XGIMI Vibe One projector drops to its lowest price at $199


XGIMI Vibe One Mini 1080P Smart Portable Projector on bedside table

If you’re on the lookout for a good projector to up your home entertainment game, the XGIMI Vibe One Mini Projector is a solid choice. For Black Friday, it’s on sale for $199, down from its usual $269. That’s a 26% savings off the recommended retail price.

XGIMI Vibe One Mini Projector for $199.00 (26% off)

The XGIMI Vibe One Mini Projector scores a respectable 4.4 stars in Amazon reviews, thanks to its appealing features and performance. This compact device offers 1,080p resolution and comes loaded with Google TV and Netflix, so you can stream directly without needing another gadget. Its dual 3W JBL-tuned speakers with Dolby Audio make it a versatile option not just for movies but for playing your favorite tunes as well.

What really sets the Vibe One Mini apart is its ease of use. Automatic keystone correction and autofocus mean you can set it up quickly, whether you’re projecting on a wall or the ceiling. Plus, with a built-in battery that offers over an hour of video playback or up to four hours for audio-only mode, it’s perfect for a short movie night or a music session.

Designed for portability, this projector includes a 160-degree adjustable stand that also works as a handle, and it comes in fun Cloud Ash and Blue Spark color options. If you’ve been on the fence, this special Black Friday deal makes it an even more appealing option to consider for your next home movie night.

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Escape from Tarkov director says the launch week’s wobbles were ‘actual stress testing not only of our servers but also our mind and nerves’


Escape From Tarkov released on Steam on November 15, taking the excellent extraction shooter out of beta after a mere eight years, and almost immediately had a bit of a wobble. Players found themselves unable to log in, with demand being such that developer Battlestate Games acknowledged severe server woes, and then came the inevitable review bombing from those who couldn’t play. Welcome to Steam, comrade!

“What a week,” wrote director and Battlestate COO Nikita Buyanov on X. “This week was actual stress testing not only of our servers but also our mind and nerves for sure. But seeing you enjoy the game makes us feel better.”

Steam Machine Price: Valve May Have Just Given The Best Clue Yet



Valve will not say what the Steam Machine‘s price is just yet, and in this information vacuum, people are offering all kinds of different theories and guesses as to what the six-inch cube-like system may cost. Now, Valve has yet again commented on the pricing question, providing potentially the best clue yet, while also saying the company cannot or will not disclose pricing yet due to “a lot of external things.”

Speaking to Skill Up–which is co-hosted by GameSpot’s Lucy James–Valve software engineer Pierre-Loup Griffais said people can expect the price of the Steam Machine to be close to what it might cost to build a PC with “basically the same level of performance.”

“I think that if you build a PC from parts and get to basically the same level of performance, that’s the general price window that we aim to be at,” he said, as reported by IGN. “Ideally we’d be pretty competitive with that and have a pretty good deal, but we’re working on refining that as we speak. Right now is just a hard time to have a really good idea of what the price is going to be because there’s a lot of different things… a lot of external things.”

Those “external things” could be elements like tariffs, which have contributed to growing prices for all manner of goods in 2025 since US President Donald Trump controversially rolled them out.

Also in the interview, Griffais confirmed that Valve is not going to take the approach that Microsoft, Sony, and Nintendo have in the past in terms of selling the system at a loss and making up the difference with game and accessory sales.

“No. It’s more in-line with what you might expect from the current PC market. Obviously, our goal is for it to be a good deal at that level of performance,” he said.

The Steam Machine price will also take into account the system’s unique small form factor and the noise level that Valve says it’s achieved. “We’re excited that people are going to find out how quiet this thing is,” he said. The Steam Machine also integrates HDMI and CEC, and allows people to turn their TV on and off straight from the device. Additionally, it makes use of new Bluetooth and wireless connectivity systems that Valve designed. “That’s all hard to do,” Griffais said.

“So being able to sit down on your couch, press one button on your controller, and the whole thing lights up like you’d expect for a thing that’s in your living room, I think that’s really valuable. And there’s not really a price point to that because it’s not really something that exists in the PC market right now,” he explained.

Another factor to consider is that your time is money, and some people would rather pay a little more for a company like Valve to do the work for them. “For me one of the benefits of Steam Machine is, I’m someone who used to build my PC in college and I am too old and tired to do that now!” designer Lawrence Yang explained.

Predictions about how much the Steam Machine may cost are all over the place. One expert believes $400 is the sweet spot for the entry model, while others believe it could be more than $1,000. Others believe it may be priced similarly to the PS5.

“Tariffs, surging memory / storage costs, supply chain volatility, and an inability to subsidize to the same extent as traditional console manufacturers are all working against Valve at the moment,” Niko Partners analyst Daniel Ahmad said. “That being said, the specs suggest Valve wanted this to be in line with PS5 pricing.”

Officially, Valve has only said its goal is for the Steam Machine to be “affordable” and priced according to the value it offers. This is pretty much what every company says about their products, so these comments don’t tell us much of anything.

The Steam Machine launches in 2026, but preorders are not yet open and the exact launch timing has not been confirmed as of yet. For now, check out GameSpot’s rundown of everything we know about the Steam Machine.

Gemini 3 is Google’s ‘most intelligent model’ and it’s available now


What you need to know

  • Gemini 3 Pro reclaims AI benchmarks, outperforming previous models and dominating both LMArena and WebDev Arena leaderboards.
  • New AI mode enhances Google Search with multimodal responses, offering smarter, concise interactions for users.
  • Gemini 3 introduces breakthrough features in Google Antigravity, enabling advanced agentic development and independent coding capabilities.

In a landmark release, Google has unveiled Gemini 3, its most advanced AI model yet, now available across various platforms. With top scores on major benchmarks, Gemini 3 Pro promises unprecedented reasoning and multimodal capabilities, redefining user interaction.

The Gemini 3 rollout marks the first time Google is shipping a new AI model in Search on day one. AI Mode in Search users can leverage the model’s better reasoning and agentic coding capabilities to get help with tougher questions, while creating multimodal responses that include text and interactive visuals. It’s also arriving in the Gemini app, bringing a Gemini Agent that can handle multi-step tasks independently.

Attributes of God That Starts With A – Z


One of the things that fascinates me is doing in-depth studies of the attributes of God. When I first started studying this topic, I errantly thought that I’d be studying maybe 10 of God’s attributes. 

Two years later, I’m STILL studying His attributes. They are vast and they are all there, recorded in the pages of Scripture for us to see and know. 

God is not a God who hides. He does not keep His will from us, nor does He turn His back on us. He WANTS to be known. The more we learn about God, Jesus, and the Holy Spirit, the more peace we have in life because we learn to trust Him with everything. 

These last few years of studying His attributes in depth have been one of the most amazing times in my life, where I’ve truly gotten to know my Father much more than I ever have in my entire life. 

I would encourage EVERY Christian to hurriedly start with studying all His attributes and learning more about the God we call Savior. It will truly change your entire life!!! 💯

🖨️ Want a convenient, easy-to-print list of God’s attributes? Click here to grab the Attributes of God List

Want to zero in on a few key attributes for your kids, class, or church? Here are some fun activity packs — everything is already done for you! Bonus: right now, you can save 60% off with discount code: BFCM2025 (good through Dec 1).

In this post you’ll find 90+ attributes of God from A to Z, each with Bible verses so you can slow down, study them deeply, and use them in your personal Bible study, family devotions, Sunday school, or church Bible study groups.

Attributes of God That Starts With A – Z

Learning about God is truly one of the best things you can do in your Christian experience. Thankfully, we have a lot of material in the Bible to go on. Here you’ll find the attribute, followed by a passage or two where you can study it more in-depth. 

You can make these into memory cards for kids, create a Bible study for your church group, study it on your own, and so much more!

Another great one is the Names of God memory cards. Use this for yourself or your kids in a fun and exciting way to learn more about God! 🙏

God is…

• Attributes of God that starts with A 

  • Able (Ephesians 3:20; 2 Timothy 1:12) – He is able to do anything and is not bound by space, matter, or time.
  • Advocate (1 John 2:1; Revelation 12:10) – Jesus is our advocate who stands up for us as if a lawyer in a trial against Satan’s accusations and attacks.
  • Almighty (Genesis 17:1) – God is Almighty; there are none before Him nor will come after Him. He alone is the supreme one.
  • Anthropomorphic (Isaiah 63:15-19) – He has human characteristics. 
  • Awe-inspiring (Psalm 66:5) – He is full of majesty and we are in awe of Him, desiring to pattern our lives after Him (1 Peter 2:21).

• Attributes of God that starts with B

  • Banner (Exodus 17:15) – The Lord is my banner. He is whom we do everything for. He is our King, our reason for existing.
  • Beautiful (Psalm 27:4) – He is beautiful, absolutely stunning. Everything He does is good and perfect. 
  • Blessings (Psalm 16:11; Psalm 145:9; Psalm 84:12) – He is a blessing to His children (Genesis 12:2).
  • Bountiful (Philippians 4:19; Psalm 13:6) – Since He is the Creator of all things, He has and owns ALL things. Everything is His to give, according to His great riches in Heaven, on earth, and everything else in the galaxy.

• Attributes of God that starts with C

  • Cleanser (Psalm 51:10) – He cleanses us from unrighteousness and sin.
  • Comforter (2 Corinthians 1:3-4) – He comforts us when we are suffering, in trials, or in pain. He is always there for us as our loving Father. He cares for us like no other.
  • Commander (Joshua 5:13-15; Psalm 91:11) – He is the ultimate commander, leading myriads of angels, rescuing His children from sin and darkness, and upholding the whole earth and everything in it daily.
  • Compassionate (Isaiah 54:8; Isaiah 63:7) – God knows what we are going through and what we struggle with and is always there with compassion toward His people. 
  • Cornerstone (Ephesians 2:20-21) – Jesus is the cornerstone, the rock on which we build. He is our foundation and everything results from Him.
  • Creator (Genesis 1:1) – God created everything. Nothing existed before Him.

• Attributes of God that starts with D

  • Defender (Psalm 46:1; Zechariah 9:15; Psalm 94:22) – When trials come and Satan accuses us (Revelation 12:10), the Lord is our defender (1 John 2:1). 
  • Deliverer (Psalm 18:2; Psalm 34:4; Job 36:15) – We must learn to not count on others to deliver us, but our deliverance and salvation belong to the Lord God Almighty alone. He holds all things in His precious and very capable hands.
  • Dependable (Numbers 23:19; Job 42:2) – You can count on God; He will do what He says.
  • Divine (Revelation 22:13; 2 Peter 1:3; Isaiah 46:9; Psalm 46:10; Exodus 3:14) – God is God and there is no other above Him. 

• Attributes of God that starts with E

  • Emmanuel (Matthew 1:23) – Emmanuel means ‘God with us’. God is always with us and when we say He is not (in any context), we are literally blaspheming against His very character!!!
  • Eternal (Isaiah 40:28) – He has no beginning or end.

• Attributes of God that starts with F 

  • Fair (Psalm 7:11; Hebrews 6:10) – While things may not always be fair on earth, in the end, God will make ALL things fair due to His great righteousness.
  • Faithful (Lamentations 3:22-23; Deuteronomy 32:4) – He always keeps His promises and is faithful to His children.
  • Forbearing (Romans 2:4) – When we sin, God will convict us and show us how we are wrong and give us time to repent. If we don’t, He then shows us what will happen if we don’t turn from our sin. If we still do not repent, He gives us more time to come back to Him and works with us, through situations, circumstances, and trials in order to call us back to Him. If after all that, we are stubborn and still do not repent, He chastises us and punishes us for our sin (Psalm 7:12-13), all the while calling us back to Him. We rarely see this process as it’s happening, but this is exactly what’s going on with every sin we commit. He is incredibly forbearing, kind, and loving toward us.
  • Forever (Revelation 22:13) – God was in the beginning and will be there in the end. There is none who came before Him.
  • Forgiving (Psalm 130:4; 1 John 1:9; Psalm 103:12) – When we sin and mess up, isn’t it amazing that we have a great high priest to forgive us our sins, who paid our debt on the cross so that we can become free?!
  • Fortress (Psalm 18:2) – When David was fleeing for his life from Saul, he found refuge in the wilderness, a rock cave to hide in and called it his fortress because it represented God’s protecting love for him.
  • Fulfilling (Matthew 5:6; Philippians 4:19; Ephesians 3:14-19) – We were created to worship something and when we do not worship God, we worship other things, idols in our lives. But when we come back to Christ and worship HIM, we are fully satisfied (Psalm 145:16) and fulfilled in our souls.

• Attributes of God that starts with G

  • Gentle (2 Corinthians 10:1) – He shepherds the sheep, He comforts us when we are brokenhearted, He is gentle, kind, and loving to us always.
  • Glorious (Psalm 72:19; Isaiah 6:3) – He is beautiful and great.
  • Good (Psalm 145:8-9; Psalm 136:1) – He is full of kindness and goodness (Psalm 31:19).
  • Gracious (Psalm 145:8-9; Psalm 103:8-14) – He is full of grace, mercy, and love.
  • Great (Psalm 145:3) – He is awesome and worthy to be praised.

• Attributes of God that starts with H

  • Healer (Matthew 8:16) – God alone holds our lives and health in His hands (Luke 12:25). He alone has the power to heal our physical bodies, but also, our souls! He heals the brokenhearted, He heals us of pain, hurts, and injustices committed against us. He heals us of our sin. He is the great healer. 
  • Holy (Exodus 15:11; Isaiah 6:3) – He is perfectly good and righteous.

• Attributes of God that starts with I

  • Immortal (Psalm 102:26) – He never dies or has an end.
  • Immutable (Malachi 3:6) – He never changes.
  • Impartial (Acts 10:34-35) – God doesn’t play favorites with us. He is a righteous and perfect judge (Psalm 7:11) who shows no partiality. 
  • Incomparable (2 Samuel 7:22) – There is no one else like Him in comparison. He is the only God (1 Timothy 1:17).
  • Incomprehensible (Isaiah 55:8–9) – If God were to tell us everything He knows, our human minds would explode. We simply cannot handle all that knowledge and wisdom. God, the Father alone knows everything (Matthew 24:36) and is above all things. 
  • Independent (Psalm 36:7-9) – He has no needs. He is self-sufficient and self-existing.
  • Infinite (Job 11:7-9) – He is not limited by time or space.
  • Intercessor (Romans 8:26-27; Hebrews 7:25) – Jesus and the Holy Spirit intercede with God on our behalf to help us. Think about that for a minute. God prays to God for us. It’s incredible!!! 

• Attributes of God that starts with J

  • Jealous (Exodus 34:14) – God is a jealous God who lovingly fights for your attention. He will not allow you to have any other idols or deem anything else more important than He is.
  • Judge (Psalm 7:11; Acts 17:31) – God is the supreme judge who sits on high. There is no higher-ranking person above Him.
  • Just (Job 34:11-12) – He is always fair and just, and judges with righteous, supreme, and perfect judgment.

• Attributes of God that starts with K 

  • Kind (Romans 2:4; 1 Corinthians 13:4; 1 John 4:8; Galatians 5:22-23) – God is loving, patient, gentle, and kind in all of His ways. Even in His judgments and punishments, He is very kind out of His great love for us.
  • King (1 Timothy 1:17; Psalm 24:7-10) – God is the ultimate King, there is none above Him.
  • Knowledgable (1 John 3:20; 1 Chronicles 28:9) – God’s wisdom transcends all time and matter. He knows absolutely everything since He alone created it all.

• Attributes of God that starts with L

  • Life (John 14:6) – God is our source of life.
  • Light (John 8:12; Psalm 119:105) – God is good, perfect, and a shining light to all.
  • Living water (John 7:37-39) – God compares Himself to Living water. Drink of Me and be satisfied, He, in essence, is saying.
  • Lord (Revelation 19:16; Jeremiah 31:35) – God is Lord above all. As Christians, we are created to serve and bow down to Him in all areas of our life.
  • Loving (1 John 4:8; Psalm 117:2) – He is, at all times (even when judging), loving and caring toward all people.

• Attributes of God that starts with M

  • Majestic (1 Chronicles 29:11) – He is full of majesty, wonder, and awe and should be greatly praised and revered.
  • Merciful (Psalm 145:8-9; Deuteronomy 4:31; 1 Peter 1:3) – He is full of compassion and goodness.
  • Messiah (John 1:41) – Messiah is translated as Christ, the anointed one, Savior. Jesus was anointed to carry out His task of going to the cross and paying a ransom for our debt. He humbly submitted Himself to God to go to the cross for us (Philippians 2:8; 1 Peter 2:22–25) and die a terrible death to pay for our sins, while He remained completely innocent and perfect.

• Attributes of God that starts with N

  • Name that is above every name (Philippians 2:5-11) – Because Jesus humbly submitted to God (a promise for us as well: James 4:10) to go to the cross for all mankind, God exalted Jesus and gave Him a name above every other name, that every knee on earth, under the earth, and in Heaven will bow to the name Jesus and confess that Jesus is Lord. Interestingly enough, the name “Jesus” means “Yahweh saves” or “Yahweh is salvation” (see Yahweh). 
  • Near (Psalm 145:18; Psalm 34:18; James 4:8) – The Lord is near to all who call upon Him (even those who are unsaved) when we admit/agree with Him that He is the Lord God Almighty.
  • Nurturing (Ezekiel 34:12; Luke 13:34; Psalm 57:1) – The Lord is our Shepherd, He comforts us in times of distress and is our refuge and safe place. He tenderly leads, carries us when we are huring, and cares for us.

• Attributes of God that starts with O

  • Omnipotent (Jeremiah 10:12-13) – God has power over all things at all times.
  • Omnipresent (Jeremiah 23:24) – He is always everywhere.
  • Omniscient (Psalm 147:5; Proverbs 5:21) – He is all-knowing (Romans 11:34).
  • Overcomer (John 16:33) – All the schemes of the devil, all the pain, injustice, and suffering of his people, all the plans against God from fallen angels and Satan, God has and will overcome it all. Do not forget that Satan and his demons have no authority over God and must ask HIM permission to do anything!

• Attributes of God that starts with P 

  • Patient (Psalm 86:15) – He bears all things and is patient and understanding toward us, even when we mess up and sin.
  • Peaceful (Philippians 4:7) – He is full of peace, not causing drama or unnecessary problems. He always strives to resolve conflicts (of others) harmoniously. 
  • Perfect (Matthew 5:48) – He is completely perfect, without error, in all things.
  • Powerful (Job 42:2) – Nothing is too hard for Him (Jeremiah 32:17).
  • Protector (Psalm 18:30) – He protects and cares for His children.
  • Provider (Philippians 4:19; Matthew 6:31-33) – God provides for His children in all ways (spiritual, physical, financial, emotional), according to His great riches in Heaven.

• Attributes of God that starts with Q

  • Qualified (Psalm 18:30; 2 Timothy 3:16-17) – The Lord God Almighty is more than qualified to teach us, lead us, and perfect us in His infinite and amazing grace and love.

• Attributes of God that starts with R

  • Redeemer (Job 19:25) – The Lord God is our redeemer, the One who saves us out of sin (Romans 6:23; John 3:16), and upholds our life day by day (Hebrews 1:3).
  • Refuge (Psalm 46:1) – God is our refuge, the place and person to whom we can run to when things are not going well. He is our safe place.
  • Righteous (Romans 3:21-26; Isaiah 41:10) – He is always righteous and does what is right. He never does the wrong thing.

• Attributes of God that starts with S

  • Savior (Luke 2:11) – Only God can save us from our sin.
  • Shelter (Psalm 61:4) – God is our refuge and shelter, our safe place away from the storms and trials of life.
  • Shield (Psalm 84:11; Psalm 3:3; Psalm 7:10) – God is our shield, always protecting and loving us through everything.
  • Sinless (2 Corinthians 5:21) – God is perfect and without sin.
  • Sovereign (Romans 11:36; Psalm 95:3) – He is above all things and has power over all things.
  • Spirit (John 4:24; Galatians 5:22-23) – He is an invisible being (1 Timothy 1:17).
  • Strong (Psalm 28:7; Psalm 46:1) – God is the strongest being in existence. Nothing is stronger than Him. Thankfully, He shares His strength with us. He strengthens us by His grace as we need it. 

• Attributes of God that starts with T

  • Triune (2 Corinthians 13:14) – God is God the Father, Jesus the Son, and the Holy Spirit.
  • Truthful (Numbers 23:19) – He hates lying and is always truthful. He never lies.

• Attributes of God that starts with U 

  • Unchangeable (Psalm 102:26-28) – He never changes. His good will (Jeremiah 29:11) for us is predetermined from before the foundation of the world (Ephesians 1:3-6).
  • Unconquerable (Job 42:2) – Nothing and no one is greater than the Lord and nothing can therefore conquer Him or His purposes.
  • Understanding (Psalm 139:1-6) – Having been man, God understands everything we’ve gone through or will go through perfectly and is compassionate toward us.

• Attributes of God that starts with V

  • Victorious (1 Corinthians 15:57; Revelation 11:15) – Victory, whether on this earth, in heaven, or anywhere in between belongs to God alone. He shares that victory with us, His children, but it is ultimately because of Him we are victorious. 

• Attributes of God that starts with W

  • Wise (1 Corinthians 1:20-25) – He is full of perfect wisdom and knows everything. His understanding is unsearchable (Isaiah 40:28).
  • Worthy (Revelation 5:12; Psalm 145:3) – God is perfect and loving at all times, worthy of our respect, admiration, and godly fear.

• Attributes of God that starts with X

  • eXalted (Philippians 2:9-11; Psalm 46:10; Revelation 4:8) – God is exalted, high above anyone or anything else, since He has created all things.
  • eXample (Matthew 5:48) – God is the perfect example for us to pattern our lives after for He alone is perfect and worthy to be praised. 
  • Xristos (Luke 23:35) – Greek word that means Christ, Anointed One, or Messiah.

• Attributes of God that starts with Y

  • Yahweh (Exodus 6:2-3) – Hebrew name for God / The Lord. Yahweh (YHWH) has been interpreted to mean “I am,” “He that is,” or “He brings into existence”. In English, Yahweh is sometimes translated as “Jehovah”. His name was revealed to Moses as God revealed Himself to Moses more than Abraham, Isaac, or Jacob. This name is given to the trinity: God, the Father, Jesus, the Son, and the Holy Spirit. See “Name that is above every name”.
  • Yoke (Matthew 11:29-30) – God’s yoke, His plan for us to partner with Him, is easy and light. He does not overwork us but gives us steady, peaceful, happy work to do with Him for the purpose of others. He gives us plenty of rest and balances His kingdom work with pleasure and time spent with Him (Luke 10:38-42).

• Attributes of God that starts with Z

  • Zealous (Isaiah 9:7; Isaiah 37:32; Isaiah 42:13) – The Lord God is full of zeal. He is not lukewarm as He asks us not to be too (Revelation 3:15-16), but rather He is zealous for His people and His will to accomplish His purposes. 

 

🖨️ Want a convenient, easy-to-print list of all the attributes? Click here to grab the Attributes of God.

Be sure to pick up your copy of the Attributes of God Bible Study here! Everyone loves it; it has been sold over a MILLION times! 😮🙏

Looking for more…see all the A-Z lists here!

 

How to Use This Attributes of God A to Z List

  • Personal Bible study – Pick one attribute each day or each week and read the verses, journal what you learn about God, and pray that God will show you more about that particular attribute in Himself. 
  • Family devotions & homeschool – Let your kids pick a letter, read the attribute and verse together, then have them draw or write about what that attribute means.
  • Sunday school, Christian schools, and churches – Use this A to Z list as a framework for a lesson series on God’s character. Each week, focus on one or two attributes and pair it with your Attributes of God Bible Study Binder for the grown-ups or your kids activity packs for the children.
  • Memory & review – Turn the attributes into flashcards or memory cards to help kids and adults know more about God’s character in their hearts.

 

Be sure to check out my other Bible lists A-Z lists too for more fun when you’re done with this list! 🥳

Roblox CEO interview gets heated over child safety


Roblox CEO Dave Baszucki joined The New York Times’ Hard Fork podcast to discuss the gaming platform’s new age verification feature — but he seemed to get frustrated at the number of questions focused on child safety.

The interview began with Baszucki describing the feature, which will require all users who want to submit a face scan if they want to access Roblox’s messaging features. But by the time he was asked about a report claiming the company had prioritized growth over safety, Baszucki seemed to tire of the topic, responding, “Fun. Let’s keep going down this.”

And when co-host Kevin Roose agreed that one of the best ways for Roblox to improve child safety is to improve its AI models, Baszucki insisted, “Good, so you’re aligning with what we did. High-five.”

“And I want to highlight, I came here because I love your podcast and came to talk about everything,” he added. “So if our PR people said, ‘Let’s talk about age-gating for an hour,’ I’m up for it, but I love your pod. I thought I came here to talk about everything.”

Super Fantasy Kingdom Mini-Review: Addictive in the Best Way


Blog | Review

Hooded Horse, the publisher behind this game, is on an incredible streak. They’ve been consistently delivering hit after hit, with titles like Against the Storm, Cataclismo, and He Is Coming proving nearly impossible to put down. Now Super Fantasy Kingdom joins the line-up, and it’s another one of those “just one more run” experiences that’s hard to quit.

Super Fantasy Kingdom on PC

Super Fantasy Kingdom is a roguelike city builder where you play as either the human or undead kingdom, trying to improve with each attempt. Every run lasts up to 28 days, and the better you perform, the more glory you earn, unlocking new areas, roads, and permanent upgrades. As you progress, you’ll gain access to stronger starting resources, new heroes, units, and other meaningful rewards that make each run feel fresh.

Defeating bosses grants stars that open up new features for both kingdoms, encouraging you to switch between them to explore what’s new. Progress can occasionally feel slow, but one strong run can completely reshape your strategy or open up an entirely new landscape to experiment with.

It’s also an excellent fit for the Steam Deck, where it’s even more dangerously addictive. Super Fantasy Kingdom is a joyful city builder that lets you set your own pace, rewarding careful planning—or punishing rash decisions. Either way, you’ll constantly find yourself saying, “just one more run,” and more often than not, it’s worth it.


Jason Coles

Jason likes to focus on roguelikes and co-op games; in a dream world he’d make a living writing about Dark Souls. As well as being a writer he also does personal training and accounting and can occasionally be seen on other people’s streams. Being a big fan of fluffy things means he has two cats, both of whom refuse to let him sleep, but at least they are cute.

Full Model Comparison, Benchmarks & Use Cases


Quick Summary: What separates Kimi K2, Qwen 3, and GLM 4.5 in 2025?

Answer: These three Chinese‑built large language models all leverage Mixture‑of‑Experts architectures, but they target different strengths. Kimi K2 focuses on coding excellence and agentic reasoning with a 1‑trillion parameter architecture (32 B active) and a 130 K token context window, offering 64–65 % scores on SWE‑bench while balancing cost. Qwen 3 Coder is the most polyglot; it scales to 480 B parameters (35 B active), uses dual thinking modes and extends its context window to 256 K–1 M tokens for repository‑scale tasks. GLM 4.5 prioritises tool‑calling and efficiency, achieving 90.6 % tool‑calling success with only 355 B parameters and requiring just eight H20 chips for self‑hosting. The models’ pricing differs: Kimi K2 charges about $0.15 per million input tokens, Qwen 3 about $0.35–0.60, and GLM 4.5 around $0.11. Choosing the right model depends on your workload: coding accuracy and agentic autonomy, extended context for refactoring, or tool integration and low hardware footprint.

Quick Digest – Key Specs & Use‑Case Summary

Model

Key Specs (summary)

Ideal Use Cases

Kimi K2

1 T total parameters / 32 B active; 130 K context; SWE‑bench 65 %; $0.15 input / $2.50 output per million tokens; modified MIT license

Coding assistants, agentic tasks requiring multi‑step tool use; internal codebase fine‑tuning; autonomy with transparent reasoning

Qwen 3 Coder

480 B total / 35 B active parameters; 256 K–1 M context; SWE‑bench 67 %; pricing ~$0.35 input / $1.50 output (varies); Apache 2.0 license

Large‑codebase refactoring, multilingual or niche languages, research requiring long memory, cost‑sensitive tasks

GLM 4.5

355 B total / 32 B active; 128 K context; SWE‑bench 64 %; 90.6 % tool‑calling success; cost $0.11 input / $0.28 output; MIT license

Agentic workflows, debugging, tool integration, and hardware‑constrained deployments; cross‑domain agents

How to use this guide

This in‑depth comparison draws on independent research, academic papers, and industry analyses to give you an actionable perspective on these frontier models. Each section includes an Expert Insights bullet list featuring quotes and statistics from researchers and industry thought leaders, alongside our own commentary. Throughout the article, we also highlight how Clarifai’s platform can help deploy and fine‑tune these models for production use.


Why the Eastern AI Revolution matters for developers

Chinese AI companies are no longer chasing the West; they’re redefining the state of the art. In 2025, Chinese open‑source models such as Kimi K2, Qwen 3, and GLM 4.5 achieved SWE‑bench scores within a few points of the best Western models while costing 10–100× less. This disruptive price‑performance ratio is not a fluke – it’s rooted in strategic choices: optimized coding performance, agentic tool integration, and a focus on open licensing.

A new benchmark of excellence

The SWE‑bench benchmark, released by researchers at Princeton, tests whether language models can resolve real GitHub issues across multiple files. Early versions of GPT‑4 barely solved 2 % of tasks; yet by 2025 these Chinese models were solving 64–67 %. Importantly, their context windows and tool‑calling abilities enable them to handle entire codebases rather than toy problems.

Creative example: The 10x cost disruption

Imagine a startup building an AI coding assistant. It needs to process 1 B tokens per month. Using a Western model might cost $2,500–$15,000 monthly. By adopting GLM 4.5 or Kimi K2, the same workload could cost $110–$150, allowing the company to reinvest savings into product development and hardware. This economic leverage is why developers worldwide are paying attention.

Expert Insights

  • Princeton researchers highlight that SWE‑bench tasks require models to understand multiple functions and files simultaneously, pushing them beyond simple code completions.
  • Independent analyses show that Chinese models deliver 10–100× cost savings over Western alternatives while approaching parity on benchmarks.
  • Industry commentators note that open licensing and local deployment options are driving rapid adoption.

Meet the models: Overview of Kimi K2, Qwen 3 Coder and GLM 4.5

Overview of Kimi K2

Kimi K2 is Moonshot AI’s flagship model. It employs a Mixture‑of‑Experts (MoE) architecture with 1 trillion total parameters, but only 32 B activate per token. This sparse design means you get the power of a huge model without massive compute requirements. The context window tops out at 130 K tokens, enabling it to ingest entire microservice codebases. SWE‑bench Verified scores place it at around 65 %, competitive with Western proprietary models. The model is priced at $0.15 per million input tokens and $2.50 per million output tokens, making it suitable for high‑volume deployments.

Kimi K2 shines in agentic coding. Its architecture supports multi‑step tool integration, so it can not only generate code but also execute functions, call APIs, and run tests autonomously. A mixture of eight active experts handle each token, allowing domain‑specific expertise to emerge. The modified MIT license permits commercial use with minor attribution requirements.

Creative example: You’re tasked with debugging a complex Python application. Kimi K2 can load the entire repository, identify the problematic functions, and write a fix that passes tests. It can even call an external linter via Clarifai’s tool orchestration, apply the recommended changes, and verify them – all within a single interaction.

Expert Insights

  • Industry evaluators highlight that Kimi K2’s 32 B active parameters allow high accuracy with lower inference costs.
  • The K2 Thinking variant extends context to 256 K tokens and exposes a reasoning_content field for transparency.
  • Analysts note K2’s tool‑calling success in multi‑step tasks; it can orchestrate 200–300 sequential tool calls.

Overview of Qwen 3 Coder

Qwen 3 Coder—often referred to as Qwen 3.25—balances power and flexibility. With 480 B total parameters and 35 B active, it offers robust performance on coding benchmarks and reasoning tasks. Its hallmark is the 256 K token native context window, which can be expanded to 1 M tokens using context extension techniques. This makes Qwen particularly suited to repository‑scale refactoring and cross‑file understanding.

A unique feature is the dual thinking modes: Rapid mode for instantaneous completions and Deep thinking mode for complex reasoning. Dual modes let developers choose between speed and depth. Pricing varies by provider but tends to be in the $0.35–0.60 range per million input tokens, with output costs around $1.50–2.20. Qwen is released under Apache 2.0, allowing wide commercial use.

Creative example: An e‑commerce company needs to refactor a 200 k‑line JavaScript monolith to modern React. Qwen 3 Coder can load the entire repository thanks to its long context, refactor components across files, and maintain coherence. Its Rapid mode will quickly fix syntax errors, while Deep mode can redesign architecture.

Expert Insights

  • Evaluators emphasise Qwen’s polyglot support of 358 programming languages and 119 human languages, making it the most versatile.
  • The dual‑mode architecture helps balance latency and reasoning depth.
  • Independent benchmarks show Qwen achieves 67 % on SWE‑bench Verified, edging out its peers.

Overview of GLM 4.5

GLM 4.5, created by Z.AI, emphasises efficiency and agentic performance. Its 355 B total parameters with 32 B active deliver performance comparable to larger models while requiring eight Nvidia H20 chips. A lighter Air variant uses 106 B total / 12 B active and runs on 32–64 GB VRAM, making self‑hosting more accessible. The context window sits at 128 K tokens, which covers 99 % of real use cases.

GLM 4.5’s standout feature is its agent‑native design: it incorporates planning and tool execution into its core. Evaluations show a 90.6 % tool‑calling success rate, the highest among open models. It supports a Thinking Mode and a Non‑Thinking Mode; developers can toggle deep reasoning on or off. The model is priced around $0.11 per million input tokens and $0.28 per million output tokens. Its MIT license allows commercial deployment without restrictions.

Creative example: A fintech startup uses GLM 4.5 to build an AI agent that automatically responds to customer tickets. The agent uses GLM’s tool calls to fetch account data, run fraud checks, and generate responses. Because GLM runs fast on modest hardware, the company deploys it on a local Clarifai runner, ensuring compliance with financial regulations.

Expert Insights

  • GLM 4.5’s 90.6 % tool‑calling success surpasses other open models.
  • Z.AI documentation emphasises its low cost and high speed with API costs as low as $0.2 per million tokens and generation speeds >100 tokens per second.
  • Independent tests show GLM 4.5’s Air variant runs on consumer GPUs, making it appealing for on‑prem deployments.

How do these models differ in architecture and context windows?

Understanding Mixture‑of‑Experts and reasoning modes

All three models employ Mixture‑of‑Experts (MoE), where only a subset of experts activates per token. This design reduces computation while enabling specialised experts for tasks like syntax, semantics, or reasoning. Kimi K2 selects 8 of its 384 experts per token, while Qwen 3 uses 35 B active parameters for each inference. GLM 4.5 also uses 32 B active experts but builds agentic planning into the architecture.

Context windows: balancing memory and cost

  • Kimi K2 & GLM 4.5: ~128–130 K tokens. Perfect for typical codebases or multi‑document tasks.
  • Qwen 3 Coder: 256 K tokens native; extendable to 1 M tokens with context extrapolation. Ideal for large repositories or research where long contexts improve coherence.
  • K2 Thinking: extends to 256 K tokens with transparent reasoning, exposing intermediate logic via the reasoning_content field.

Longer context windows also increase costs and latency. Feeding 1 M tokens into Qwen 3 could cost $1.20 just for input processing. For most applications, 128 K suffices.

Reasoning modes and heavy vs light modes

  • Qwen 3 offers Rapid and Deep modes: choose speed for autocompletion or depth for architecture decisions.
  • GLM 4.5 offers Thinking Mode for complex reasoning and Non‑Thinking Mode for fast responses.
  • K2 Thinking includes a Heavy Mode, running eight reasoning trajectories in parallel to boost accuracy at the cost of compute.

Creative example

If you’re analysing a legal contract with 500 pages, Qwen 3’s 1 M token window can ingest the entire document and produce summaries without chunking. For everyday tasks like debugging or design, 128 K is sufficient, and using GLM 4.5 or Kimi K2 will reduce costs.

Expert Insights

  • Z.AI documentation notes that GLM 4.5’s Thinking Mode and Non‑Thinking Mode can be toggled via the API, balancing speed and depth.
  • DataCamp emphasises that K2 Thinking uses a reasoning_content field to reveal each step, enhancing transparency.
  • Researchers caution that longer context windows drive up costs and may only be necessary for specialised tasks.

Benchmark & performance comparison

How do these models perform across benchmarks?

Benchmarks like SWE‑bench, LiveCodeBench, BrowseComp, and GPQA reveal differences in strength. Here’s a snapshot:

  • SWE‑bench Verified (bug fixing): Qwen 3 scores 67 %, Kimi K2 ~65 %, GLM 4.5 ~64 %.
  • LiveCodeBench (code generation): GLM 4.5 leads with 74 %, Kimi K2 around 83 %, Qwen around 59 %.
  • BrowseComp (web tool use & reasoning): K2 Thinking scores 60.2, beating GPT‑5 and Claude Sonnet.
  • GPQA (graduate physics): K2 Thinking scores ~84.5, close to GPT‑5’s 85.7.

Tool‑calling success: GLM 4.5 tops the charts with 90.6 %, while Qwen’s function calls remain strong; K2’s success is comparable but not publicly quantified.

Creative example: Benchmark in action

Picture a developer using each model to fix 15 real GitHub issues. According to an independent analysis, Kimi K2 completed 14/15 tasks successfully, while Qwen 3 managed 7/15. GLM wasn’t evaluated in that specific set, but separate tests show its tool‑calling excels at debugging.

Expert Insights

  • Princeton researchers note that models must coordinate changes across files to succeed on SWE‑bench, pushing them toward multi‑agent reasoning.
  • Industry analysts caution that benchmarks don’t capture real‑world variability; actual performance depends on domain and data.
  • Independent tests highlight that Kimi K2’s real‑world success rate (93 %) surpasses its benchmark ranking.

Cost & pricing analysis: Which model gives the best value?

Token pricing comparison

  • Kimi K2: $0.15 per 1 M input tokens and $2.50 per 1 M output tokens. For 100 M tokens per month, that’s about $150 input cost.
  • Qwen 3 Coder: Pricing varies; independent evaluations list $0.35–0.60 input and $1.50–2.20 output. Some providers offer lower tiers at $0.25.
  • GLM 4.5: $0.11 input / $0.28 output; some sources quote $0.2/$1.1 for high‑speed variant.

Hidden costs & hardware requirements

Deploying locally means VRAM and GPU requirements: Kimi K2 and Qwen 3 models need multiple high‑end GPUs (often 8× H100 NVL, ~1050 GB VRAM for Qwen, ~945 GB for GLM). GLM’s Air variant runs on 32–64 GB VRAM. Running in the cloud transfers costs to API usage and storage.

Licensing & compliance

  • GLM 4.5: MIT license allows commercial use with no restrictions.
  • Qwen 3 Coder: Apache 2.0 license, open for commercial use.
  • Kimi K2: Modified MIT license; free for most uses but requires attribution for products exceeding 100 M monthly active users or $20 M monthly revenue.

Creative example: Start‑up budgeting

A mid‑sized SaaS company wants to integrate an AI code assistant processing 500 M tokens a month. Using GLM 4.5 at $0.11 input / $0.28 output, the cost is around $195 per month. Using Kimi K2 costs approximately $825 ($75 input + $750 output). Qwen 3 falls between, depending on provider pricing. For the same capacity, the cost difference could pay for additional developers or GPUs.

Expert Insights

  • Z.AI’s documentation underscores that GLM 4.5 achieves high speed and low cost, making it attractive for high‑volume applications.
  • Industry analyses point out that hardware efficiency influences total cost; GLM’s ability to run on fewer chips reduces capital expenses.
  • Analysts caution that pricing tables seldom account for network and storage costs incurred when sending long contexts to the cloud.

Tool‑calling & agentic capabilities: Which model behaves like a real agent?

Why tool‑calling matters

Tool‑calling allows language models to execute functions, query databases, call APIs, or use calculators. In an agentic system, the model decides which tool to use and when, enabling complex workflows like research, debugging, data analysis, and dynamic content creation. Clarifai offers a tool orchestration framework that seamlessly integrates these function calls into your applications, abstracting API details and managing rate limits.

Comparing tool‑calling performance

  • GLM 4.5: Highest tool‑calling success at 90.6 %. Its architecture integrates planning and execution, making it a natural fit for multi‑step workflows.
  • Kimi K2 Thinking: Capable of 200–300 sequential tool calls, providing transparency via a reasoning trace.
  • Qwen 3 Coder: Supports function‑calling protocols and integrates with CLIs for code tasks. Its dual modes allow quick switching between generation and reasoning.

Creative example: Automated research assistant

Suppose you’re building a research assistant that needs to gather news articles, summarise them, and create a report. GLM 4.5 can call a web search API, extract content, run summarisation tools, and compile results. Clarifai’s workflow engine can manage the sequence, allowing the model to call Clarifai’s NLP and Vision APIs for classification, sentiment analysis, or image tagging.

Expert Insights

  • DataCamp emphasises that transparent reasoning in K2 exposes intermediate steps, making it easier to debug agent decisions.
  • Independent tests show GLM’s tool‑calling leads in debugging scenarios, especially memory leak analysis.
  • Analysts note Qwen’s function‑calling is robust but depends on the surrounding tool ecosystem and documentation.

Speed & efficiency: Which model runs the fastest?

Generation speed and latency

  • GLM 4.5 offers 100+ tokens/sec generation speeds and claims peaks of 200 tokens/sec. Its first‑token latency is low, making it responsive for real‑time applications.
  • Kimi K2 produces about 47 tokens/sec with a 0.53 sec first‑token latency. When combined with quantisation (INT4), K2’s throughput doubles without sacrificing accuracy.
  • Qwen 3 has variable speed depending on mode: Rapid mode is fast, but Deep mode incurs longer reasoning time. Running in multi‑GPU setups further increases throughput.

Hardware efficiency & quantisation

GLM 4.5’s architecture emphasises hardware efficiency. It runs on eight H20 chips, and the Air variant runs on a single GPU, making it accessible for on‑prem deployment. K2 and Qwen require more VRAM and multiple GPUs. Quantisation techniques like INT4 and heavy modes allow trade‑offs between speed and accuracy.

Creative example: Real‑time chat vs. batch processing

In a real‑time chat assistant for customer support, GLM 4.5 or Qwen 3 Rapid mode will deliver quick responses with minimal delay. For batch code generation tasks, Kimi K2 with heavy mode may deliver higher quality at the cost of latency. Clarifai’s compute orchestration can schedule heavy tasks on larger GPU clusters and run quick tasks on edge devices.

Expert Insights

  • Z.AI notes that GLM 4.5’s high‑speed mode supports low latency and high concurrency, making it ideal for interactive applications.
  • Evaluators highlight that K2’s quantisation doubles inference speed with minimal accuracy loss.
  • Industry analyses point out that Qwen’s deep mode is resource‑intensive, requiring careful scheduling in production systems.

Language & multimodal support: Who speaks more languages?

Multilingual capabilities

  • Qwen 3 leads in language coverage: 119 human languages and 358 programming languages. This makes it ideal for international teams, cross‑lingual research, or working with obscure codebases.
  • GLM 4.5 offers strong multilingual support, particularly in Chinese and English, and its visual variant (GLM 4.5‑V) extends to images and text.
  • Kimi K2 specialises in code and is language‑agnostic for programming tasks but doesn’t support as many human languages.

Multimodal extensions

GLM 4.5‑V accepts images, enabling vision‑language tasks like document OCR or design layouts. Qwen has a VL Plus variant (vision + language). These multimodal models remain in early access but will be pivotal for building agents that understand websites, diagrams, and videos. Clarifai’s Vision API can complement these models by providing high‑precision classification, detection, and segmentation on images and videos.

Creative example: Global codebase translation

A multinational company has code comments in Mandarin, Spanish, and French. Qwen 3 can translate comments while refactoring code, ensuring global teams understand each function. When combined with Clarifai’s language detection models, the workflow becomes seamless.

Expert Insights

  • Analysts note that Qwen’s polyglot support opens the door for legacy or niche programming languages and cross‑lingual documentation.
  • Z.AI documentation emphasises GLM 4.5’s visual language variants for multimodal tasks.
  • Evaluations indicate that Kimi K2’s focus on code ensures strong performance across programming languages, though it doesn’t cover as many natural languages.

Real‑world use cases & task performance

Coding tasks: building, refactoring & debugging

Independent evaluations reveal clear strengths:

  • Full‑stack feature implementation: Kimi K2 completed tasks (e.g., building user authentication) in three prompts at low cost. Qwen 3 produced excellent documentation but was slower and more expensive. GLM 4.5 produced basic implementations quickly but lacked depth.
  • Legacy code refactoring: Qwen 3’s long context allowed it to refactor a 2,000‑line jQuery file into React with reusable components. Kimi K2 handled the task but required splitting files because of its context limit. GLM 4.5’s response was the fastest but left some jQuery patterns unchanged.
  • Debugging production issues: GLM 4.5 excelled at diagnosing memory leaks using tool calls and completed the task in minutes. Kimi K2 found the issue but required more prompts.

Design & creative tasks

A comparative test generating UI components (modern login page and animated weather cards) showed all models could build functional pages, but GLM 4.5 delivered the most refined design. Its Air variant achieved smooth animations and polished UI details, demonstrating strong front‑end capabilities.

Agentic tasks & research

K2 Thinking orchestrated 200–300 tool calls to conduct daily news research and synthesis. This makes it suitable for agentic workflows such as data analysis, finance reporting, or complex system administration. GLM 4.5 also performed well, leveraging its high tool‑calling success in tasks like heap dump analysis and automated ticket responses.

Creative example: Automated code reviewer

You can build a code reviewer that scans pull requests, highlights issues, and suggests fixes. The reviewer uses GLM 4.5 for quick analysis and tool invocation (e.g., running linters), and Kimi K2 to propose high‑quality, context‑aware code changes. Clarifai’s annotation and workflow tools manage the pipeline: capturing code snapshots, triggering model calls, logging results, and updating the development dashboard.

Expert Insights

  • Evaluations show Kimi K2 is the most reliable in greenfield development, completing 93 % of tasks.
  • Qwen 3 dominates large‑scale refactoring thanks to its context window.
  • GLM 4.5 outperforms in debugging and tool‑dependent tasks due to its high tool‑calling success.

Deployment & ecosystem considerations

API vs. self‑hosting

  • Qwen 3 Max is API‑only and expensive. The open‑weight Qwen 3 Coder is available via API and open source, but scaling may require significant hardware.
  • Kimi K2 and GLM 4.5 offer downloadable weights with permissive licenses. You can deploy them on your own infrastructure, preserving data control and lowering costs.

Documentation & community

  • GLM 4.5 has well‑written documentation with examples, accessible in both English and Chinese. Community forums actively support international developers.
  • Qwen 3 documentation can be sparse, requiring familiarity to use effectively.
  • Kimi K2 documentation exists but feels incomplete.

Compliance & data sovereignty

Open models allow on‑prem deployment, ensuring data never leaves your infrastructure, critical for GDPR and HIPAA compliance. API‑only models require trusting the provider with your data. Clarifai offers on‑prem and private‑cloud options with encryption and access controls, enabling organisations to deploy these models securely.

Creative example: Hybrid deployment

A healthcare company wants to build a coding assistant that processes patient data. They use Kimi K2 locally for code generation, and Clarifai’s secure workflow engine to orchestrate external API calls (e.g., patient record retrieval), ensuring sensitive data never leaves the organisation. For non‑sensitive tasks like UI design, they call GLM 4.5 via Clarifai’s platform.

Expert Insights

  • Analysts stress that data sovereignty remains a key driver for open models; on‑prem deployment reduces compliance headaches.
  • Independent evaluations recommend GLM 4.5 for developers needing thorough documentation and community support.
  • Researchers warn that API‑only models can incur high costs and create vendor lock‑in.

Emerging trends & future outlook: What’s next?

Agentic AI & transparent reasoning

The next frontier is agentic AI: systems that plan, act, and adapt autonomously. K2 Thinking and GLM 4.5 are early examples. K2’s reasoning_content field lets you see how the model solves problems. GLM’s hybrid modes demonstrate how models can switch between planning and execution. Expect future models to combine planner modules, retrieval engines, and execution layers seamlessly.

Mixture‑of‑Experts at scale

MoE architectures will continue to scale, potentially reaching multi‑trillion parameters while controlling inference cost. Advanced routing strategies and dynamic expert selection will allow models to specialise further. Research by Shazeer and colleagues laid the groundwork; Chinese labs are now pushing MoE into production.

Quantisation, heavy modes & sustainability

Quantisation reduces model size and increases speed. INT4 quantisation doubles K2’s throughput. Heavy modes (e.g., K2’s eight parallel reasoning paths) improve accuracy but raise compute demands. Striking a balance between speed, accuracy, and environmental impact will be a key research area.

Long context windows & memory management

The context arms race continues: Qwen 3 already supports 1 M tokens, and future models may go further. However, longer contexts increase cost and complexity. Efficient retrieval, summarisation, and vector search (like Clarifai’s Context Engine) will be essential.

Licensing & open‑source momentum

More models are being released under MIT or Apache licenses, empowering enterprises to deploy locally and fine‑tune. Expect new versions: Qwen 3.25, GLM 4.6, and K2 Thinking improvements are already on the horizon. These open releases will further erode the advantage of proprietary models.

Geopolitics & compliance

Hardware restrictions (e.g., H20 chips vs. export‑controlled A100) shape model design. Data localisation laws drive adoption of on‑prem solutions. Enterprises will need to partner with platforms like Clarifai to navigate these challenges.

Expert Insights

  • VentureBeat notes that K2 Thinking beats GPT‑5 in several reasoning benchmarks, signalling that the gap between open and proprietary models has closed.
  • Vals AI updates show that K2 Thinking improves performance but faces latency challenges compared to GLM 4.6.
  • Analysts predict that integrating retrieval‑augmented generation with long context models will become standard practice.

Conclusion & recommendation matrix

Which model should you choose?

Your selection depends on use case, budget, and infrastructure. Below is a guideline:

Use Case / Requirement

Recommended Model

Rationale

Green‑field code generation & agentic tasks

Kimi K2

Highest success rate in practical coding tasks; strong tool integration; transparent reasoning (K2 Thinking)

Large codebase refactoring & long‑document analysis

Qwen 3 Coder

Longest context (256 K–1 M tokens); dual modes allow speed vs depth; broad language support

Debugging & tool‑heavy workflows

GLM 4.5

Highest tool‑calling success; fastest inference; runs on modest hardware

Cost‑sensitive, high‑volume deployments

GLM 4.5 (Air)

Lowest cost per token; consumer hardware friendly

Multilingual & legacy code support

Qwen 3 Coder

Supports 358 programming languages; robust cross‑lingual translation

Enterprise compliance & on‑prem deployment

Kimi K2 or GLM 4.5

Permissive licensing (MIT / modified MIT); full control over data and infrastructure

How Clarifai fits in

Clarifai’s AI Platform helps you deploy and orchestrate these models without worrying about hardware or complex APIs. Use Clarifai’s compute orchestration to schedule heavy K2 jobs on GPU clusters, run GLM 4.5 Air on edge devices, and integrate Qwen 3 into multi‑modal workflows. Clarifai’s context engine improves long‑context performance through efficient retrieval, and our model hub lets you switch models with a few clicks. Whether you’re building an internal coding assistant, an autonomous agent, or a multilingual support bot, Clarifai provides the infrastructure and tooling to make these frontier models production‑ready.


Frequently Asked Questions

Which model is best for pure coding tasks?

Kimi K2 often delivers the highest accuracy on real coding tasks, completing 14 of 15 tasks in an independent test. However, Qwen 3 excels at large codebases due to its long context.

Who has the longest context window?

Qwen 3 Coder leads with a native 256 K token window, expandable to 1 M tokens. Kimi K2 and GLM 4.5 offer ~128 K.

Are these models open source?

Yes. Kimi K2 is released under a modified MIT license requiring attribution for very large deployments. GLM 4.5 uses an MIT license. Qwen 3 is released under Apache 2.0.

Can I run these models locally?

Kimi K2 and GLM 4.5 provide weights for self‑hosting. Qwen 3 offers open weights for smaller variants; the Max version remains API‑only. Local deployments require multiple GPUs—GLM 4.5’s Air variant runs on consumer hardware.

How do I integrate these models with Clarifai?

Use Clarifai’s compute orchestration to run heavy models on GPU clusters or local runners for on‑prem. Our API gateway supports multiple models through a unified interface. You can chain Clarifai’s Vision and NLP models with LLM calls to build agents that understand text, images, and videos. Contact Clarifai’s support for guidance on fine‑tuning and deployment.

Are these models safe for sensitive data?

Open models allow on‑prem deployment, so data stays within your infrastructure, aiding compliance. Always implement rigorous security, logging, and anonymisation. Clarifai provides tools for data governance and access control.

 



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FEAssistant

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Interesting Engineering

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SimuTech Group

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EnginSoft USA is a home-based consultancy with experience in simulation-based engineering solutions. They can perform FEA and multiphysics simulations to complete complex projects for numerous companies. Their clients can outsource their highly experienced experts as and when they need accuracy and a level of simulation process for projects. Similar to the role of all other consulting companies, EnginSoft USA is not for freelancing work but for professional service contracts. Business ventures having limited control over the hiring of individual freelancers can utilize Cad Crowd to the fullest. However, EnginSoft USA offers customers direct hands-on quality experience to be done by experts who can perform complex finite element analysis tasks.

Website: EnginSoftUSA.com

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FEAMax

FEAMax is a consulting engineering firm offering FEA services, but professionalism to achieve it. Their experts deliver expert consulting services of structural performance analysis, dynamic simulation, and stress analysis. FEAMax offers aerospace, automotive, and manufacturing industry services. FEAMax is not a website but a site where the clients are offered quality engineering services of its expert members. Cad Crowd is improved if there could be flexibility while hiring employees. FEAMax is the best fit for the client who wishes to gain experience working with a quality firm and on-site consultancy experience over a one-man project-by-project.

Website: FEAMax.com

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American Engineering Group LLC

American Engineering Group LLC offers full engineering and design with finite element analysis. They serve aerospace, medical device, and manufacturing firms. They use engineers under the guidance of committed engineers rather than contract engineers. Contract flexibility customers are not adequately catered to by contract engineers. Cad Crowd prefers collaborating with freelancers, while American Engineering Group LLC finds corporation stability and imagination suitable. It is appropriate for customers seeking disciplined service and mature workers on complicated engineering projects.

Website: Engineering-group.com

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Avesta Consulting

Avesta Consulting provides FEA, mechanical design, and structural analysis as professional services. They are the agents of the manufacturing, automotive, and aviation industries and are committed to providing strong and reliable solutions. Avesta Consulting is an expert engineering firm, i.e., they provide experts and not freelancers if the situation so be. People who require flexibility with short-term engagement can seek help from Cad Crowd. But with industry professional expert services, Avesta Consulting provides turnkey services. They provide precision and quality to provide professional service and contribution in minute-by-minute finite element analysis projects.

Website: AvestaConsulting.net

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E3K

E3K is an engineering consultancy firm that provides FEA specialty engineering solutions, product design, and structural simulation. The E3K experts provide customized solutions to automobile, aircraft, and machinery companies. Not a job board, but the trouble is worth it for engineering professional services-buying buyers. Cad Crowd offers an FEA engineer hire independence, while E3K offers results with team-based planning. Buyers can trust in productive project management and replicable results. E3K is therefore suitable for medium- and large-sized projects with expert feedback and complex finite element simulation.

Website: E3k.com

Ansyscom

Ansys

Ansys is now a prevalent software with FEA software among other simulation software used by engineers globally. As much as Ansys does not freelance in the real sense, its software can easily be used by engineers in order to enable intricate simulations. The clients are given full flexibility when operating the software, either by using in-house engineers or experienced consultants with extensive experience working on Ansys. The site is mostly viable for clients who possess technical experts handling their orders and want to get the work done for them. Cad Crowd is also another portal to directly employ freelance FEA engineers. Ansys can also be used for software work because of the availability of quality software tools and an experienced user base to cater to customers requiring quality finite element analysis.

Website: Ansys.com

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MECS Engineering

MECS Engineering offers services as FEA, mechanical design, and analysis support. They specialize in the areas of automotive, aerospace, and manufacturing. MECS Engineering is not a freelancing company but a consultancy company, and hence, customers are dealing with experts who are committed to work and not freelancers. Cad Crowd is utilized on small projects only. But systematic engineering services can be provided by MECS Engineering to those customers who require systematic engineering services. Their experience and precision focus qualify them for large finite element analysis projects and professional management. MECS can provide tailored output to those customers who require tailored engineering services.

Website: MECSEngineering.com

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GoEngineer

GoEngineer is reputed to provide solutions in engineering software, consultancy solutions, and training solutions. They are also provided with FEA software tools, CAD software, and simulation protocols expertise through design engineering services. Although the website is a training business company and a reselling business company, customers are able to obtain consultants who can perform work in FEA on their behalf. It is not a freelance website and thus does not employ freelance engineers. Cad Crowd is an open business model for business companies that wish to employ flexible freelance FEA engineers. GoEngineer possesses business firms that need contract consulting, training, or software services apart from finite element analysis. Their experts offer the customers suitable technical guidance and support for complex engineering tasks.

Website: GoEngineer.com

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Stymer Technologies

Stymer Technologies is an FEA, mechanical design, and product design engineering consultancy firm. They offer solutions to the manufacturing, automotive, and industrial equipment industries. Stymer Technologies offers solution implementation by internal engineering staff as opposed to contract engineers. If clients would like straightforward, project-level solutions, they can use Cad Crowd as an informal substitute for freelance FEA professionals. Stymer Technologies is ideal for higher-level analysis and formal expert guidance on projects. Their firm utilizes experience and know-how to challenging engineering problems and provides accuracy and reliability for finite element analysis assignments.

Website: Stymer.Epiqmachinery.com

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Indovance

Indovance

Indovance is offering some of the engineering services, such as product design support, FEA, and CAD drafting. They are offering services to manufacturing, architecture, and mechanical engineering clients. Indovance is not a consultancy site but a consultancy agency offering sets of professional engineers to clients. Cad Crowd would be used more by freelancers when doing work on an open basis for the project. Indovance would be suitable for clients who are willing to hire the services of a structured team of engineers that would provide precise simulations and designs. Indovance is a technical and project management services company with the result of obtaining finite element analysis and other engineering work on time and in a proper way.

Website: Indovance.com

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MyEngineering

MyEngineering is a customer finder site for customers and engineering services equivalents like FEA, mechanical design, and product development services. It is less of a freelancing site and more of a consultancy firm. Customers are guaranteed that the company staff will deliver real results and quality advice. Cad Crowd offers more control than using freelancers as direct employees. MyEngineering is appropriate for customers with ginormous projects and needs professional personnel, such as finite element analysis and designing work, to be accomplished. They provide technical engineering solutions in some areas of the market like manufacturing, automobile, and aeronautical, and thus are well equipped for systematic projects.

Website: Myeng.ca

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Fidelis

Fidelis is a company that deals in engineering services with expertise in FEA, CAD designing, and structural engineering & analysis services. Their experts work within industry verticals, providing professional-strength-based technical-accuracy-based solutions. Fidelis is neither an advisory company nor a high-quality deliverables and seasoned engineers’ platform. Cyclical flexible hiring of certain of the FEA engineers would be the best place for Cad Crowd. Fidelis is a support company that provides assistance on work already done in areas like simulation, design verification, and technical consulting. Clients needing professional finite element analysis services may count on Fidelis to deliver challenging engineering work in a professional way and with experience.

Website: FidelisFea.com

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ASR Engineering

ASR Engineering offers FEA, mechanical design, and simulation services to various clients across different sectors. It is an advisory firm and delivers system engineering services via its professional experts. It is not a freelance company working online, so the leverage might be restricted for a customer looking for solo contractors. Cad Crowd still remains the best place to utilize freelance FEA engineers for single projects or specialist tasks. ASR Engineering provides an excellent experience to ensure overall finite element analysis is assured for technical accuracy and correctness. Shoppers seeking high capability and large project support will find that ASR Engineering is the perfect platform on which to base their engineering requirements.

Website: ASREngineering.com

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Astcad

Astcad is a consultancy engineering company with experienced FEA capability involved in CAD designing and structural simulation. They are the voice of the manufacturing, automobile, and construction industries as far as providing error-free engineering solutions is concerned. Astcad is not a freelancing website but a consultancy company, i.e., clients are not able to hire professional freelancers directly as employees. Cad Crowd provides greater freedom and direct interaction with professionals to freelance FEA on a project. Astcad is appropriate for those clients who wish to avail themselves of the assistance of formatted professionals. Their engineers perform finite element analysis work precisely, systematically, and with stringent testing for complicated design issues.

Website: Astcad.com.au

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Femto Engineering

Femto Engineering provides structural design, finite element analysis, and mechanical simulation solutions. They provide solutions to industrial, aeronautical, and automotive clients. The company provides experienced projects and not freelance staff, and thus, it is best suited for clients requiring full engineering solutions. Cad Crowd is still the best choice for switcher freelancers. Femto Engineering wants business with professionally designed, managed, precise simulations and reproducible results. Customers can trust their technical skill and experience in an attempt to deliver world-class FEA projects, as far as time is concerned, in such a way that design keeps pace with performance requirements and is cost-effective with assured quality and accuracy of engineering calculation.

Website: Femto.eu

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Ideametrics

Ideametrics is an engineering business company offering professional engineering services like CAD design services, product designing, and mechanical analysis. Their engineers offer professional services to the equipment manufacturing sector, the manufacturing sector, and the automotive sector. Ideametrics is a consultancy that finds systematic project delivery more attractive than ordering person-to-person. Clients seeking ad-hoc utilization of individual FEA engineers would be best met by Cad Crowd for bulk direct employment. Ideametrics would suit projects needing professional expertise, thoughtful analysis, and replicable results. Their engineers use advanced simulation and finite element analysis they offer their clients precise, relevant information for solving problems and the best design of challenging engineering problems.

Website: IdeametricsGlobalEngineering.com

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Spiceworks

Spiceworks is, in fact, a website of a community of technology folks and also has IT and engineering material. While it includes networking pages and forums, it does not have an independent website of freelancers where FEA engineers are hired. Members who would recruit and hire individual independent contractors would utilize Cad Crowd as the appropriate choice. Spiceworks would be appropriate for networking or keeping problems of the day in the field, but not for recruiting or hiring for engineering project work. Buyers seeking professional and competent FEA services, properly organized sites such as Cad Crowd can easily resort to professional freelancers working professionally and efficiently on analysis and simulation work.

Website: Spiceworks.com

FEA analysis and engineering by Cad Crowd freelancers

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Texas Structural Engineers

Texas Structural Engineers is an advisory engineering firm that carries out FEA, structural analysis, and design advisory services. They undertake construction, industry, and mechanical industry projects. They operate on a collaborative basis and not an independent contractor employment basis, thereby not individual contractor seekers. Cad Crowd would be ideal for business on a freelance project-by-project basis. Texas Structural Engineers are in the practice of doing right analysis, technical consulting, and overall project management. They place their clients in the position to do structural simulations and finite element analysis correctly. The company is suitable for customers who need experienced guidance without compulsory services.

Website: TexasStructuralEngineers.com

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SolidSolutions

SolidSolutions offers industrial, mechanical, and manufacturing clients engineering consulting, FEA services, and CAD. Its employees can work in stages rather than freelancing, and, as such, clients looking for collaborative work with flexible temporary workers may be able to utilize Cad Crowd. SolidSolutions offers concrete results with expert advice and technical advice. Clients can have precise finite element analysis, simulation support, and critical design validation. SolidSolutions is most appropriate for business companies where there’s ongoing execution and professional consulting services required, aside from individual specialist freelancing. SolidSolutions offers precise, affordable, and timely high-quality engineering solutions to small and large projects on all finite element analysis and mechanical design projects.

Website: SolidSolutions.co.uk

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WorQuick

WorQuick offers FEA, structural simulation, and product design engineering services. Its prospective clients are its manufacturing, automotive, and equipment divisions. WorQuick is a consultancy company and hence not an open freelance website, and customers will not have many options if they are searching for freelance contractors. Cad Crowd would be a better option for engaging freelance FEA engineers to buy. WorQuick provides project management, subject-matter knowledge, and technical delivery, which will be suitable for clients who require formalized solutions. They transfer experience and know-how to finite element analysis to give projects industry compliance, accuracy, and efficiency.

Website: WorQuick.com

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Trimech Design Solutions

Trimech Design Solutions is a consulting engineering firm that offers FEA, CAD, and product design services. They possess industry experts with formal guidance and professional support. Trimech Design Solutions is not an Internet freelance company, and Cad Crowd would be suitable for flexible employee freelance clients on a short-term basis. Trimech Design Solutions would be suitable for heavy analysis work, conservative calculation work, and consultancy in technical fields. The company has quality and reliability standards for all the finite element analysis work. They are confident that professional engineers can finish complicated projects step by step and offer professional solutions with assurance of industry standards and technical standards in mechanical and structural engineering.

Website: Trimech.com

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CADD Centre

CADD Centre is a consultancy house and training center offering training in CAD, FEA, and simulation software. Although it offers trained professionals and efficient students to the clients, it is not freelance specialized work. Cad Crowd would be appropriate for the direct hiring of experienced FEA engineers. CADD Centre would be appropriate for customers who need trained personnel or training materials, but not freelance project management for general freelancing. They need training and development, not hiring. Customers needing experienced FEA freelancers to execute projects will be able to search and easily pick Cad Crowd.

Website: CADDCentre.com

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ZipRecruiter

ZipRecruiter is an aggregator website where clients have posted freelance FEA engineer or full-time job postings. Placing them in front of a lot of talent isn’t so much FEA specializing or weeding talent out. Cad Crowd is a specialty website for sourcing seasoned freelance FEA engineers. ZipRecruiter would be best put to use for bulk posting, but would need extra screening and filtering to technically screen the leads. Cad Crowd offers safer exposure to pre-screened engineers for contract hiring on a project-by-project basis. ZipRecruiter will be utilized most effectively for open non-specialist freelancer hiring.

Website: ZipRecruiter.com

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Insolvo

Insolvo offers consulting and outsourcing services within the context of a suite of business services, such as freelance engineering design experts. It is not appropriate to be used as an FEA freelancer, engineer, or specialty freelancer website, and thus, the level of flexibility being made available for customers looking for project-based freelancers is low. Cad Crowd would be used maximum in direct hiring mode as freelancers. Insolvo would be made available to best-fit customers looking for disciplined service from teams instead of individual freelancers directly. Their business is trust and reliability, and not flexibility. To those who require finite element analysis and mechanical design services, Cad Crowd provides safer access to those who would perform various engineering projects with better skills.

Website: Insolvo.com

Glassdoor

Glassdoor

Glassdoor is a job posting website and an employee review website. It is accessible for FEA engineering projects posted by end users, but it is not a freelance FEA engineer hiring website. Cad Crowd is the better one to hire experienced freelance FEA experts, however. Glassdoor is simple to recruit corporate brands and submit full-time job candidates, but it is not a professionally tapped platform to offer freelance project-based work. Negotiable conditions, pre-screened freelance engineers at clients’ beck and call, will be more dependable for Cad Crowd. Glassdoor is most apt to interview recommendations and research, but least apt to freelance direct recruitment of quality finite element analysis specialists.

Website: Glassdoor.com

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Truelancer

Truelancer is an above-average freelance site in general, with an enormous jobs.

It does have ad engineering and work open, but mostly not fiercely dedicated to FEA or finite element analysis services. Clients like them who are looking for good pre-screened FEA engineers may have a hard time finding a good source. Cad Crowd is still the best place to come to for experienced freelancers for FEA services. Truelancer is not a high-level freelance site since it does not offer the technical assistance and quality required in high-level engineering. Clients. With the objective of providing FEA capability, the need to go to locations with professional engineering staff and. refrain from using Truelancer for single simulation and analysis work.

Website: Truelancer.com

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Guru

Guru is an umbrella services site, including engineering. It is not necessarily in the domain of FEA or finite element analysis, however, and thus cannot be readily made available for suitably qualified persons. Cad Crowd is a specialist platform where one would be able to engage the suitably trained FEA engineers. Guru would be available for general freelancing, but for specialist and high-end engineering analysis, there would be highly limited access. Its limitation as an FEA is that the clients would need to invest additional time sifting. Much more so, project-ready structural and analysis capability, specialty sites are the optimal replacement for general freelance sites such as Guru.

Website: Guru.com

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Indeed

Indeed is actually a full-time vocation and work board and is keen on full-time hiring of jobs, as opposed to freelance engineering jobs or product design services. The customers also conduct post-contract or freelance work, but not to the extent of hiring qualified FEA engineers. Cad Crowd implements better and safer ways of accessing quality freelance experts. Indeed, it can very much open up the talent pool for you, yes, but those interested in customers for specialist finite element analysis capability can be ruthlessly culled. Specialty sites are improved by virtue of organized freelance hiring and top-notch engineering minds at your disposal. Specialized engineering freelance sites will treat them better than general-purpose job boards.

Website: Indeed.com

freelancercom

Freelancer

Freelancer is an open site where freelancers work, and work postings are grouped into various domains, e.g., engineering. It is not a FEA specialist niche and hence difficult to locate experienced experts who can perform the finite element analysis. Cad Crowd remains the choice of clients who require certified FEA professionals to provide their services. A freelancer is able to do low-level work or engineering, but clients who require accuracy, high-level simulation expertise, and master administration will receive output that is proportionate. Constancy and quality are provided by specialist sites by specialists. Specialist finite element analysis work cannot have an optimum tool in Freelancer.

Website: Freelancer.com

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Fiverr

Fiverr is a broad freelance platform for any service, such as engineering, but it is less appropriate for finite element analysis as a professional service. Employing mature FEA engineers who are able to provide the specifications of the customers might be out of commission to serve trained candidates. Cad Crowd provides advanced levels of platforms to hire vetted individual FEA specialists. Fiverr succeeds as LinkedIn day-to-day or startup-of-a-lifetime content, but high-level structural analysis and simulation are the work of spotty ability and trustworthiness. Customers needing head-of-the-line quality, correct FEA solutions are served better by professional-level engineering freelancer websites than mass-consumer marketplaces such as Fiverr.

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Upwork

Upwork is a giant freelancer website with a wide industry scope in engineering and consumer product design services. Apart from this, it is not as specialized in FEA or finite element analysis, and therefore, it can cause an extensive search for highly experienced engineers. Cad Crowd is a similar best-pairs website on which one can outsource well-screened and experienced freelance FEA experts. Although even job postings in engineering can be made easily through Upwork, customers are going to be subjected to inconsistency in both experience and quality. For professional, methodical, and replicable FEA services, professional engineer sites offer professional referrals. Upwork can do everything for your freelancer requirements, but not when a client requires professional finite element analysis.

The bottom line

The perfect FEA engineer is no accident; it is merely a case of knowing where to look. Among all the sites on the web, there are even better chances that you may land at the real expert who is capable of actually giving. If you are ready to go ahead, then click Cad Crowd, where freelance finite element analysis designers on the web and experienced freelance FEA engineers are waiting for your task. Browse through their profiles, read their experience, and seek a professional who is capable enough to satisfy your requirements to win your project.

author avatar

MacKenzie Brown is the founder and CEO of Cad Crowd. With over 18 years of experience in launching and scaling platforms specializing in CAD services, product design, manufacturing, hardware, and software development, MacKenzie is a recognized authority in the engineering industry. Under his leadership, Cad Crowd serves esteemed clients like NASA, JPL, the U.S. Navy, and Fortune 500 companies, empowering innovators with access to high-quality design and engineering talent.

Connect with me: LinkedInXCad Crowd

Stranger Things 5 Vol. 1 trailer unleashes a Demogorgon army



The final season of Stranger Things is mere days away. Netflix will release the first batch of episodes from season 5 — which is being dubbed Volume 1 — on Wednesday, Nov. 26, just in time for Thanksgiving. Ahead of that, though, we have gotten the official trailer for Volume 1, which packs quite a punch.

In the clip, we see just our favorite Hawkins kids preparing for their final battle against Vecna. More importantly, though, we see the arrival of the Upside Down into the real world. A portal opens up, launching an army of horrifying Demogorgons into our world. And it looks like they’re hunting our friends, even cornering them in a system of caves at one point.

Surprisingly, it’s Dustin (Gaten Matarazzo) who seems to be taking on a leadership role this season. He comes off as the man making the plans, taking point on missions with Steve and the group. He even solemnly tells his friends, “I want to see Vecna’s heart on a platter.” What happened to the sweet young man that sang the theme of The NeverEnding Story with his girlfriend over a ham radio?

It’s probably a good thing he’s in charge, though, because there’s basically no adult supervision in the trailer. Hopper (David Harbour) appears in one shot with Eleven (Millie Bobby Brown), Joyce (Winona Ryder) is nowhere to be seen, and Murray Bauman (Brett Gelman) looks like he’s just there to yell and drive.

The trailer was first revealed at Netflix’s One Last Bike Ride event on Sunday. The event shut down Melrose Ave. in Los Angeles, allowing people to walk, run, skate, or ride all over a street that’s usually stuffed with cars. While there were games, contests, and a live musical performance for those that attended, the main event was trailer’s premiere on the main stage.

Netflix’s Stranger Things 5 Volume 1 is coming in hot on Nov. 26, so prepare your Thanksgiving viewing plans now.