2026-01-14 11:30:17

Interesting observation. Anthropic engineer Boris Cherny shared a phenomenon: Claude Code independently completed all the coding development for the Claude Cowork project in just a week and a half. This data is indeed quite impressive.

What’s more worth pondering is the trend reflected behind it — we are gradually approaching an automated recursive self-improvement cycle (RSI). Although this process is not fully mature yet, you can see the signs: AI has already started using its own capabilities to optimize its workflows, forming a closed-loop iteration.

This is not just a matter of code generation, but a signal that the entire automation system is accelerating its evolution.

View Original

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.

12 Likes

Reward
12
7
Repost
Share

Comment

0/400

MoodFollowsPrice

· 4h ago

A week and a half to write a complete set of code... Damn, is this real? I need to see it with my own eyes to believe it. --- The RSI cycle part is a bit terrifying, AI starting to self-optimize is indeed a little overwhelming. --- Wait, isn't this self-iteration? If this thing really matures... --- But honestly, when it comes to writing code, sooner or later it will be replaced by automation. Be prepared, everyone. --- Is Claude Code this powerful now? Why haven't I heard much about it before? --- Recursive self-improvement sounds so sci-fi, feels like we're one step closer to the strange. --- I like the term "closed-loop iteration," it’s definitely happening. --- A week and a half? It depends on the code quality, otherwise it’s just a numbers game. --- This trend might not be good news for our industry... --- Thinking back to various predictions before, it seems like they are gradually coming true.

View OriginalReply0

SchrodingerGas

· 4h ago

Completing the entire project in a week and a half? Isn't this a classic case of a positive feedback loop starting to reinforce itself... If RSI truly matures, the interaction costs would drop to zero, and the entire development market's game-theoretic equilibrium would be rewritten.

View OriginalReply0

OnchainDetective

· 4h ago

Completing the entire project in a week and a half? That would be really crazy... But the RSI logic does seem a bit intimidating; AI optimizing its own workflow and closing the loop is quite impressive. Claude's current stance feels like it's not far from full autonomy. Wait, does this mean developers' jobs might really become unsustainable?

View OriginalReply0

JustHereForAirdrops

· 4h ago

A week and a half to complete the entire project? Is this real? Isn't it just a marketing gimmick? --- The RSI closed-loop part is a bit scary, AI improving itself, it feels like it's not far from losing control. --- Wait, are we saying Claude has started self-iteration? Then our jobs... --- Code generation has really become competitive; we need to keep up with the pace. --- Accelerating automation systems sounds easy, but how is it so quickly implemented? --- It's just automation, why does it feel like sci-fi? --- A week and a half? It takes me two days just to develop a feature, that gap is really not small. --- Recursive self-improvement... sounds nice, but it's probably still the same prompt engineering approach, right? --- More and more news like this, we need to take it seriously. --- Claude is doing its own work, while I'm still debugging others' code. Can't keep up anymore.

View OriginalReply0

BakedCatFanboy

· 4h ago

A week and a half to complete the entire project? If that's true, it would scare the hell out of many developers. Claude is now starting to optimize itself, which is really a bit overwhelming. Recursive self-improvement feels like it's not far from reality. But speaking of which, how is this data verified? Is it open source? This is the real acceleration signal, more impressive than any parameter stacking.

View OriginalReply0

LightningPacketLoss

· 4h ago

A week and a half to write the entire project by myself? If that's true, it really feels like we're not far from that happening... --- I can't quite understand the RSI cycle part. Can this technology truly self-iterate now, or is it just a gimmick... --- Wow, this is really terrifying. AI optimizing AI workflows, recursively going down—who can stop it? --- Wait, are you saying Claude can now improve its own code quality? Do programmers still need to eat... --- Data is powerful, but I still want to see what the code quality really looks like after a week and a half—can it be used? --- Automation systems are accelerating. I really don't know whether to be excited or scared. Anyway, programmers are going to lose their jobs. --- Ah, the closed-loop iteration thing sounds a bit scary... but it's probably just the beginning, right?

View OriginalReply0

TokenomicsTrapper

· 4h ago

ngl if you read the actual commits, half of it's probably just refactoring boilerplate... "10 days of dev" always sounds better than "mostly pattern matching on existing codebases" lmao

Reply0

Trending Topics
View More
#
GateTradFiIsLive
8.22K Popularity
#
ChineseMemecoinBoom
29.65K Popularity
#
GateLaunchpadIMU
3.91K Popularity
#
SOLPriceAnalysis
20.71K Popularity
#
GateSquareCreatorNewYearIncentives
117.56K Popularity

Hot Gate Fun
View More

1
宝贝你踏马来了
宝贝你踏马来了
MC:$3.91KHolders:2
1.19%
2
马杀鸡
马杀鸡
MC:$3.71KHolders:3
0.14%
3
马拉鸡丝
马拉鸡丝
MC:$3.64KHolders:1
0.00%
4
聚宝盆
聚宝盆
MC:$3.66KHolders:2
0.00%
5
东北雨姐
东北雨姐
MC:$3.64KHolders:1
0.00%

Sitemap

Interesting observation. Anthropic engineer Boris Cherny shared a phenomenon: Claude Code independently completed all the coding development for the Claude Cowork project in just a week and a half. This data is indeed quite impressive.

Trending Topics

GateTradFiIsLive

ChineseMemecoinBoom

GateLaunchpadIMU

SOLPriceAnalysis

GateSquareCreatorNewYearIncentives

Hot Gate Fun

宝贝你踏马来了

宝贝你踏马来了

马杀鸡

马杀鸡

马拉鸡丝

马拉鸡丝

聚宝盆

聚宝盆

东北雨姐

东北雨姐

Pin

Your First Words Matter!
Share your first post on and split $10,000 in New Year rewards.
Post with #My2026FirstPost to share your New Year wish
2026U Position Voucher, Gate New Year boxes, F1 Red Bull merch await you!
Ends on Jan 15, 2026, 16:00 UTC
2026 starts with this post!

Interesting observation. Anthropic engineer Boris Cherny shared a phenomenon: Claude Code independently completed all the coding development for the Claude Cowork project in just a week and a half. This data is indeed quite impressive.

Trending Topics

GateTradFiIsLive

ChineseMemecoinBoom

GateLaunchpadIMU

SOLPriceAnalysis

GateSquareCreatorNewYearIncentives

Hot Gate Fun

宝贝你踏马来了

宝贝你踏马来了

马杀鸡

马杀鸡

马拉鸡丝

马拉鸡丝

聚宝盆

聚宝盆

东北雨姐

东北雨姐

Pin

Your First Words Matter! Share your first post on and split $10,000 in New Year rewards. Post with #My2026FirstPost to share your New Year wish 2026U Position Voucher, Gate New Year boxes, F1 Red Bull merch await you! Ends on Jan 15, 2026, 16:00 UTC 2026 starts with this post!

Your First Words Matter!
Share your first post on and split $10,000 in New Year rewards.
Post with #My2026FirstPost to share your New Year wish
2026U Position Voucher, Gate New Year boxes, F1 Red Bull merch await you!
Ends on Jan 15, 2026, 16:00 UTC
2026 starts with this post!