A speaker announcement for Abu Dhabi Finance Week has drawn attention across the Web3 community, with Hashed and its partners unveiling the lineup for two private Web3 Leaders Roundtables. The sessions bring together some of the most recognisable figures in the sector, including Cardano’s Charles Hoskinson, ConsenSys founder Joseph Lubin, Solana Foundation president Lily Liu and, importantly for many in the ICP community, DFINITY founder Dominic Williams.

For journalists and analysts following the growth of the Internet Computer, Williams’ inclusion stands out. His long-running push for fully on-chain systems and agent-driven computation aligns closely with the themes set for the first roundtable. That session looks at how AI and Web3 could merge into practical use cases tied to real-world assets. The focus on on-chain AI agents and the infrastructure required to support them touches directly on the type of autonomous, verifiable computation that Williams has been advocating for years. Early discussions online already highlight ICP’s approach as an example of what more advanced on-chain execution might look like.

The second session shifts to institutions and regulation. Policymakers, major financial players and Web3 executives will examine settlement models, stablecoins, tokenised finance and the broader question of regulatory alignment. Participants are expected to compare views on how large organisations can engage with digital assets at scale, and what needs to evolve before that becomes a routine part of financial infrastructure. While enthusiasm for institutional adoption remains high, speakers have previously noted that progress is uneven and often shaped by legal clarity or the lack of it.

According to Hashed, insights from both roundtables will be compiled into an official post-ADFW report. The document is expected to map out priorities for AI-driven digital economies and the next stage of institutional involvement. With Williams participating, the Internet Computer community is looking to see how its on-chain model features in the broader conversation, particularly around agent-based systems and infrastructure that can support computation without relying on traditional cloud providers.

The event sits within Abu Dhabi’s broader push to establish itself as a centre for emerging technology. Whether the discussions lead to faster adoption or clearer regulatory direction remains to be seen, but the speaker list alone has already sparked strong interest across blockchain communities. For those following ICP’s journey, Williams’ presence gives the roundtable added weight, and many will be watching closely for how his ideas shape the final report.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

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🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

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Gift shopping can be fun, but it often becomes a scramble or a tiring scroll through endless lists. GiftGenie, an AI-powered app built with Caffeine, aims to make the experience quicker and more personal. The interface reflects that intention clearly, opening with a simple prompt to “find the perfect gift with AI” alongside a clean visual of a wrapped present. It sets the tone for an experience that focuses on ease rather than pressure.

Users start by answering a few questions about the person they’re buying for. The app asks about interests, personality and the relationship, then uses the OpenAI API to generate tailored suggestions. It doesn’t stop at ideas for the gift itself. GiftGenie produces a message you can include, gives creative presentation tips and links directly to purchase options through Stripe Checkout.

The developers say they built GiftGenie to remove some of the stress that often comes with choosing presents. They frame it as a small, practical tool for people who want fast inspiration without compromising thoughtfulness. As with any AI tool, the quality of suggestions depends heavily on the information given, and there will always be differences in taste, culture and budget. The app doesn’t replace browsing shops or searching on your own, but it may offer a strong starting point for those who’d rather avoid trawling through dozens of websites.

GiftGenie’s design leans into simplicity. The “how it works” section breaks the process into a short three-step flow so users know exactly what to expect before they begin. This clear structure may be one reason early testers describe it as less overwhelming than other gift recommendation tools.

The team behind the project has hinted at future updates, including more categories and potential additions like group gift planning or region-based options. These ideas are still early, but they point to a plan to keep the platform growing as user feedback comes in.

GiftGenie is available through its Caffeine-built site, where new users can log in and try the process for themselves. Its ongoing appeal will come down to one thing: whether it consistently offers suggestions that feel right for the people receiving them.

Link : giftgenie-j59.caffeine.xyz

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

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🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

Tendy DAO has begun shaping its newly launched SNS with a straightforward first move: staking 1,000 ICP in an ICP neuron vector to generate a steady flow of rewards. The decision gives the DAO a predictable source of daily yield, estimated at around 0.33 ICP per day based on current network conditions.

An automated splitter sits alongside the stake, routing the maturity across three destinations: purchases of ckBTC, re-staking and contributions to the DAO’s treasury. The design aims to balance growth, diversification and long-term sustainability while keeping operations simple enough for members to assess transparently.

Early staking strategies are becoming a common feature of ICP-based DAOs, particularly those looking to build predictable income without adding token inflation or complex mechanisms. Tendy DAO’s approach follows that pattern by leaning on native staking yields instead of issuing new tokens or relying on speculative incentives.

Community members are now watching to see how the mix of ckBTC accumulation, compounding and treasury building shapes the DAO’s broader strategy. The choice to include Bitcoin exposure via ckBTC may appeal to users who want a blend of ICP-native tools and a familiar asset inside the treasury, although the balance of risk and reward will depend on how market conditions evolve.

For now, the move gives Tendy DAO a starting point: a small but reliable revenue stream and a structure that can be adjusted as the DAO’s priorities become clearer. Further decisions on allocation, governance processes and long-term direction are expected as the SNS matures.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

Gold DAO is entering a new phase, handing full operational responsibility for its GLDT token to ORIGYN. The move brings all aspects of physical gold management, storage, insurance, audits and compliance under a regulated foundation with global licences, laying the groundwork for centralised exchange listings and multi-chain expansion.

Under the new proposal, Gold DAO will cease issuing token rewards to GLDT stakers, removing previous inflationary pressures and creating a cleaner, more deflationary asset. Rewards from ICP staking will be redirected to accumulate GLDT over time, while the DAO’s treasury — currently valued at around $3 million — will continue generating yield from its holdings in ICP, OGY and WTN.

The transition, dubbed Gold DAO Chapter 2.0, represents a shift from a standalone stablecoin issuer to a rewards-yielding DAO within the ICP ecosystem. GOLDAO token value will now be linked to the performance of staked assets rather than inflation-based token issuance. Thirty-three per cent of ICP rewards will be used to buy back and burn GOLDAO, another third to acquire GLDT for long-term stakers, and the remainder distributed to active GOLDAO holders.

The DAO will maintain a significant stake in ORIGYN through 500 million OGY tokens, equivalent to five per cent of the total supply. This ensures continued exposure to GLDT adoption while ORIGYN manages the day-to-day operations of the gold-backed token.

Long-term conviction is emphasised through locked neurons across the treasury. The DAO holds roughly 550,000 ICP in neurons, 85 per cent of which are locked for eight years, alongside substantial WTN holdings that will gradually be transferred over the next two years. This locked stake supports yield generation while signalling commitment to the Internet Computer ecosystem.

GLDT staking will be halted, and the associated GOLDAO neuron used to fund it will be dissolved and burned, further reducing circulating supply. The DAO’s new tokenomics aim to align GOLDAO value with ecosystem growth, offering holders a real-yield-backed index of top ICP assets.

Gold DAO is positioning itself as a more mature and structured entity, combining ORIGYN’s institutional credibility with the DAO’s technology and token holdings. The team emphasises collaboration with ecosystem partners and long-term yield for holders as the foundation for its next chapter.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

Menese has completed over 15 integrations in November and is now enabling automated bridging across multiple blockchains using Internet Computer Protocol (ICP) smart contracts. Its latest demo shows 24/7 cross-chain flows running entirely on-chain, with no client-side execution required. Locker contracts are currently live on SUI, APT, ETH, TRX and SOL, with more chains expected weekly.

The rollout is structured in four phases. The first provides freemium multichain access, allowing instant connection to every supported chain. The second introduces programmable, recoverable sovereign wallets designed for security and flexibility. The third phase will deliver a multichain launchpad to help ICP-based projects reach the market faster. The final stage will enable cross-chain swaps, ICP liquidity pools and automated agents executing programmable commands across chains.

Menese’s approach builds on ICP’s chain-key cryptography, which allows smart contracts to interact across multiple blockchains without relying on third-party bridges. This design could offer a more decentralised alternative to traditional cross-chain solutions, which often depend on wrapping tokens or custodial intermediaries and have been vulnerable to hacks in the past.

The team is emphasising collaboration with ICP projects and the wider community. Menese is inviting developers to explore the freemium access model and suggest partnerships, signalling an open approach to shaping the platform in response to real-world use cases.

While Menese’s ambitions are high, the success of automated multichain flows will depend on careful implementation, security auditing and the adoption of ICP’s underlying architecture. If these elements hold, the platform could streamline cross-chain operations for developers and users alike, providing a new layer of flexibility for Web3 applications.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

Trail of Bits has completed a comprehensive security audit of OISY, a leading Internet Computer-based digital asset wallet, confirming no high-severity issues. OISY is the world’s first fully on-chain wallet to consolidate chains, identities, and primitives into a single immutable DeFi terminal, giving users a centralised view and control over their assets in a decentralised environment.

The audit identified one medium issue, four low issues, eight informational items, and one undetermined finding. All medium and low issues have been addressed, with fixes reviewed and verified to ensure the platform maintains a high level of security and compliance with industry best practices.

The assessment highlights OISY’s commitment to proactive risk management and its focus on delivering a reliable and secure experience for users navigating DeFi across multiple chains. Independent security reviews provide reassurance that potential vulnerabilities are identified and mitigated, strengthening confidence in the platform and the broader Internet Computer ecosystem.

OISY’s team expressed gratitude to Trail of Bits for their thorough review, actionable recommendations, and collaborative approach, which contributed to an effective audit process. Robin Kunzler (Product Security) and Stefan Berger (OISY) from DFINITY are listed as discussion leads for further questions, reinforcing the platform’s transparency and accessibility.

Full details of the OISY report and a complete archive of past audits for Internet Computer projects are available at https://dfinity.org/third-party-security-audits/. Previous audits have covered VetKeys cryptography by NCC Group, ckBTC and Service Nervous System assessments, Threshold ECDSA integrations, Canister Sandboxing, and broader Internet Computer consensus evaluations. These reviews demonstrate the ecosystem’s ongoing focus on robust, independent security practices.

The audit confirms that OISY continues to uphold high standards for data handling, configuration, and operational security, while maintaining transparency with its community. By addressing all findings promptly and publishing the results, the team signals a commitment to trust, accountability, and long-term resilience.

The completion of this audit positions OISY as a secure, user-focused tool for DeFi engagement on the Internet Computer, providing both developers and users with confidence in its infrastructure and ongoing security management.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

The Internet Computer community now has a new layer of protection with the $ICP Dashboard, which can proactively identify and hide transactions linked to address poisoning. The feature is designed to improve user security while keeping transaction histories clear and manageable.

Address poisoning has long been a concern for blockchain users, as it can clutter wallets and potentially mislead people into interacting with risky addresses. By automatically flagging these transactions, the $ICP Dashboard allows users to focus on genuine activity without being distracted by potentially harmful entries.

The update is part of a broader effort to strengthen trust and usability across the Internet Computer ecosystem. For those actively managing multiple addresses or significant token holdings, the change can save time and reduce the risk of accidental exposure to scams. It also demonstrates an awareness of how user experience and security intersect in blockchain platforms, where complex transactions can sometimes overwhelm even experienced users.

Community members have welcomed the feature, noting that proactive measures like this are critical as adoption grows. The new alerts can help users make more informed decisions, especially when interacting with previously unknown addresses, and reinforce safer practices within the ecosystem.

While the dashboard improves visibility and protection, it does not replace personal vigilance. Users are still advised to verify unfamiliar transactions and remain cautious with new counterparties. Nonetheless, the update provides a practical tool that combines clarity with security, giving the community confidence in managing their digital assets.

This addition positions the Internet Computer as a platform that continues to prioritise both usability and safety, reflecting the network’s ongoing commitment to delivering a secure, user-friendly blockchain experience.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

Dexter has unveiled a new archive platform for ICP-focused Spaces, consolidating live conversations into a single location that is easy to navigate and interact with. Built using Caffeine AI, the platform allows users to listen to past discussions, place comments on a timeline, and create accounts to track activity, all within the same environment.

The first session uploaded features ICP Hub Egypt and Michael J. Casey, setting the tone for a broader collection of archived content. Dexter plans to digitise all previous Spaces, storing them fully on-chain via ICP to ensure long-term accessibility. The archive is designed to preserve the community’s conversations, offering a reference point for newcomers and existing participants alike.

The platform reflects the growing emphasis on capturing and maintaining knowledge within the ICP ecosystem, which has seen rapid expansion across research, development and community-driven projects. By centralising these recordings, Dexter hopes to reduce information fragmentation and make it easier for anyone interested in ICP to access technical insights, industry debates, and community discussions.

Users can comment directly on the timeline, creating a more interactive experience than traditional audio archives. This feature encourages engagement, allowing listeners to highlight key moments, share perspectives, or ask questions long after the original live session has ended.

While the archive offers a practical solution for storage and discovery, there are potential challenges. Storing long-form audio on chain can raise questions around cost, scalability, and moderation, particularly as the archive expands. How these issues are managed will determine the platform’s long-term success and usability.

The move has been welcomed by parts of the ICP community, who see it as a step towards professionalising content sharing and knowledge retention. For enthusiasts, developers, and researchers, the archive could become an essential tool to explore past conversations and stay updated on ongoing ecosystem developments.

The archive is live and available for users to explore at https://archive-zba.caffeine.xyz. Over time, Dexter plans to add all past Spaces, building a comprehensive and permanent record of ICP community dialogue.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

After a pause of more than two years, crypto exchange Coinbase has reopened its app for registration in India. Users can currently make crypto-to-crypto trades, but speaking at India Blockchain Week (IBW), Coinbase’s APAC director John O’Loghlen confirmed that the company will introduce a fiat on-ramp in 2026, allowing Indian users to load money and buy crypto directly.

Coinbase first launched services in India in 2022 but quickly had to suspend support for the Unified Payments Interface (UPI) after the UPI operator, National Payments Corporation (NPCI), refused to acknowledge the exchange’s presence. In 2023, Coinbase ceased all operations for Indian users and asked them to offload their accounts.

“We had millions of customers in India, historically, and we took a very clear stance to off-board those customers entirely from overseas entities, where they were domiciled and regulated. Because we wanted to kind of burn the boats, have a clean slate here. As a commercial business person wanting to make money and active users, that’s like the worst thing you can do, and so you know it wasn’t without some hesitation,” O’Loghlen said.

The company engaged with India’s Financial Intelligence Unit (FIU), a government agency overseeing transactions and fraud, and registered with them this year. Early access onboarding began in October, and now the app is open to all users.

India’s crypto market has faced regulatory challenges. While the country is home to the world’s second-largest online user base, strict rules and high taxation have made growth difficult for crypto firms. Income from crypto is taxed at 30% without any loss offset, and each transaction incurs a 1% deduction, discouraging frequent trading. O’Loghlen expressed hope that the government will ease these taxes to make digital asset ownership less burdensome.

Despite these hurdles, Coinbase remains optimistic about India. Its venture arm recently invested in local exchange CoinDCX at a $2.45 billion post-money valuation. The company also plans to expand its Indian team beyond 500 employees, hiring for multiple roles supporting both local and global operations.

Coinbase’s return signals a renewed push to capture India’s crypto market under a regulatory framework, balancing compliance with the potential of a rapidly growing digital economy.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life

Rohan Paul, an AI engineer and entrepreneur, recently shared research showing that while AI agents can produce working code through “vibe coding,” the majority of that code is insecure. According to a new Carnegie Mellon paper, agents complete 61% of coding tasks correctly under the strongest setups, yet only 10.5% of these outputs pass security tests.

Vibe coding, as defined in the study, involves a human giving natural language instructions to an AI, which then edits or generates code with minimal oversight. The research team created SUSVIBES, a set of 200 real-world tasks drawn from projects with previous security fixes, and tested several popular AI coding agents. The results suggest that while agents often produce functional solutions, around 80% of those passing functionality checks still contain security vulnerabilities. Common problems include timing leaks in password handling and redirects that could allow attackers to alter headers. Even giving the AI guidance on specific weaknesses failed to substantially improve security.

Dominic Williams, founder of the Internet Computer Protocol (ICP), commented on the findings in a discussion thread, noting that while traditional tech stacks see similar patterns of insecure outputs, ICP’s tamperproof infrastructure offers an added layer of protection. “While tamperproof onchain software eliminates traditional cyber attacks, it does not remove logical errors,” Dom said. He highlighted that AI could, for instance, upgrade a blog in a way that accidentally gives every visitor administrative access.

Caffeine AI, the self-writing app platform built on ICP, is working to address these risks. Dom explained that the system relies on an ensemble of AI models performing specialised roles, with ongoing efforts to refine these models for maximum accuracy. Security can also be improved through expanded data definition languages, which clearly define access controls for data and functions. While logical vulnerabilities still require careful review, building on tamperproof code eliminates many traditional attack vectors, such as malware hiding in platform updates or misconfigured components.

Pierre Samaties, Chief Business Officer at DFINITY, also responded to Dom’s post, noting that the high insecurity rate of AI-generated software stems from Web2 infrastructure rather than the AI itself. “The fix isn’t better prompts. It’s a safer execution environment,” he said. He added that Caffeine AI on ICP deploys apps into secure, tamper-proof canisters, removing entire classes of vulnerabilities. “AI can finally build software safely when the platform itself is secure-by-design. ICP was built for exactly this moment.”

Discussion participants noted the potential for self-writing apps to enable non-technical creators to deploy functional, secure applications without relying on conventional tech teams. Dom emphasised that ICP remains unique in allowing AI models to run directly onchain, storing data and executing operations in ways no other blockchain currently supports. While large language models still require some offchain processing, Caffeine’s hybrid approach combines the benefits of onchain security with high-performance AI coding capabilities.

Responding to questions about broader adoption, Dom clarified that modern apps include reactive websites installable on phones and desktops, capable of social media, games, e-commerce, enterprise services, and SaaS functionality. This positions ICP and Caffeine AI as tools for creators seeking both immediacy and resilience in app deployment, rather than traditional banking or enterprise-only use cases.

The conversation around vibe coding highlights the tension between speed and security in AI-assisted development. Dom and Pierre’s perspectives underscore the importance of infrastructure that guarantees immutability and safety, even as AI models generate the logic that powers the apps themselves.

Dear Reader,

Ledger Life is an independent platform dedicated to covering the Internet Computer (ICP) ecosystem and beyond. We focus on real stories, builder updates, project launches, and the quiet innovations that often get missed.

We’re not backed by sponsors. We rely on readers like you.

If you find value in what we publish—whether it’s deep dives into dApps, explainers on decentralised tech, or just keeping track of what’s moving in Web3—please consider making a donation. It helps us cover costs, stay consistent, and remain truly independent.

Your support goes a long way.

🧠 ICP Principal: ins6i-d53ug-zxmgh-qvum3-r3pvl-ufcvu-bdyon-ovzdy-d26k3-lgq2v-3qe

🧾 ICP Address: f8deb966878f8b83204b251d5d799e0345ea72b8e62e8cf9da8d8830e1b3b05f

🪙 BTC Wallet: bc1pp5kuez9r2atdmrp4jmu6fxersny4uhnaxyrxau4dg7365je8sy2q9zff6p

Every contribution helps keep the lights on, the stories flowing, and the crypto clutter out.

Thank you for reading, sharing, and being part of this experiment in decentralised media.
—Team Ledger Life