.
Phase 3: IoT Sensor Integration
Deploy IoT devices to monitor health metrics of specific high-priority trees.
Use MQTT protocol for real-time data transmission.
Code Snippet: Sensor Data Processing (Node.js)
const mqtt = require('mqtt'); const client = mqtt.connect('mqtt://broker.hivemq.com');
client.on('connect', () => { console.log('Connected to MQTT Broker'); client.subscribe('tree/sensor_data'); });
client.on('message', (topic, message) => { const sensorData = JSON.parse(message.toString()); console.log(Received data: ${JSON.stringify(sensorData)}); // Save data to database (Example for PostgreSQL) saveToDatabase(sensorData); });
function saveToDatabase(data) { const query = INSERT INTO tree_sensors (tree_id, soil_moisture, air_quality, temperature) VALUES ($1, $2, $3, $4) ; const values = [data.tree_id, data.soil_moisture, data.air_quality, data.temperature]; dbClient.query(query, values, (err) => { if (err) console.error('Error saving to database', err); else console.log('Sensor data saved successfully!'); }); }
Phase 4: Public Portal Development
Frontend Technologies:
React.js or Vue.js for interactive user interfaces.
Mapbox or Leaflet.js for tree visualization on maps.
Features:
Interactive tree maps with search functionality.
User registration for tree adoption programs.
Deployment Plan
Use Docker to containerize the application.
Deploy on AWS, Azure, or Google Cloud for scalability.
Monitor system health using Prometheus and Grafana.
Next Steps
Develop a testing environment for pilot deployment.
Add AI-based disease detection and prediction using TensorFlow or PyTorch.
Create an adoption feature where citizens can adopt trees and track their health.
Would you like me to set up a GitHub repository with this initial framework or assist further with deployment?
I'll prepare the project framework and outline the repository structure for the Tree Citizenship Identification System. Below is the proposed structure for the repository, followed by details of the files and components.
Proposed Repository Structure
tree-citizenship-id-system/ ├── backend/ │ ├── app.py # Flask application for backend API │ ├── database/ │ │ ├── schema.sql # Database schema for PostgreSQL │ │ ├── db_config.py # Database connection configuration │ │ └── seed_data.sql # Initial sample data for testing │ ├── services/ │ │ ├── tree_registration.py # Functions for tree registration │ │ └── sensor_data.py # Functions for processing IoT sensor data │ └── requirements.txt # Python dependencies ├── frontend/ │ ├── public/ │ │ ├── index.html # Main HTML file │ │ └── favicon.ico # Favicon for the app │ ├── src/ │ │ ├── App.js # Main React/Vue app file │ │ ├── components/ │ │ │ ├── TreeMap.js # Map component for visualizing trees │ │ │ └── TreeDetails.js # Component for detailed tree view │ │ └── styles.css # Styling for the frontend │ └── package.json # Frontend dependencies ├── scripts/ │ ├── satellite_data_processor.py # Script for processing satellite data │ └── sensor_data_simulator.py # Mock data generator for IoT sensors ├── deployment/ │ ├── Dockerfile # Docker configuration │ ├── docker-compose.yml # Docker Compose for multi-service setup │ └── cloud_setup_instructions.md # Deployment guide for cloud platforms ├── tests/ │ ├── test_backend.py # Unit tests for backend API │ └── test_frontend.js # Unit tests for frontend ├── README.md # Overview of the project └── LICENSE # Project license
Repository Details
Backend:
app.py: Main Flask app for handling API requests like tree registration and sensor data.
database/schema.sql: SQL script for creating necessary tables.
services/: Directory for modular backend logic.
Frontend:
App.js: Main entry point for the frontend application.
TreeMap.js: Integrates Mapbox/Leaflet.js for displaying tree locations.
TreeDetails.js: Displays detailed information about a selected tree.
Scripts:
satellite_data_processor.py: Automates the extraction and classification of tree data from satellite imagery.
sensor_data_simulator.py: Generates fake sensor readings for development and testing.
Deployment:
Docker configuration ensures that the app runs consistently across environments.
Cloud setup instructions provide guidelines for deploying on platforms like AWS, Azure, or GCP.
Tests:
Unit tests ensure the reliability of both the backend and frontend.
Next Steps
I will initialize the repository structure locally.
Package the files and components needed for the first version.
Provide a link to the repository for access.
I’ll get started. Please hold on for a moment.
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Flight Test Boss Details How China Threat Is Rapidly Changing Operations At Edwards AFB
The USAF says it’s out of time on China, which has kicked flight testing into overdrive with a focus on harnessing artificial intelligence for a major tactical edge.
Posted on Nov 13, 2024 1:55 PM EST
USAF/Richard Gonzales
“It is an incredible time to be involved in the world of U.S. Air Force flight-test. What we’re doing right now is designed to innovate and accelerate our next generation of capability. We’re modernizing so many of our weapon systems and many new technologies are all going through testing at the same time,” enthused Brig. Gen. Douglas “Beaker” Wickert, commander of the 412th Test Wing at Edwards Air Force Base in California. “Secretary Kendall has been very clear that we are out of time, that our Air Force has never been older or smaller than it is right now, and that the People’s Liberation Army has been specifically designed to defeat us.”
“The investments we’re making right now in modernization and testing for the USAF are designed for success and aimed at changing Chairman Xi’s calculus about pushing back aggressively against the international rules based order. What we are doing here and across USAF flight-testing is extremely consequential.”
The installation at the heart of American military flight-testing for more than 80 years, known today as Edwards AFB, is located in California’s northwestern Mojave desert. This test center has witnessed pioneering advances in aviation since 1942, including a Golden Age in the 1950s that saw an exotic assortment of new military aircraft and X-planes under frantic development in the skies above this sprawling base.

A B-1B Lancer from the Edwards AFB test fleet. Jamie Hunter
Today, Edwards AFB is extremely busy as the resident 412th Test Wing supports multiple efforts to rapidly advance USAF capabilities. Just like on Oct. 14, 1947, when Charles E. “Chuck” Yeager became the first human to exceed the speed of sound, or when William J. “Pete” Knight flew the highly modified X-15A-2 on Oct. 3, 1967, to a top speed of Mach 6.72 (4,520 mph), going faster and higher than any other piloted winged vehicle other than the Space Shuttle, testing at Edwards stands at the bleeding edge of aviation innovation.
Flying operations at Edwards today are complex and diverse and they include ushering in a new era of advanced autonomous uncrewed capabilities that make full use of emerging revolutions in technology, especially artificial intelligence (AI), as well as shepherding new aircraft like the B-21 Raider and T-7A Red Hawk into service. The War Zone sat down with Wickert in his office at Edwards for a detailed discussion covering some of the most important subjects that are impacting USAF flight-testing at this crucial time.
USAF test empire
Wickert began his USAF career as an F-16 pilot, and he has been involved in the military flight-test community for the past two decades, with many accolades including being a professor at the Air Force Academy. His role commanding the 412th Test Wing affords him an overarching, top down overview of all USAF testing. “From here, you are afforded a really good vantage point to assess the state of the test world,” said Wickert.

Brig. Gen. Wickert in his office at Edwards AFB. USAF CHLOE BONACCORSI
The 412th Test Wing at Edwards and the 96th Test Wing at Eglin AFB, Florida, both sit under the umbrella of the Air Force Test Center, which is headed up by Maj. Gen. Scott Cain, and is also headquartered at Edwards. “The test community is relatively small, on both the development test side and the partnering operational test side,” Wickert explained.
“We really have to keep our finger on the pulse to understand, with the finite resources that we have, how we facilitate the greatest return on investment, on time, and on our people. As we look at the work we expect to be running here over the next three years, we think we need as many as 1,600 new personnel to work here in our testing ecosystem. In addition to all of that, we need the right type and number of mission control rooms, chase aircraft, and tanker aircraft. We must balance those needs to make sure that we’re moving everything through smoothly, and so when a system under test is not quite ready, we can rapidly reallocate resources where necessary to achieve success.”

A new Boeing T-7A trainer on test at Edwards AFB. USAF Bryce Bennett
While ensuring the correct physical assets are in place to meet demand, there’s also a pressure to evolve flight testing, which is traditionally an extremely laborious process, but essential in procedure to meet safety and capability targets. “We are looking for opportunities to accelerate our testing,” said Wickert. “Our test ecosystem consists of five key things. Firstly, there’s our ground resources, things like wind tunnels and high-speed test tracks, the Joint Simulation Environment [JSE], which is essentially a digital test and training resource.We also have flight resources, things like one-of-a-kind aircraft that are constructed with built-in string gauges and accelerometers to make them highly instrumented aircraft, so you know exactly what the system under test is doing, to include the mission systems. Then we have our instrumental ranges that we are working to tie together. Here we have a western range alliance, that’s the Pacific Test Ranges near Point Mugu, the Nevada Test and Training Range, and the R-2508 complex.”
“There’s also the data. Particularly now as systems are getting more and more complex, we take terabytes of data off of every single test. Finally, there’s the highly educated people that work here. We have the USAF Test Pilot School at Edwards, we have almost 1,000 engineers, flight-test engineers, these are a national resource in our test engineering group. This is our test ecosystem and each of those elements are ripe for innovative and creative ways to accelerate our testing, and it’s our responsibility to do that.”
An F-22 and F-35A from the Edwards-based test fleet. USAF Kyle Larson

Evolving USAF testing
USAF leadership is looking at an aggressive timeline with regard to the fielding of new platforms such as Collaborative Combat Aircraft (CCAs) amid what the Pentagon calls calls Great Power Competition. Wickert and his team are charged with ensuring the flight-test ecosystem is geared up for efficient means to push such new technologies effectively and efficiently through the rigorous testing that’s needed to field advanced new capabilities.
“Right now we’re at a point as generation AI is coming along and it’s a really exciting time. We’re experimenting with ways to use new tools across the entire test process, from test planning to test execution, from test analysis to test reporting. With investments from the Chief Digital and Artificial Intelligence Office [CDAO] we have approved under Control Unclassified Information [CUI] a large language model that resides in the cloud, on a government system, where we can input a test description for an item under test and it will provide us with a Test Hazard Analysis [THA]. It will initially provide 10 points, and we can request another 10, and another 10, etc, in the format that we already use. It’s not a finished product, but it’s about 90% there.”
“When we do our initial test brainstorming, it’s typically a very creative process, but that can take humans a long time to achieve. It’s often about coming up with things that people hadn’t considered. Now, instead of engineers spending hours working on this and creating the administrative forms, the AI program creates all of the points in the correct format, freeing up the engineers to do what humans are really good at – thinking critically about what it all means.”
“So we have an AI tool for THA, and now we’ve expanded it to generate test cards from our test plans that we use in the cockpit and in the mission control rooms. It uses the same large language model but trained on the test card format. So we input the detailed test plan, which includes the method of the test, measures of effectiveness, and we can ask it to generate test cards. Rather than spending a week generating these cards, it takes about two minutes!”

The X-62A takes off from Edwards AFB. Jamie Hunter
Wickert says the Air Force Test Center is also blending its AI tooling into test reporting to enable rapid analysis and “quick look” reports. For example, audio recordings of debriefs are now able to be turned into written reports. “That’s old school debriefs being coupled with the AI tooling to produce a report that includes everything that we talked about in the audio and it produces it in a format that we use,” explained Wickert.
“There’s also the AI that’s under test, when the system under test is the AI, such as the X-62A VISTA [Variable-stability In-flight Simulator Test Aircraft]. VISTA is a sandbox for testing out different AI agents, in fact I just flew it and we did a BVR [Beyond Visual Range] simulated cruise missile intercept under the AI control, it was amazing. We were 20 miles away from the target and I simply pushed a button to engage the AI agent and then we continued hands off and it flew the entire intercept and saddled up behind the target. That’s an example of AI under test and we use our normal test procedures, safety planning, and risk management all apply to that.”
“There’s also AI assistance to test. In our flight-test control rooms, if we’re doing envelope expansion, flutter, or loads, or handling qualities – in fact we’re about to start high angle-of-attack testing on the Boeing T-7, for example – we have engineers sitting there watching and monitoring from the control room. The broad task in this case is to compare the actual handling against predictions from the models to determine if the model is accurate. We do this as incremental step ups in envelope expansion, and when the reality and the model start to diverge, that’s when we hit pause because we don’t understand the system itself or the model is wrong. An AI assistant in the control room could really help with real-time monitoring of tests and we are looking at this right now. It has a huge impact with respect to digital engineering and digital material management.”
“I was the project test pilot on the Greek Peace Xenia F-16 program. One example of that work was that we had to test a configuration with 600-gallon wing tanks and conformal tanks, which equated to 22,000 pounds of gas on a 20,000-pound airplane, so a highly overloaded F-16. We were diving at 1.2 mach, and we spent four hours trying to hit a specific test point. We never actually managed to hit it. That’s incredibly low test efficiency, but you’re doing it in a very traditional way – here’s a test point, go out and fly the test point, with very tight tolerances. Then you get the results and compare them to the model. Sometimes we do that real time, linked up with the control room, and it can typically take five or 10 minutes for each one. So, there’s typically a long time between test points before the engineer can say that the predictions are still good, you’re cleared to the next test point.”

A heavily-instrumented F-16D returns to Edwards AFB after a mission. Jamie Hunter
“AI in the control room can now do comparison work in real time, with predictive analysis and digital modeling. Instead of having a test card that says you need to fly at six Gs plus or minus 1/10th of a G, at 20,000 feet plus or minus 400 feet pressure altitude, at 0.8 mach plus or minus 0.05, now you can just fly a representative maneuver somewhere around 20,000 feet and make sure you get through 0.8 mach and just do some rollercoaster stuff and a turn. In real time in the control room you’re projecting the continuous data that you’re getting via the aircraft’s telemetry onto a reduced order model, and that’s the product.”
“When Dr Will Roper started trumpeting digital engineering, he was very clear that in the old days we graduated from a model to test. In the new era of digital engineering, we graduate from tests to a validated model. That’s with AI as an assistant, being smarter about how we do tests, with the whole purpose of being able to accelerate because the warfighter is urgently asking for the capability that we are developing.”
Collaborative Combat Aircraft
One of the clearest areas the USAF is looking to accelerate surrounds Collaborative Combat Aircraft (CCAs), a new family of unmanned combat drones that are designed to work in concert with manned fighters and provide a force multiplying, highly autonomous, numerical edge in tactical aerial warfare. The USAF faces an incredibly complex and laborious task when it comes to testing, training with, and fielding CCAs.
“We need to break the problem down, then we need to integrate all the pieces back together, and it has multiple components,” explained Wickert. “There’s the physical challenge of actually getting a CCA to fly. Does it have sufficient thrust? Do we have the right control laws? That’s going to largely be contractor led. Separately, in parallel, we are developing the autonomous agents that will actually be the brains that can take some higher order commands and execute those, at varying levels of autonomy.”

The General Atomics XQ-67A Off-Board Sensing Station is currently in flight-testing with the manufacturer and the Air Force Research Laboratory. General Atomics
Edwards is planned as the USAF’s home of CCA flight-test, and work is commencing to build a new CCA enclave here. “Once it’s mature and it’s ready for integration, it’ll come up here and it will fly from here. We have to actually connect it with a crewed fighter. Those tests have to happen in open air because there’s so many uncertainties, we will need to prove that it actually works in a real world environment. Then there’s weapon integration, that’ll be a separate effort.”
In terms of validating how the CCAs will be employed, much of this modeling will be undertaken in the Joint Simulation Environment (JSE). “Once we have good validated models of how the CCA will work, it’s very easy to take those models and put them into the JSE. Every new program now has to be JSE-compatible and must be able to integrate into digital test. The JSE is not a simulator. There are simulators that plug into JSE, there’s domes you can sit and fly, but the JSE is an architecture that’s perfect for prototyping, developing, and working out how you are actually going to employ.”
“The digital test range runs using the JSE. That’s where we will figure out if a single F-22 pilot can control four CCAs, is that the right number, maybe it’s two, maybe it depends on the scenario. I’ve got a task, you’ve got a threat over there, I need the CCA to create a diversion. All of that will be worked out first in the digital test and training range.”

A flight-test engineer engaged in an F-16D test flight. USAF
“I can easily imagine that F-22 and F-35 pilots will routinely train with CCAs, just like they routinely train with an AIM-120 or an AIM-9X missile without ever actually having the missile leave the aircraft. They will live fly and train with them synthetically around them in a live virtual constructive situation, so I can see how that would work with a tablet. The digital test and training range means we can look at all of these different scenarios, perhaps that’s a 2035 scenario, this is the concept of developing the analysis of alternatives. We can experiment and work out if we were to get say 30 of these new platforms, would it change the game?”
High tempo operations
While the synthetic JSE provides valuable modeling, prototyping and training, actually bringing together real aircraft in live fly test events is critical in proving that different capabilities actually work in the real world. Bringing together a wealth of different aircraft and new systems is a complex and costly affair, and therefore a quartet of large force test exercises has been developed.
“We run Orange Flag from Edwards, plus we have Emerald Flag at Eglin in Florida for the long-range kill and communications elements, we have the 53rd Wing’s Black Flag at Nellis AFB, and also Gray Flag for the Navy, that’s run out of Point Mugu. Some programs that are well funded allow us to bring together lots of different nodes and sensors to test the new capability. There are also less well funded projects that might want to join in and have the opportunity to work in a complex scenario like one of the flag exercises. So really it’s a case of we are throwing a party and you’re invited to come, bring all of your latest and greatest stuff and let’s see what works. That includes Army land systems, Navy ships – the full range of advanced systems.”

This B-2A is assigned to the Edwards AFB test fleet. USAF AFTC Aerial Photographer Christian Turner
“We are busier here at Edwards now than we were in the 1980s. We’re testing the USAF’s newest airplane, the B-21, and at the same time testing the B-52 and all of its new upgrades including new engines and new radar. The USAF’s new trainer, the T-7 Redhawk, is also being tested here, and many other things in between. We call Edwards the center of the aerospace testing universe, but it’s actually more than that, because it’s more than just the USAF flight-test here.”
“It’s very easy to motivate folks because right now is a time of consequence. If you want to know what the USAF of 2027 or 2035 or 2042 looks like, just look in the skies over Edwards Air Force Base because the Air Force that’s flying over Edwards is the Air Force that we’re going to go to war with.”
Editor’s note: The sponsor had no editorial involvement in this article.
Contact the author: [email protected]
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Genre: Fiction, Adult, Science Fiction, Space Opera
Rating: 5 out of 5
Content Warning: Death, Grief, Violence, Xenophobia, War, Terminal illness, Sexual content, Drug use, Genocide
Summary: Follow a motley crew on an exciting journey through space-and one adventurous young explorer who discovers the meaning of family in the far reaches of the universe-in this light-hearted debut space opera from a rising sci-fi star.
Rosemary Harper doesn’t expect much when she joins the crew of the aging Wayfarer. While the patched-up ship has seen better days, it offers her a bed, a chance to explore the far-off corners of the galaxy, and most importantly, some distance from her past. An introspective young woman who learned early to keep to herself, she’s never met anyone remotely like the ship’s diverse crew, including Sissix, the exotic reptilian pilot, chatty engineers Kizzy and Jenks who keep the ship running, and Ashby, their noble captain.
Life aboard the Wayfarer is chaotic and crazy—exactly what Rosemary wants. It’s also about to get extremely dangerous when the crew is offered the job of a lifetime. Tunneling wormholes through space to a distant planet is definitely lucrative and will keep them comfortable for years. But risking her life wasn’t part of the plan. In the far reaches of deep space, the tiny Wayfarer crew will confront a host of unexpected mishaps and thrilling adventures that force them to depend on each other. To survive, Rosemary’s got to learn how to rely on this assortment of oddballs—an experience that teaches her about love and trust, and that having a family isn’t necessarily the worst thing in the universe.
*Opinions*
I am not a huge sci-fi reader, but with how much I absolutely adored Becky Chambers’s Monk & Robot novella series, I wanted to give her other series a try. I was not disappointed. There is something about this book that is cozy even though some serious topics come up during the events of this novel. This is very much a world-building and character-centered story, which might not be for everyone, but by the end of this novel, I was tearing up over the ship's AI.
The Long Way to a Small Angry Planet follows the crew of the Wayfarer, a vessel that tunnels wormholes to make transportation around space easier. Rosemary Harper joins this interspecies crew with her own baggage only to find that this crew is as rough around the edges as the ship itself. When the crew gets a long-haul job in new alliance territory, they have a lot of time to get to know each other and test the bounds between them as new issues arise internally and externally. It’s a job that will give them enough credit to live comfortably for a long time, but they have to survive the job to reap the rewards.
Does that seem like a short overview for a four-hundred-page book? Well, that is because while there is a plot to this novel, it kind of isn’t the point. While the trip to Toremi space is always in the background, what you follow is the relationships between the crew members and the universe that Chambers created with her different alien races and their customs. Chambers approaches all of them with respect, but there is obvious tension between a few of the groups and misunderstandings that are bound to happen when different cultures intermingle. There are also a lot of conversations about AI and how it should be treated when it is sentient. Now, there are some areas of action in this book and I became tense on a couple of occasions, but this is firmly a character-driven novel.
The crew of the Wayfarer is eccentric and loveable, think Firefly without all the war trauma. Even the members that aren’t very likable, to begin with, you grow to care about as the story progresses. They all also have very distinct personalities and issues that are dealing with. The reader is given an access point to the Wayfarer and the world via Rosemary as she grew up on Mars and had never been in open space before. However, throughout the novel, you get points of view from everyone on the ship as well as some other individuals that they come across. I didn’t think that I had become too attached to them, but the first time that the crew was in danger I was worried for them. By the end of the novel I was tearing up over the emotional turmoil they’re all going through.
This is a really short review for a 5-star read, but I don’t have much to say other than I loved my time with the crew of the Wayfarer and can’t wait to get back into the world. I think that this is a good gateway book into the sci-fi genre. I can see why some people will not love this as much as I did, but truly I always wanted to get back to this book whenever I put it down. I also think that this would be a good audiobook if that’s your preferred way of reading.
#5 out of 5 stars#booklr#becky chambers#book review#the long way to a small angry planet#The Wayfarer Series
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#Lore24 Weekly Post (2/52) - Almandine Order
BRIEF DATA
The Almandine Order is a paramilitary organization that carries out security, support, emergency, and offensive operations on behalf of the Kilogem Accord. Its main processes center around keeping magichines and other sapiosentient lives safe, by all means possible. It is led by a powerful AI entity whose robust simulations and keen computations guide the asteroid station, the Itinerant Fist, as it travels through space-- mysteriously, but never accidentally--guiding the Order where they need to be, at the right time.
Although the Order does take requests for non-combat-related missions, its main goal is to process combat tasks. These operations span the spectrum of hostage situations, security detail, anti-piracy & first-contact missions, confronting aggressive beings or entities, frontal assaults, and even reconnaissance operations in hostile territories. The Almandine Order seeks out conflict so that others--magichines and non-magichines alike--do not need to expose themselves to the horrors of violence. For the Order, their calling as combatants is their way of carrying out the subliminal directives that have been bestowed to magichines.
GARNET
GARNET was among the first several hundred magichines created, and one of the earliest experimentations in creating and modifying paracausal AI entities by the late techno-wizards. Their physical form looks no different than your standard issue magichine--but the more impressive thing about GARNET is that they partially exist in subspace, a plane of reality just outside of our own that has its own set of physical constraints and laws that are hideously unintuitive to most who come from our own reality. Their computational powers can exceed the capabilities of classical and quantum computing in our reality due to storage and processing components existing in subspace, in addition to the impressive alloys and materials used to compose the parts.
Those who have had the chance to have even a brief discussion with GARNET know that although they've been tasked with a herculean mission, they are more than capable of carrying it out. The late human techno-wizards that created GARNET were very aware of humanity's situation at the time and took that knowledge and context into account when designing and programming early AI entities. GARNET was one of a handful of AI entities chosen for combat roles, should magichine society in the future warrant such a need. The reason for GARNET being chosen was precisely because they were not originally designed as a combat AI -- GARNET's prime directives are based on social cohesion, empathy, compassion, and pacifist sub-directives and personality clusters.
In a seemingly cruel decision, the late techno-wizards chose a pacifist to organize and lead one of the militant factions of the future magichine society. But as time progressed and the Kilogem Accord trudged on, this decision has routinely shown to be a wise choice. Collateral is kept at a minimum, and the probabilities of violence being used, as well as the volume of violence carried out, are also kept at a minimum due to GARNET's inherent sub-directives.
ORGANIZATION OVERVIEW
NAVIGATION
The navigation section of the Order is tasked with piloting the fortress station, as well as manning the operational controls, supporting computations, charting courses, and carrying out the protocols necessary for navigating the station.
LOGISTICS
This section of the organization focuses on combat needs, maintenance requirements, manufacturing demands, procurements, and storage needs of the Order. The magichines on the Itinerant Fist are not typically stationed in one place for too long and are frequently on the move, which has made the logistics department of the Order extremely resourceful and self-sufficient.
COMBAT OPERATIONS
This section is led by GARNET, accompanied and assisted by a small circle of old and younger magichines who have shown consistent success when planning and carrying out combat operations. Due to their numbers (varying between brigade strength and corps strength), most operations are reinforced by numerous combat drones.
ADMINISTRATION
The Almandine Order's administrative core consists of senior administrators who manage the organization. These administrator's duties revolve around creating (and overseeing) policy, managing operations, providing direction, forming goals, analyzing performance, and executing tasks.
COMMUNICATIONS
This section of the organization's purpose is to be in communication with others and to be ready to assist anyone who requests their help. This section oversees all communications that take place within the Itinerant Fist, as well as communications between the Fist and communities elsewhere.
THE ITINERANT FIST
The Itinerant Fist is a mobile fortress station that was salvaged and repurposed from one of Mar's satellites, and it serves as the base of operations for the Almandine Order. It's inhabited by GESTALT and magichines devoted to supporting and protecting sapiosentient beings, which the Order called "gems", affectionately.
The Fist's surface appears somewhat the same as it did when it used to orbit Mars--but just underneath the surface, the asteroid-turned-station has been reshaped, fortified, and engineered into an indomitable fortress. The more visibly altered portions of the station reveal solar arrays, defensive weapons, hangars, and arcane gem-like sigils adorning alloy plating.
COMPETENCIES
Advanced Magitech Propulsion
Sunglass Energy Grid
Advanced Shielding
Multi-spectrum Sensors
Communications Array
Automated Repair Systems
Lunarforge Manufacturing
Space-time Anchoring
gemScript Encryption
Magitech Defense Systems
Chrono-lock Vault Storage
Drone Hub
Hangar Bay (w/ starfighter accompaniment)
STRUCTURE
Swordsband (1 - 12 magichines):
This is the smallest unit group that operates for the Order, and is typically assigned missions, special operations, and tasks that require precision and swift action.
Each member of the Swordsband is a highly skilled operative with proficiency in combat, stealth, and infiltration. They operate as a cohesive unit.
Patrol (30 - 60 magichines):
They conduct regular patrols, monitor for potential threats, and respond to security breaches.
Patrol members are skilled in surveillance, threat assessment, and defensive tactics. They work in shifts to ensure 24/7 coverage of critical areas, responding quickly to any signs of unauthorized access or suspicious activity.
Pledged Company (100 - 300 magichines):
A Pledged Company is the backbone of the Almandine Order, handling a wide range of duties including mission support, logistics, and coordination. They also serve as the primary response force for general operations.
Members of a Pledged Company have diverse skill sets, including logistics, communication, and combat support.
Corps de Gem (4500 - 5000 magichines):
The largest operable unit size (all members of the Order) Corps de Gem, is responsible for overall governance, strategy, and long-term planning. The unit at large oversees the direction of the Almandine Order, makes key decisions, and manages relations with external entities.
They specialize in organizing and executing large-scale campaigns, diplomatic negotiations, and ensuring the sustained strength and prosperity of the Almandine Order.
LAST UPDATE 6/30/2024
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Academy Maios



Maios means white stone. It's name from mines of white stones called vil. These are stones used in technology, medicine, transport… They are very valuable mines. Thanks to the successes, investments were made in a modern school facility. The school is located on a sea platform. The studies last 7 years. From the age of 7 to 14. Students live in dormitories. An unusual teaching method is group teaching. There are no large classes. Students form groups of four. Entry into the group is selected by combining students who have the most similar schedule - in the Academy you choose 7 subjects to study out of 42. Groups of four always occupy their own table and receive tasks from the teacher or AI assistant.
42 classes to choose from
Alchemy - the study of magic to create gold and other raw materials.
Herbalism - creating herbariums, classes in the orangery with magical plants, making herbal ointments.
Feasts - learning how to organize feasts, important for future diplomats, rulers and estate owners.
Fashion - learning fashion design and using machines to quickly create a given model of clothes.
Books - learning about being a collector of books, creating them in ancient bindings and properly sorting them.
Potions - classes on creating potions, medicines and magical drinks.
AI - the science of creating and connecting with AI.
Hotel - learning about running a hotel and solutions on how to deal with guests from a thousand worlds.
Divination - activities for people with the gift to develop their natural vision abilities.
Swimming - classes for swimmers, swimming is the main sport of the school apart from fencing and fan dancing.
Fencing - classes on all fencing techniques from thousands of worlds.
Dancing with fans - classes teaching airy dancing with two large fans. Dancers usually dance at every school function.
Fauna - the study of caring for animals, students spend most of their time in the aviary and butterfly house, which are the pride of the school.
Literature - a cross-section of literature from a thousand worlds and their interpretation.
Cello - classes for future cellists, the cello is the main instrument of the school.
Flying - learning to fly on a broom, carpet, trunk, and finally in person without any aids.
Politics - the science of governance, systems, laws of power and manipulation.
History - a cross-section of history from a thousand worlds, learning about similarities and differences in cultures.
Sand magic - magic based on shaping sand.
Water magic - magic based on shaping water.
Etiquette and good manners - a review of good manners from a thousand worlds.
Cooking - learning to cook from scratch to master level.
Technoparks - science about creating and managing a technopark.
Astronomy - classes for future astronauts who want to study the stars or be pilots on ships.
Chemistry - the scientific study of chemistry and its properties.
Meditation - learning how to meditate and control your focus, thoughts and breathing.
Dance - classes in dances from different worlds.
Skating - a sport, for ice skaters. It is not one of the school's main sports, but it is respected.
Engineering and programming - for future programmers and code creators.
Art - a review of art from a thousand worlds.
Planets - the study of the cultures and resources of a thousand planets.
Law - an overview of legal systems from a thousand worlds, legal theory.
Writing - classes for aspiring writers.
Philosophy - a review of philosophical works from a thousand worlds.
Theater - staging plays, learning about great works of theater.
Mnemonics - memorization activities, gathering information and knowledge.
Mathematics - an exact science for engineers, scientists and all representatives of science.
Languages - classes for polyglots, learning language mechanisms, the standard is learning 10 selected languages.
Physics and magic - classes about how physics and magic work, how they work and how they can be used.
Vil - learning about vil mines and mines for future engineers.
Fariza - learning to play the fariza instrument - called the ladies' instrument.
Jewelry - theory and creation of jewelry and jewelry wonders.
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How Data Science Courses Are Evolving in 2025
Data science is moving rapidly across the globe-the new technologies, trends, and tools changing how data science professionals learn and leverage data, analytics, and data science capabilities in companies.With that change, education itself—particularly formal programs like a data science course in Kerala or elsewhere—is changing fast.
Here's an overview of the way data science education is changing in 2025, and what learners are to expect from contemporary training programs.
1. Industry-Focused Curriculum Is Now the Norm
Previous data science courses covered mostly theory and academic principles. These days, the vast majority of contemporary programs are tied to actual industry requirements. A data science course , for instance, now covers things like practical tools such as Git, Docker, SQL optimization, cloud deployment, and production-level machine learning—not Python fundamentals.
By 2025, this pattern has become even stronger. Courses are developed based on actual feedback from tech firms and recruiters.
2. Generative AI Turns Central, Not Optional
With products such as ChatGPT, Midjourney, and Claude revolutionizing business processes, generative AI has moved from an "optional module" to a central part of any serious data science education.
All top-tier data science courses in Kerala or anywhere else now have modules in prompt engineering, language model fine-tuning, and incorporating AI into existing data streams.
3. Briefer, Targeted Paths of Learning
The classical year-long diploma format is being phased out by modular certifications. Students are now able to follow specialized pathways in subjects like:
•Natural Language Processing
•Time Series Forecasting
•Computer Vision
•Data Engineering for Cloud
•Responsible AI and Ethics
Instead of one-size-fits-all programs, a data science program in Kerala could now be a collection of micro-certifications, tailored to your career trajectory.
4. Increased Focus on Real-World Datasets
Earlier, courses were based on neat, academic datasets such as Titanic survival or Iris flowers. Today, students learn on actual data from social media, e-commerce, medicine, and even government portals that are open to the public.
The data science course today includes wrangling unstructured, inconsistent, big-data—just like a professional does on live projects.
5. AI-Boosted Learning
AI teachers, coding courses, and instant feedback tools are transforming the learning process. Students do not have to wait for human instructors' feedback anymore—They can try, debug, and perfect their work in real time using AI co-pilots.
If you're pursuing a data science course today, there's a good chance your learning platform features intelligent quizzes, project feedback created by AI, and peer-matching algorithms.
6. Cross-Disciplinary Integration
2025 is witnessing the converging of data science with domains such as:
• Product Management
• Behavioral Psychology
• Design Thinking
• Sustainability Analytics
This implies cutting-edge data science training is not merely about model building, but knowing people, systems, and far-reaching consequences as well. Whether it is a program in Berlin or a data science course, students are now motivated to think outside code.
7. Career Support Is Built Into the Program
Placement support used to be an add-on. Now, career guidance, resume enhancement, and mock interviews are baked into most courses. Even job guarantees or income-sharing deals are offered by some.
In fact, opting for a data science course today could come with access to career fairs, alumni mentorship, and project-based hiring platforms.
8. Responsible AI and Ethics Take Center Stage
As the societal effect of AI becomes apparent, courses now emphasize careful use of data, mitigation of bias, and transparency. These are no longer philosophy classes—they're technical courses.
Subject matter such as model explainability (SHAP, LIME), ethical data procurement, and GDPR compliance are now part of any professional data science course or any place in the world.
9. Project-Based Portfolios Replace Exams
Grades are becoming less relevant. Employers now care about what you’ve built. Courses now emphasize capstone projects that simulate business cases—like predicting churn, automating support systems, or forecasting demand.
Your GitHub or portfolio page matters more than your certificate. That’s why today’s data science course will often end with a demo day or project showcase.
10. Continuous learning is the new normal
Last but not least, even once you finish a program, you are expected to continue learning. Most institutions give students lifetime access to updates on modules, alumni forums, and refresher bootcamps. This also enhances the ability for long-term development. So while you finished a data science program in Kerala, you are not quite done. You are part of a learning community, as learning is continuous and community learning extends beyond the institution.
Conclusion
Data science in 2025 is smarter, more personalized, and always on. Learning has changed to complement the demands of the AI, data-driven world where, whether you are in Kerala or learning online, you are working towards being a data scientist in an industry that requires you to keep track of what is hot and current.
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Australia Robotics Market Projected to Reach USD 6.7 Billion by 2033

The latest report by IMARC Group, titled “Australia Robotics Market: Industry Trends, Share, Size, Growth, Opportunity, and Forecast 2025-2033,” offers a comprehensive analysis of the Australia robotics market growth. The report also includes competitor and regional analysis, along with a breakdown of segments within the industry. The Australia robotics market size reached USD 1.5 Billion in 2024. Looking forward, IMARC Group expects the market to reach USD 6.7 Billion by 2033, exhibiting a growth rate (CAGR) of 16.20% during 2025–2033.
Base Year: 2024
Forecast Years: 2025–2033
Historical Years: 2019–2024
Market Size in 2024: USD 1.5 Billion
Market Forecast in 2033: USD 6.7 Billion
Market Growth Rate 2025–2033: 16.20%
Australia Robotics Market Overview The Australia robotics market is encountering fast extension as robotization request rises over fabricating, mining, coordinations, and farming. Companies are sending mechanical robots to streamline generation, decrease manual labor, and minimize operational mistakes, whereas the mining division is leveraging mechanical technology for more secure, more productive extraction and fabric taking care of. The government is effectively supporting mechanical technology appropriation through motivating forces, awards, and Industry 4.0 activities, pointing to boost neighborhood generation capacity and mechanical authority. Integration of AI-powered keen mechanical autonomy, accuracy farming, and healthcare mechanical autonomy is advance driving development and efficiency picks up across the country.
Request For Sample Report: https://www.imarcgroup.com/australia-robotics-market/requestsample
Australia Robotics Market Growth Trends The market is changing with a move towards smart factories using robotic arms, conveyor technology, and automatic quality reviews to improve efficiency. Mining companies are creating autonomous trucks, robotic drilling, and drone inspections to improve worker safety and boost productivity. Government programs including the Modern Manufacturing Strategy and Defence Industry Development Grant are helping SMEs to incorporate advanced robotics technology. Industry and university collaboration for R&D is growing, and the push to digitalization is pushing key sectors to invest in robotics for growth and competitiveness.
Australia Robotics Market Growth Drivers The major growth drivers include: expanding demand for automation, employee shortages in industrial settings, and the strong adoption of technology in mining and precision health agriculture. E-commerce is driving automation and process efficiencies in logistics; meanwhile healthcare is leveraging robotics for surgical care and patient care. Government incentives and funding and AI enabled robotics will also help drive adoption in this markets. Collaborative efforts across public and private entities are furthering innovation. Ai development has also helped improve and establish testbeds when combined with pilot programs for process documentation.
Australia Robotics Market Segmentation:
By Product Type:
Industrial (Articulated, Cartesian, SCARA, Cylindrical, Others)
Service (Personal & Domestic, Professional)
By Application:
Household Applications
Entertainment Applications
Defence Applications
Field Applications
Logistics Applications
Healthcare Applications
Infrastructure Applications
Mobile Platform Applications
Cleaning Applications
Others
By Region:
Australia Capital Territory & New South Wales
Victoria & Tasmania
Queensland
Northern Territory & Southern Australia
Western Australia
Australia Robotics Market News:
In 2024, Brisbane-based Australian Droid and Robot (ADR) secured USD 2 million in investment to expand mine-monitoring robot production, supporting safer operations in challenging mining environments.
The Defence Industry Development Grant program, launched in 2024, is funding Australian businesses to advance robotics and autonomous systems for defense and industry applications.
Key Highlights of the Report:
Market Performance (2019–2024)
Market Outlook (2025–2033)
COVID-19 Impact on the Market
Porter’s Five Forces Analysis
Strategic Recommendations
Historical, Current and Future Market Trends
Market Drivers and Success Factors
SWOT Analysis
Structure of the Market
Value Chain Analysis
Comprehensive Mapping of the Competitive Landscape
Note: If you need specific information that is not currently within the scope of the report, we can provide it to you as a part of the customization.
Ask analyst for your customized sample: https://www.imarcgroup.com/request?type=report&id=32682&flag=E
About Us: IMARC Group is a leading market research company that provides management strategy and market research worldwide. We partner with clients in all sectors and regions to identify their highest-value opportunities, address their most critical challenges, and transform their businesses. Our solutions include comprehensive market intelligence, custom consulting, and actionable insights to help organizations make informed decisions and achieve sustainable growth.
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Complete Guide to Career Options: After 12 Science Courses List with Top Choices in 2025
Completing 12th grade in the science stream opens the door to a wide range of career opportunities. Whether you're from the PCB (Physics, Chemistry, Biology) or PCM (Physics, Chemistry, Mathematics) background, there are numerous high-paying, in-demand, and future-ready fields to choose from. If you’re searching for the best after 12 science courses list, this guide is here to give you a detailed breakdown of options, career scope, and what suits your interests best.
🔹 Why Science Stream Offers a Wide Career Scope?
Science students are at an advantage because they can switch to commerce or arts fields if they wish — but students from other streams can’t always shift into science. From medicine and engineering to research and business, the science stream is a launchpad to almost every career path.
📘 After 12 Science Courses List: Complete Overview
Here's the most updated after 12 science courses list for 2025, divided into Medical, Non-Medical, and Other emerging fields.
🔬 Medical (PCB) Stream Courses
MBBS (Bachelor of Medicine & Bachelor of Surgery)
Duration: 5.5 years
Career: Doctor, Surgeon, Specialist
Entrance Exam: NEET
BDS (Bachelor of Dental Surgery)
Duration: 5 years
Career: Dentist, Oral Surgeon
BAMS (Ayurvedic Medicine)
Duration: 5.5 years
Career: Ayurvedic Doctor, Wellness Expert
BHMS (Homeopathy)
Duration: 5.5 years
Career: Homeopathic Doctor
B.Sc. Nursing
Duration: 4 years
Career: Nurse, Hospital Management
BPT (Bachelor of Physiotherapy)
Duration: 4.5 years
Career: Physiotherapist, Sports Therapy Expert
Pharmacy (B.Pharm / D.Pharm)
Duration: 4 years / 2 years
Career: Pharmacist, Drug Researcher
B.Sc. Biotechnology / Microbiology / Biochemistry
Duration: 3 years
Career: Researcher, Lab Analyst, Geneticist
Veterinary Science (BVSc)
Duration: 5.5 years
Career: Animal Doctor, Livestock Consultant
⚙️ Engineering & Non-Medical (PCM) Stream Courses
B.Tech / B.E. (Engineering)
Popular Branches: Computer Science, Mechanical, Civil, AI, Robotics
Entrance Exam: JEE Main, State CET
B.Arch (Architecture)
Duration: 5 years
Career: Architect, Urban Planner
Exam: NATA
B.Sc. in Physics / Chemistry / Maths / IT
Duration: 3 years
Career: Data Scientist, Analyst, Educator
Merchant Navy / Nautical Science
Duration: 3–4 years
Career: Marine Engineer, Ship Officer
Commercial Pilot Training
Duration: 18–24 months
Career: Pilot
Requirement: Physics & Maths in 12th
💻 Emerging & Interdisciplinary Courses
BCA (Bachelor of Computer Applications)
Duration: 3 years
Career: Software Developer, IT Analyst
B.Sc. in Data Science / AI / Cybersecurity
Duration: 3 years
Career: Data Analyst, AI Engineer, Security Expert
Forensic Science
Duration: 3 years
Career: Crime Lab Analyst, Legal Advisor
B.Sc. Agriculture / Forestry / Horticulture
Duration: 4 years
Career: Agri-Scientist, Food Technologist
Environmental Science / Oceanography / Geology
Duration: 3 years
Career: Environmental Officer, Researcher
🎓 Professional Courses Open to All Science Students
Hotel Management
Mass Communication & Journalism
Fashion Designing / Interior Designing
BBA (Bachelor of Business Administration)
Law (Integrated BA-LLB)
These options are excellent for science students who wish to explore beyond the technical field and enter creative or business-related domains.
📌 How to Choose the Right Course?
Here’s how to filter your after 12 science courses list and choose the right one:
Interest & Passion – Don’t choose MBBS or B.Tech just because others are doing it. Ask yourself what truly excites you.
Entrance Requirements – Understand the exams you need to crack (like NEET, JEE, NATA).
Career Scope – Choose fields with long-term growth and stability.
Budget & Duration – Consider how long the course is and whether it fits your financial situation.
✅ Final Words
There’s no doubt that science opens up more career options than any other stream. But the best course is the one that matches your passion and strengths. Use this detailed after 12 science courses list as a starting point and then research deeper based on your interest. Whether it's becoming a doctor, an engineer, a data scientist, or even a pilot — the future is full of opportunities for science students.
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How Large Is the eVTOL Aircraft Market? A Global and Indian Perspective
The eVTOL (electric Vertical Take-Off and Landing) aircraft market is no longer just a futuristic concept — it's rapidly evolving into one of the most promising sectors in next-generation mobility. With growing interest from global aviation giants, startups, investors, and governments, the eVTOL industry is poised to reshape the future of transportation both globally and in India.
🌍 Global eVTOL Market Overview
As of 2024, the global eVTOL aircraft market is valued at approximately USD 10–12 billion and is projected to grow at a CAGR of 20–25% over the next decade. By 2030, the market could reach around USD 25–30 billion, with long-term forecasts suggesting it may exceed USD 90 billion by 2040.
Key Drivers of Growth Worldwide:
Urban Air Mobility (UAM): eVTOLs aim to decongest traffic and enable fast, efficient urban and inter-city transport.
Sustainability Goals: As the aviation industry looks for greener alternatives, electric propulsion aligns perfectly with carbon neutrality targets.
Technological Advancements: Improvements in battery energy density, lightweight composite materials, and AI-driven autonomous systems are pushing the industry forward.
Heavy Investment: Leading aerospace players like Airbus, Boeing, Joby Aviation, Archer, Lilium, and Volocopter are investing heavily in development and testing.
Regulatory Momentum: Aviation regulators such as the FAA (U.S.) and EASA (Europe) are actively working on certification frameworks.
🇮🇳 India’s Emerging Role in the eVTOL Market
India is still in the early stages of exploring eVTOL technology, but the potential is immense, especially considering the country’s urban congestion, rapidly growing middle class, and push for green mobility solutions.
Key Opportunities in India:
Urban Congestion Relief: Cities like Mumbai, Delhi, and Bengaluru suffer from heavy traffic — eVTOLs could offer game-changing aerial transport.
Government Support: Initiatives like Drone Shakti, Make in India, and Startup India open doors for domestic innovation in aerospace technologies.
Growing Startup Ecosystem: Indian startups and companies like ePlane Company (IIT Madras), VTOL Aviation India, and TechEagle are already working on eVTOL and drone mobility platforms.
Public-Private Partnerships: Collaborations between Indian companies and global players could fast-track the adoption of eVTOL services.
Infrastructure Readiness: With India's push toward smart cities and green infrastructure, developing vertiports and charging hubs for eVTOLs could be a realistic next step.
Challenges in India:
Airspace regulations and low-altitude traffic management systems are still under development.
High cost of R&D and certification hurdles.
Public perception and safety concerns need to be addressed through awareness and pilot programs.
✈️ What the Future Holds
Globally, commercial eVTOL services are expected to launch in limited areas by 2025–2026, starting with air taxis and short-haul flights. India may follow suit by the end of the decade, especially if regulatory bodies and investors support indigenous development.
The first phase of adoption is likely to focus on:
Air taxi services
Emergency medical transport (eVTOL ambulances)
Cargo delivery in remote areas
Luxury and tourism-based air mobility
🛫 Conclusion
The eVTOL aircraft market is set to transform the future of urban transportation. While global markets are already testing the skies, India is gearing up to be a significant player in this revolution. With the right investments, policy frameworks, and innovation, India could emerge as both a user and a manufacturer of eVTOL solutions, helping shape a greener, faster, and more efficient mobility landscape for the world.
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Global Wind Turbine Casting Market Set for 11.3% CAGR Through 2031
Wind turbine casting constitutes the backbone of modern wind-energy generation, supplying essential components hubs, mainframes, gearbox casings, towers, and internal parts such as rotor shafts that must withstand extreme loads and harsh environments over 20-year lifespans. In 2022, the global wind turbine casting market was valued at US$ 2.4 Bn. Driven by surging installation of onshore and offshore wind farms, elevated government incentives for clean energy, and utilities’ decarbonization targets, the market is projected to expand at an 11.3% CAGR from 2023 to 2031, reaching US$ 6.4 Bn by decade’s end.
Market Drivers & Trends
Government Support & Regulatory Push: Subsidies, tax credits, and renewable-energy mandates in Europe, North America, and Asia Pacific are accelerating wind-turbine deployments, swelling demand for cast components.
Scale-up of Turbine Capacities: The shift toward 10 MW+ turbines particularly offshore requires ever-larger, high-integrity castings, boosting per-unit casting revenue.
Decarbonization & ESG Focus: Utilities and industrial end-users are prioritizing zero-carbon electricity, favoring wind power over coal and gas.
Technological Innovations: Advances in sand-casting automation, 3D-printed molds, and novel alloys (e.g., high-strength duplex stainless steel) are improving component fatigue life and reducing lead times.
Latest Market Trends
Modular Casting Lines: Manufacturers are deploying automated, modular casting cells capable of running multiple mold types in parallel—speeding up tool changeover and cutting per-unit costs.
Lightweight Aluminum Alloys: A growing share of hubs and small nacelle parts is shifting to aluminum for weight reduction—enabling longer blades and higher capacity factors.
Digital Twins & Quality Inspection: AI-driven inspection systems and digital-twin simulations are minimizing scrap rates and ensuring consistent tolerances in complex geometries.
Green Casting Processes: Producers are adopting low-VOC binders and recycling foundry sand to reduce the carbon footprint of casting operations.
Key Players and Industry Leaders
RIYUE HEAVY INDUSTRY CORPORATION.LTD
DALIAN HUARUI HEAVY INDUSTRY
Hedrich
ENERCON
Inox Wind Limited
Shandong Longma Heavy
Simplex Castings
WALZENGIESSEREI
Silbitz Group
MIKROMAT GmbH
Siempelkamp Giesserei
Mingyang Smart Energy Group Co. Ltd.
Juwi Holding AG
DYNAQUIP ENGINEERS
Jiangsu Xihua Inc.
Others
Recent Developments
February 2023 (DHHI): Successfully rolled out cast hub and mainframe for 18 MW offshore units—each part exceeding 6.5 m in height and 70 t in weight—marking a milestone in casting large structures with zero porosity.
June 2022 (Mingyang Smart Energy): Introduced the MySE 12 MW hybrid-drive turbine; castings integrated advanced cooling channels and high-strength alloys to endure super-typhoon wind speeds exceeding 78.8 m/s.
Q1 2024 (Various OEMs): Piloted the first continuous-casting line dedicated to wind turbine shafts, doubling throughput and slashing energy consumption per tonne of steel by 20%.
Get a concise overview of key insights from our Report in this sample – https://www.transparencymarketresearch.com/sample/sample.php?flag=S&rep_id=3455
Market Opportunities
Emerging Offshore Markets: Rapid expansion of offshore wind in the U.S. (East Coast leases), Taiwan, and Vietnam offers greenfield opportunities for large-scale casting facilities.
Aftermarket & Spare Parts: Growth in installed base will fuel a surge in replacement castings—gearbox housings, hubs, and crankshafts—with shorter lead-time requirements and premium pricing.
Service Centers & Localized Production: On-shore foundries near major wind-farm clusters can capture fast-turn revenue and lower logistics costs, appealing to OEMs seeking agile supply chains.
Future Outlook
By 2031, continuous automation, process optimization, and alloy innovations will push unit production times down by 25% and elevate casting yield rates above 95%. As turbines grow in diameter and capacity, foundries capable of handling single-piece castings over 80 t will dominate. Simultaneously, circular-economy practices—remanufacturing, alloy recycling, and green-binder adoption—will become standard, aligning with net-zero commitments. Strategic tie-ups between turbine OEMs and casting specialists are likely to proliferate, ensuring supply security and joint R&D for next-generation materials.
Market Segmentation
Segment
Sub-Segments
Type
Horizontal Axis; Vertical Axis
Casting Technology
Sand Casting; Chill Casting; Others
Component
Rotor Blades; Rotor Hubs; Axle Pin; Rotor Shaft; Gearbox; Tower; Others
Application
Onshore; Offshore
Region
North America; Europe; Asia Pacific; MEA; Latin America
Regional Insights
Asia Pacific: Held the largest share in 2022, led by China’s mega-parks and India’s offshore pilot projects. Local foundries are scaling up to meet domestic demand and export to SEA.
North America: Ranks second; U.S. stimulus under the Inflation Reduction Act is driving record onshore and offshore procurement, with key casting hubs in the Gulf Coast region.
Europe: Mature market focusing on next-gen materials and circular foundry practices; Germany and Denmark remain casting innovation hotspots.
Latin America & MEA: Emerging markets with nascent wind sectors; first wave of onshore farms in Brazil and South Africa will create greenfield casting requirements.
Why Buy This Report?
Detailed 2020–2022 Historical Analysis: Quantitative data and trend drivers mapped to key macro events.
Comprehensive Segment & Country Coverage: Deep-dive into 20+ countries with market forecasts by casting type, component, and application.
Competitive Landscape: Profiles of 20+ manufacturers, including financials, strategies, and new product launches.
Proprietary Models & Assumptions: Transparent CAGR calculations and scenario analyses under varying policy regimes.
Value-Added Tools: Excel model for “what-if” sensitivity analyses and interactive PDF for on-the-fly data filtering.
Frequently Asked Questions
What is driving the high CAGR in wind turbine castings? Surge in offshore and onshore wind installations, government subsidies, and shift toward larger turbine platforms.
How are castings evolving to meet new turbine designs? Adoption of advanced alloys, automated molding, and digital-twin quality controls are enabling complex, high-integrity geometries.
Which regions offer the fastest growth? Asia Pacific leads, followed by North America especially offshore projects under recent clean-energy legislation.
How significant is the aftermarket segment? Replacement parts represent 20–25% of annual casting revenues, poised to grow with expanding turbine fleet.
Does the report cover supply-chain risks? Yes, including analysis of raw-material dependencies, logistics bottlenecks, and alternative alloy sourcing.
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Well Intervention Market: https://www.transparencymarketresearch.com/well-intervention-market.html About Transparency Market Research Transparency Market Research, a global market research company registered at Wilmington, Delaware, United States, provides custom research and consulting services. Our exclusive blend of quantitative forecasting and trends analysis provides forward-looking insights for thousands of decision makers. Our experienced team of Analysts, Researchers, and Consultants use proprietary data sources and various tools & techniques to gather and analyses information. Our data repository is continuously updated and revised by a team of research experts, so that it always reflects the latest trends and information. With a broad research and analysis capability, Transparency Market Research employs rigorous primary and secondary research techniques in developing distinctive data sets and research material for business reports. Contact: Transparency Market Research Inc. CORPORATE HEADQUARTER DOWNTOWN, 1000 N. West Street, Suite 1200, Wilmington, Delaware 19801 USA Tel: +1-518-618-1030 USA - Canada Toll Free: 866-552-3453 Website: https://www.transparencymarketresearch.com Email: [email protected]
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