Open-source project Tldraw announces suspension of accepting external contributions due to overwhelming AI-generated junk code. Such “AI Slop” severely drains maintainers’ energy, and the community is exploring the establishment of reputation systems or escrow mechanisms to address this issue.
Overwhelmed by AI-generated content, open-source project Tldraw suspends external PRs
A popular open-source web drawing project on GitHub with over 40,000 stars, Tldraw, recently announced that it will suspend accepting pull requests (PRs) from external contributors.
Developer steveruizok pointed out that, like many open-source projects on GitHub, the team has recently observed a significant increase in contributions generated entirely by AI tools. Although some submissions are correct in form, most lack complete context, misunderstand the codebase, and the submitters rarely participate in discussions afterward.
steveruizok emphasized that an open PR represents a commitment from maintainers, meaning the contribution will be carefully reviewed and seriously considered for inclusion. To keep this promise meaningful, the team must implement stricter filtering.
Currently, Tldraw’s policy is to close all external PRs first, only reopening those that are genuinely considered. This is in the best interest of the project and code quality. Although it’s regrettable to close public contributions, steveruizok stated that they will only consider reopening once GitHub introduces better management tools.
Curl and OCaml also affected, AI Slop rampant
The decision to suspend pull requests at Tldraw is just one recent example of AI Slop (AI garbage) impacting the open-source community. Similar discussions have been heating up on Reddit and Hacker News forums.
A Reddit discussion pointed out that, Daniel Stenberg, maintainer of the well-known transfer tool Curl, revealed that the project is suffering from AI-generated erroneous reports being used in a “DDoS attack.” Approximately 20% of submissions in 2025 are AI garbage content, severely consuming volunteer maintainers’ time.
Additionally, OCaml maintainers have rejected a 13,000-line pull request generated by AI, citing that reviewing AI-produced code is more laborious than manually written code, and a flood of low-quality PRs could lead to system crashes.
Discussions on Hacker News focus on issues with GitHub’s mechanisms.
Some users believe that making PR counts prominent on the page encourages a culture of submitting for the sake of data.
The current dilemma with generative AI in open-source communities stems from many inexperienced developers using AI tools to generate worthless code, expecting maintainers to merge quickly. This behavior is damaging the collaborative trust within open-source communities.
Possible solutions: whitelist or reputation systems
In response to the harassment of garbage code (Shitcode) in open-source communities, Bitcoin developer Bryan Bishop (kanzure) responded on Tldraw’s GitHub page that he had proposed to the Bitcoin Core development team to “privatize” the development process, shifting to a model limited to invited members or requiring whitelist inclusion to post comments and PRs.
Although this might violate the spirit of Bitcoin’s openness, Bryan Bishop believes that it can effectively reduce noise and useless debates caused by non-contributors, allowing developers to focus on the technical aspects and prevent valuable attention from being diverted by malicious or invalid interactions.
Besides privatization, software engineer Steve Rodrigue also suggests establishing cross-project contributor reputation systems, verifying account value through trust networks.
Another developer is working on a blockchain-based “Stake-to-PR” protocol, requiring submitters to pay a small deposit, which is forfeited if the content is deemed AI garbage, and fully refunded if it is a valid contribution. The goal is to raise the barrier to curb AI abuse.
Further reading:
AI content flood! Web3 Dictionary names “Slop” as the 2025 Word of the Year, sparking heated discussions in the tech community
Disclaimer: The information on this page may come from third parties and does not represent the views or opinions of Gate. The content displayed on this page is for reference only and does not constitute any financial, investment, or legal advice. Gate does not guarantee the accuracy or completeness of the information and shall not be liable for any losses arising from the use of this information. Virtual asset investments carry high risks and are subject to significant price volatility. You may lose all of your invested principal. Please fully understand the relevant risks and make prudent decisions based on your own financial situation and risk tolerance. For details, please refer to
Disclaimer.
Related Articles
Ledger Donjon Finds MediaTek Flaw Exposing Android Wallet Seeds
_Ledger Donjon exposed a MediaTek vulnerability that extracts Android wallet seed phrases in under 45 seconds, affecting millions of devices. CVE-2025-20435._
Ledger Donjon has uncovered a serious MediaTek vulnerability. It lets attackers pull wallet seed phrases from Android phones in seconds.
LiveBTCNews3h ago
Suspected hacker address responsible for CAKE and THE liquidation events, Venus incurs a $2.15 million shortfall
On March 15th, a suspected hacker address received 7,400 ETH from Tornado Cash, orchestrating liquidation events for CAKE and THE collateral that resulted in approximately $2.15 million in losses for Venus. The address manipulated THE price through complex operations, ultimately leading to the liquidation of its collateral on Venus, though substantial borrowed funds remain unpaid. Analysis suggests this event may have been a strategy employed to profit on a certain CEX.
GateNews5h ago
Venus Protocol Pauses THE Token Borrowing and Withdrawal Operations, Other Markets Operating Normally
Gate News reports that on March 15, Venus Protocol issued a security announcement stating that during the investigation of abnormal activity in the THE liquidity pool, preventive measures were taken to prevent further misuse, and all borrowing and withdrawal operations of THE tokens were immediately suspended. This measure will remain in effect until the investigation is concluded. Venus Protocol stated that other markets were unaffected and will continue to operate normally.
GateNews6h ago
Venus Protocol Allegedly Suffers Flash Loan Attack, THE Experiences Massive Liquidations
BNB Chain lending protocol Venus Protocol appears to have suffered a flash loan attack, resulting in massive liquidation of the token THE. The attacker has obtained approximately $3.6 million in assets, with liquidations ongoing. Currently, approximately 42 million THE tokens are awaiting liquidation.
GateNews8h ago
CCTV 315 Gala Exposes AI Large Model Data Poisoning Industry Chain, Pay to Manipulate AI Response Content
CCTV 315 Gala exposed the AI large model data "poisoning" industry chain, involving a business named GEO. Service providers charge fees to make client products stand out in AI models, spawning press release companies that become key links in data manipulation.
GateNews8h ago
Tether Freezes Approximately 11.96 Million USDT on Tron Chain Address
On March 15, Tether froze 11,960,680 USDT on a Tron chain address using the blacklist function of smart contracts. This action typically stems from law enforcement requests related to money laundering and fraud. Over the past several years, Tether has cumulatively frozen more than $4.2 billion in USDT.
GateNews8h ago
