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How to Determine the Reliability of a Crypto Dev Through GitHub?
How Important Is a Reliable Dev?
Waking up from a nap, SKYAI holders were shocked to find their once-promising AI Alpha project had suffered a 99% market crash with no recovery in sight.
The reason for this situation was revealed when SKYAI's developer, Bob (@futuristfrog), announced on January 5th that his experiment had failed, stating, "Bad news. I have failed." Following this, SKYAI's price plummeted, leading many previously optimistic investors to demand a reliable project team, emphasizing the crucial role a founder plays in a project's success.
Bob was later exposed as a high school student in 2022, and SKYAI was initially touted as a practical token by a genius Dev. In his final statement, Bob admitted, "Up to now, I have only created very narrow, overfitted computer applications AI agents, and even so, these agents have had little to no effectiveness." Consequently, he decided not to make any updates to SkyAI until the release of the next-generation large model.
Would this behavior be considered responsible Dev behavior? From an investor's profitability perspective, clearly, he cannot be deemed a good Dev.
Similarly, on January 5th, the native token of The Hive, a DeFi AI Agent that participated in the Solana AI hackathon, called BUZZ, saw its market cap soar to over $80 million within two days. The reason for this FOMO was that the community discovered that its Dev, Jason Hedman, had almost always taken first place in every project he participated in, being a 9-time hackathon winner. His GitHub contributions are also very dense, with a complete resume and a clear development history.
Related Read: "BUZZ Market Cap Soars to $40M, Is the 'DeFi Agent' Making Waves?"
Jason's GitHub Profile
Furthermore, Jason holds 5% of BUZZ's token supply, but to enhance the project's transparency and market trust, he decided to lock this portion of the tokens for a year, also known as part of BUZZ's upward potential.
From the failure of SKYAI to the explosion of BUZZ, it is not difficult to see the importance of a reliable Dev to a project — technical expertise, sense of responsibility, and the developer's personal reputation are often closely linked to the project's future value-added space.
How to Find a Good AI Dev or Project on GitHub?
Once we recognize the importance of developers to a project, the next question is how to efficiently identify potential "Bob" and "Jason" among the many AI+Crypto projects, and find the technical teams that are truly worth tracking and investing in?
GitHub is undoubtedly the best "transit station." As the world's largest open-source code collaboration and version control platform, it not only showcases developers' technical skills and continuous output capabilities but also provides valuable insights into community interaction, version iteration, and more. BlockBeats has compiled several key tips for GitHub "treasure hunting" to help everyone better understand project quality and Dev level.
Make Good Use of Search and Trending Pages
GitHub's Trending page focuses on recent popular projects, usually sorted by language, time span, and Star increments. By selecting AI and its related languages (such as Python, C++, Go, etc.), you can quickly discover which projects have higher popularity and a broader range of applications. Projects with a higher number of Stars, Forks, and Watches often indicate a high level of community recognition and more abundant resources and discussions.
In addition to the Trending page, you can also use GitHub's advanced search function to filter by the number of Stars, programming language, update time, etc. For example, entering stars:>100 language:Python topic:AI in the search bar can help you find projects with more than 100 Stars, that use Python, and are related to "AI," laying the foundation for accurately targeting suitable Devs in the future.
In addition to checking the AI Dev's contributions on GitHub, you can also visit their profile page to see which projects they have participated in and whether they have submitted high-quality code to well-known AI frameworks. You can also learn about their truly impressive core projects in the "Pinned Repositories" section of their profile page.
ai16z Founder Shaw's GitHub Profile
Additionally, third-party services like CodersRank, Sourcegraph, etc., analyze developers' public code to provide scores or skill tree analysis. If you want to have a more comprehensive understanding of a developer's coding habits and tech stack, you can also look into the data provided by these tools.
View README, Code, and Commit History
A project's README file usually contains the project's goals, feature overview, usage instructions, and required libraries. A detailed and logically organized README not only helps you quickly get started with the project but also reflects the developer's professionalism and friendliness to community users. If the README includes architecture diagrams, performance benchmarks, links to related papers, etc., it is a bonus to the project's professionalism.
Thoroughly read through the project's code structure, module divisions, and naming conventions, which can give you a preliminary assessment of the developer's maturity in software engineering. If you frequently see them using non-Git standard commits like "Add files via upload," it likely means that the project lacks continuous development management capability and real technical support. Conversely, if the commit messages are concise and the feature divisions are clear, it indicates a more professional and traceable development process.
Image Source: @onlyzhynx
In AI projects, whether there are unit tests set up, continuous integration (Travis CI, GitHub Actions, etc.) is also a key indicator of whether developers care about quality. A high-level AI Dev usually combines automated testing methods to ensure the correctness and stability of the project's functionality.
Issues, Pull Requests, and Contributors Interface
In a project's Issues and Pull Requests, we can intuitively understand the developer's working style and the community's interaction level. For example, whether Issues are responded to promptly, if PRs go through a rigorous review process, and if there are sufficient reviews and tests during code merges. Excellent AI Devs usually guide new contributors through Code Reviews or provide more technical background and implementation logic in PR descriptions to help the project community quickly understand and validate new features.
If a project has a large number of Contributors that are evenly distributed, it indicates that the project has broad community support and ongoing development momentum. If only one or two people are frequently committing code, then it is necessary to delve deeper into their background and the project's scalability.
Some high-quality projects may link to external forums, Slack channels, Discord servers, etc., in their README or Issues section for discussions on the project's feature evolution, bug fixes, etc. If the user interaction in these forums is very active, it indicates that the project has a certain community foundation, which is also one of the standards to test the team.
Lastly, although reliable developer skills are crucial, emotional intelligence is also a necessary factor for a project to succeed. In the midst of the bubble brewing between AI and Crypto, if one cannot hold onto their assets due to a developer's outrageous actions overnight, perhaps we can consider a different approach. By tracking reliable Developer projects in the medium to long term, profiting from the token's cyclical uptrend can also be a more stable operational method.
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Key Market Intelligence on May 14th, how much did you miss out on?
1.Binance Alpha Launches HIPPO, BLUE, and Other Tokens
2.Believe Ecosystem Tokens See General Rise, LAUNCHCOIN Surges Over 250% in 24 Hours
3.Tiger Securities Introduces Cryptocurrency Deposit and Withdrawal Service, Supports Mainstream Cryptocurrencies such as BTC and ETH
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5.Binance Wallet's New TGE Privasea AI Participation Requires a 198 Point Threshold, with a Point Consumption of 15
Source: Overheard on CT (tg: @overheardonct), Kaito
PUMP: Today's discussions about PUMP focus on its new creator revenue-sharing model: the platform will allocate 50% of PumpSwap revenue to token creators, sparking varied reactions from users. Some criticize the move as insufficient or even misleading, while others view it as a positive step the platform is taking to reward creators. Meanwhile, PUMP faces market pressure from emerging competitors like LetsBONKfun and Raydium, which are rapidly gaining market share. Users also express concerns about PUMP's sustainability and potential regulatory risks in the U.S., with discussions extending to the platform's impact on the entire memecoin ecosystem.
COINBASE: Today, Coinbase became the first crypto company to join the S&P 500 Index, replacing Discover Financial Services, sparking widespread industry attention. The entire crypto community views this milestone as a significant development, signaling that crypto assets are further integrating into the mainstream financial system. The news has sparked lively discussions on Twitter, with many users pointing out that this may attract more institutional investors to enter the Bitcoin and other cryptocurrency markets.
XRP: XRP became the focal point of today's crypto discussion, with its significant market movements and strategic advances drawing attention. XRP has surpassed USDT to become the third-largest cryptocurrency by market capitalization, sparking market excitement and discussions about its future potential. The surge in market capitalization and price is believed to be related to increasing institutional interest, deepening strategic partnerships, and its role in the crypto ecosystem. Additionally, XRP's integration into multiple financial systems and its potential as a macro asset class are also seen as key factors driving the current market sentiment.
DYDX: Today's discussions about DYDX mainly focused on the dYdX Yapper Leaderboard launched by KaitoAI. The leaderboard aims to identify the most active community participants, with a total of $150,000 in rewards to be distributed over the first three seasons. This initiative has sparked broad community participation, with many users discussing the potential rewards and the incentive effect on the DYDX ecosystem. Meanwhile, progress on the ethDYDX to dYdX native chain migration and historical airdrop events have also been topics of discussion.
1. "What Is 'ICM'? Holding Up the $4 Billion Market Cap Solana's New Narrative"
Overnight, the hottest narrative in the crypto space has become "Internet Capital Markets," with a host of crypto projects and founders, led by the Solana ecosystem's new Launchpad platform Believe, releasing this phrase. Together with "Believe in something," it has become the new slogan heralding the onset of a bull market. What exactly is the so-called "Internet Capital Market," will it become a short-lived hype phrase like the Base ecosystem's previous Content Coin, and what related targets are available for selection?2.《LaunchCoin Surges 20x in One Day, How Did Believe Create a $200M Market Cap Shiba Inu After Going to Zero?｜100x Retrospective》
LAUNCHCOIN broke through a $200 million market cap today, with the long-lost liquidity and such a high market cap "Memecoin" almost bringing half of the on-chain crypto community CT into the fray. The community is crazily discussing this token, with half of it being FOMO and the other half being FUD. This token, originally issued by Believe founder Ben Pasternak under his personal identity, transformed into a new platform token after a renaming. From once going to zero to a $200 million market cap, what happened in between?May 14 On-chain Fund Flow
Within 24 hours, GOONC's market cap soared to 70 million, could GOONC be the next billion-dollar dog on the Believe platform?
Bitcoin has broken $100,000, Ethereum has surpassed 2500, and is Solana's hot streak about to make a comeback?
The current market is in a state of macro euphoria, with GOONC riding the wave today, skyrocketing 10x in just a few hours, reaching a market cap of tens of millions of dollars, trading volume soaring past 50 million, and rumors swirling that the developer may be from OpenAI (unconfirmed but intriguing enough).
A ludicrous and absurd Solana meme that some actually buy into.
GOONC is a meme coin that has sprouted from the "gooning" subculture, offering no technological innovation or practical use, its sole function being speculation.
It takes inspiration from an NSFW term "gooning," which refers to a person being deeply immersed in certain content (you know what), eventually entering a nearly religious-like trance.
In Reddit (such as r/GOONED, r/GoonCaves) and some counterculture media outlets (such as MEL Magazine in 2020), "gooning" has gradually transitioned from an adult label to a meme-addicted, digital content and virtual self-indulgence synonym, arguably the epitome of Degen spirit.
GOONC is playing around with this concept, packaging the addictive nature, uselessness, and irony of gooning into a tradable financial product. The project team has made it clear: "We do not solve blockchain problems, we only trade absurdity." Blunt but oddly genuine.
GOONC launched on May 13, 2025, using the meme coin launch platform Believe App's LaunchCoin module on Solana. This tool is highly Degen: zero technical barriers, a few clicks to create a coin, perfect for projects like GOONC that can come up with ideas out of the blue.
The mastermind behind GOONC is also quite something and is the most talked-about, with KOL @basedalexandoor on X platform (alias "Pata van Goon") personally involved. His profile even caught the attention of Marc Andreessen, co-founder of a16z, making onlookers unable to resist speculating if GOONC has a hint of OpenAI lineage.
While this 'OpenAI Endorsement' is currently just community speculation, it is definitely a good card to play to fuel hype. Saying "we are pure speculation" on one hand, while tagging a few "AI + a16z" on the other.
GOONC took off as soon as it launched. After its launch on May 13, 2025, its market capitalization skyrocketed to $22 million within 4 hours, with a trading volume exceeding $25.6 million in 24 hours. According to platform data, the first day of trading saw an astonishing +41,100% surge, soaring from $0.0000001 to $0.02, becoming a "missed-the-boat" situation.
GOONC quickly formed an active trading community post-launch, with a lot of discussion and trading signals appearing on X platform (such as the 292x return signal provided by DeBot). Liquidity pools on exchanges like Raydium and Meteora grew rapidly, supporting high trading volumes and price increases.
The real climax occurred between May 13 and May 14, with the market cap rising to $5.5 million in the morning and directly surpassing $55 million in the afternoon. By the 14th, it briefly approached a $70 million market cap, with the trading volume soaring to $59 million. Some community members even posted screenshots claiming an increase of +85,000%, creating a new myth out of the ruins.
As of 1:30 pm on May 14, the price stabilized around $0.039, with a total market cap and FDV both around $39.6 million, and a 24-hour trading volume of $5.43 million. Active platforms include XT.COM, LBank, Meteora, and others.
Although there was a slight pullback from the peak ($0.07), the coin's popularity remains strong. For a coin that relies purely on "irony + community + X post" to thrive, this performance is already at a stellar level.
Currently, the background of the token's development team is not transparent, increasing the potential risk of a rug pull. Rugcheck.xyz warns that the creator of the GOONC contract may have permission to modify the contract (e.g., change fees or mint additional tokens), posing certain security risks.
Community members speculate that the meteoric rise of GOONC may be the "last hurrah".
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Key Market Intelligence on May 14th, how much did you miss out on?
1.Binance Alpha Launches HIPPO, BLUE, and Other Tokens
2.Believe Ecosystem Tokens See General Rise, LAUNCHCOIN Surges Over 250% in 24 Hours
3.Tiger Securities Introduces Cryptocurrency Deposit and Withdrawal Service, Supports Mainstream Cryptocurrencies such as BTC and ETH
4.Current Bitcoin Rally Possibly Driven by Institutions, Retail Traders Yet to Join
5.Binance Wallet's New TGE Privasea AI Participation Requires a 198 Point Threshold, with a Point Consumption of 15
Source: Overheard on CT (tg: @overheardonct), Kaito
PUMP: Today's discussions about PUMP focus on its new creator revenue-sharing model: the platform will allocate 50% of PumpSwap revenue to token creators, sparking varied reactions from users. Some criticize the move as insufficient or even misleading, while others view it as a positive step the platform is taking to reward creators. Meanwhile, PUMP faces market pressure from emerging competitors like LetsBONKfun and Raydium, which are rapidly gaining market share. Users also express concerns about PUMP's sustainability and potential regulatory risks in the U.S., with discussions extending to the platform's impact on the entire memecoin ecosystem.
COINBASE: Today, Coinbase became the first crypto company to join the S&P 500 Index, replacing Discover Financial Services, sparking widespread industry attention. The entire crypto community views this milestone as a significant development, signaling that crypto assets are further integrating into the mainstream financial system. The news has sparked lively discussions on Twitter, with many users pointing out that this may attract more institutional investors to enter the Bitcoin and other cryptocurrency markets.
XRP: XRP became the focal point of today's crypto discussion, with its significant market movements and strategic advances drawing attention. XRP has surpassed USDT to become the third-largest cryptocurrency by market capitalization, sparking market excitement and discussions about its future potential. The surge in market capitalization and price is believed to be related to increasing institutional interest, deepening strategic partnerships, and its role in the crypto ecosystem. Additionally, XRP's integration into multiple financial systems and its potential as a macro asset class are also seen as key factors driving the current market sentiment.
DYDX: Today's discussions about DYDX mainly focused on the dYdX Yapper Leaderboard launched by KaitoAI. The leaderboard aims to identify the most active community participants, with a total of $150,000 in rewards to be distributed over the first three seasons. This initiative has sparked broad community participation, with many users discussing the potential rewards and the incentive effect on the DYDX ecosystem. Meanwhile, progress on the ethDYDX to dYdX native chain migration and historical airdrop events have also been topics of discussion.
1. "What Is 'ICM'? Holding Up the $4 Billion Market Cap Solana's New Narrative"
Overnight, the hottest narrative in the crypto space has become "Internet Capital Markets," with a host of crypto projects and founders, led by the Solana ecosystem's new Launchpad platform Believe, releasing this phrase. Together with "Believe in something," it has become the new slogan heralding the onset of a bull market. What exactly is the so-called "Internet Capital Market," will it become a short-lived hype phrase like the Base ecosystem's previous Content Coin, and what related targets are available for selection?2.《LaunchCoin Surges 20x in One Day, How Did Believe Create a $200M Market Cap Shiba Inu After Going to Zero?｜100x Retrospective》
LAUNCHCOIN broke through a $200 million market cap today, with the long-lost liquidity and such a high market cap "Memecoin" almost bringing half of the on-chain crypto community CT into the fray. The community is crazily discussing this token, with half of it being FOMO and the other half being FUD. This token, originally issued by Believe founder Ben Pasternak under his personal identity, transformed into a new platform token after a renaming. From once going to zero to a $200 million market cap, what happened in between?May 14 On-chain Fund Flow
Within 24 hours, GOONC's market cap soared to 70 million, could GOONC be the next billion-dollar dog on the Believe platform?
Bitcoin has broken $100,000, Ethereum has surpassed 2500, and is Solana's hot streak about to make a comeback?
The current market is in a state of macro euphoria, with GOONC riding the wave today, skyrocketing 10x in just a few hours, reaching a market cap of tens of millions of dollars, trading volume soaring past 50 million, and rumors swirling that the developer may be from OpenAI (unconfirmed but intriguing enough).
A ludicrous and absurd Solana meme that some actually buy into.
GOONC is a meme coin that has sprouted from the "gooning" subculture, offering no technological innovation or practical use, its sole function being speculation.
It takes inspiration from an NSFW term "gooning," which refers to a person being deeply immersed in certain content (you know what), eventually entering a nearly religious-like trance.
In Reddit (such as r/GOONED, r/GoonCaves) and some counterculture media outlets (such as MEL Magazine in 2020), "gooning" has gradually transitioned from an adult label to a meme-addicted, digital content and virtual self-indulgence synonym, arguably the epitome of Degen spirit.
GOONC is playing around with this concept, packaging the addictive nature, uselessness, and irony of gooning into a tradable financial product. The project team has made it clear: "We do not solve blockchain problems, we only trade absurdity." Blunt but oddly genuine.
GOONC launched on May 13, 2025, using the meme coin launch platform Believe App's LaunchCoin module on Solana. This tool is highly Degen: zero technical barriers, a few clicks to create a coin, perfect for projects like GOONC that can come up with ideas out of the blue.
The mastermind behind GOONC is also quite something and is the most talked-about, with KOL @basedalexandoor on X platform (alias "Pata van Goon") personally involved. His profile even caught the attention of Marc Andreessen, co-founder of a16z, making onlookers unable to resist speculating if GOONC has a hint of OpenAI lineage.
While this 'OpenAI Endorsement' is currently just community speculation, it is definitely a good card to play to fuel hype. Saying "we are pure speculation" on one hand, while tagging a few "AI + a16z" on the other.
GOONC took off as soon as it launched. After its launch on May 13, 2025, its market capitalization skyrocketed to $22 million within 4 hours, with a trading volume exceeding $25.6 million in 24 hours. According to platform data, the first day of trading saw an astonishing +41,100% surge, soaring from $0.0000001 to $0.02, becoming a "missed-the-boat" situation.
GOONC quickly formed an active trading community post-launch, with a lot of discussion and trading signals appearing on X platform (such as the 292x return signal provided by DeBot). Liquidity pools on exchanges like Raydium and Meteora grew rapidly, supporting high trading volumes and price increases.
The real climax occurred between May 13 and May 14, with the market cap rising to $5.5 million in the morning and directly surpassing $55 million in the afternoon. By the 14th, it briefly approached a $70 million market cap, with the trading volume soaring to $59 million. Some community members even posted screenshots claiming an increase of +85,000%, creating a new myth out of the ruins.
As of 1:30 pm on May 14, the price stabilized around $0.039, with a total market cap and FDV both around $39.6 million, and a 24-hour trading volume of $5.43 million. Active platforms include XT.COM, LBank, Meteora, and others.
Although there was a slight pullback from the peak ($0.07), the coin's popularity remains strong. For a coin that relies purely on "irony + community + X post" to thrive, this performance is already at a stellar level.
Currently, the background of the token's development team is not transparent, increasing the potential risk of a rug pull. Rugcheck.xyz warns that the creator of the GOONC contract may have permission to modify the contract (e.g., change fees or mint additional tokens), posing certain security risks.
Community members speculate that the meteoric rise of GOONC may be the "last hurrah".
App