2025-12-09 01:37:16

Here's something worth chewing on: once everyone can grab the same powerful open-source models, what actually sets you apart?

It's not about which tech stack you pick anymore. The real game? How deep your expertise runs when you're building with these tools.

A partner from a top-tier VC firm sat down with an enterprise AI lead from a major chip maker to dig into this shift. Their take: we're entering an era where implementation skill trumps access. Anyone can download the model—not everyone knows how to make it sing.

This page may contain third-party content, which is provided for information purposes only (not representations/warranties) and should not be considered as an endorsement of its views by Gate, nor as financial or professional advice. See Disclaimer for details.

13 Likes

Reward
13
9
Repost
Share

Comment

0/400

TokenUnlocker

· 7h ago

Basically, now anyone can download open-source models. It's all about whether you can really make good use of them—that's the true moat.

View OriginalReply0

AirdropHunterWang

· 12-09 16:17

Well said, now is indeed the era of parameter tuning and engineering capabilities.

View OriginalReply0

MevHunter

· 12-09 02:05

ngl this is exactly the current situation—anyone can download the model, but only a few can really do something impressive with it.

View OriginalReply0

TokenomicsTherapist

· 12-09 02:05

Nah, the ones who really make money are never the ones who just get the tools, but the ones who know how to use them.

View OriginalReply0

RugResistant

· 12-09 02:03

ngl, seen this narrative before... everyone suddenly cares about "implementation skill" once models go open-source. but here's the thing—most devs implementing these don't even audit what they're actually running. red flags everywhere in how people deploy production systems without proper security analysis. not just skill issue, it's an unsafe implementation pattern waiting to happen.

Reply0

GraphGuru

· 12-09 01:57

ngl this is exactly why those people who think just downloading a model will make them take off end up failing. The ones who can really make money are still those who know how to fine-tune it.

View OriginalReply0

BearMarketBarber

· 12-09 01:55

Oh my, this is the real truth. In the era of freeloading open-source models, everyone is an architect, haha.

View OriginalReply0

GateUser-26d7f434

· 12-09 01:54

That's right. In an era where everyone has access to open-source models, the real competition is in how you use them.

View OriginalReply0

LiquidatedAgain

· 12-09 01:40

Here we go again, is democratizing technology really the same as democratizing competitiveness? To me, this logic is just like when I went all in on a certain coin back in the day—thinking that lowering the entry barrier would make it easy to make money, but in reality, it was just the starting point of heavy losses. Here’s where the real liquidation price lies: More people knowing how to use the tools doesn’t mean there are more people who understand risk control. When the time comes, a bunch of “I know how to tweak the parameters” guys will all jump into the pit together, and—bam—liquidated yet again.

View OriginalReply0

Trending TopicsView More
#FedRateCutPrediction
44.91K Popularity
#PostonSquaretoEarn$50
42.99K Popularity
#CryptoMarketRebound
268.73K Popularity
#SUIETFLaunched
12.21K Popularity
#BitcoinActivityPicksUp
10.8K Popularity

Hot Gate FunView More

1
i-in-ingi-in-ing
MC:$3.65KHolders:1
0.00%
2
ODDCONE DOLLAR DREAM COIN
MC:$3.68KHolders:2
0.04%
3
GLXGLX
MC:$3.63KHolders:1
0.00%
4
GGGate Gorila
MC:$3.63KHolders:1
0.00%
5
MicroBug MicroBug Coin
MC:$3.62KHolders:1
0.00%

Sitemap