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Hands-on with Hunyuan Hy3 Preview: Tencent's AI, Finally Competitive?

Tencent's Hunyuan AI team has released its latest language model, Hy3 preview, marking a significant step forward for the company's AI capabilities. With 295B total parameters and support for 256K context length, the model employs a mixture-of-experts architecture. It shows improvements in complex logic, instruction following, contextual learning, code generation, and agent task execution. In testing, Hy3 preview demonstrated strong performance in multi-step logical reasoning but showed occasional instability in identifying traps in trick questions. It performed well in extracting key information from disordered meeting transcripts and accurately followed new linguistic rules. As an AI agent, it successfully built functional applications like a Snake game and generated data analysis dashboards, though it sometimes fell short in fully completing complex open-ended tasks. In natural language use, it produced coherent and stylistically appropriate narratives with reduced “AI-like” tone. Priced competitively, Hy3 preview is already integrated into Tencent’s key products, including Tencent Cloud and WorkBuddy. While not leading in every benchmark, it represents a solid, practical model that signals Tencent’s renewed momentum in AI development.

marsbit04/26 07:17

Hands-on with Hunyuan Hy3 Preview: Tencent's AI, Finally Competitive?

marsbit04/26 07:17

Is SWIFT Integrating XRP For Payments? The Code Might Hold The Answer

Crypto pundit SMQKE has speculated that SWIFT may be integrating XRP for payments, citing code from the R3 Corda codebase that links XRP to ISO 20022 and SWIFT network. The code includes modules named XrpPayment and SWIFTPaymentStatusType, suggesting technical compatibility. While XRP is ISO 20022-ready, enabling potential connections with SWIFT-enabled institutions, SWIFT has not confirmed any integration. Currently, the only known link is through Ripple Treasury, a SWIFT connectivity partner, though SWIFT does not use XRP for payments. In related news, X (formerly Twitter) has added XRP to its cashtags feature, increasing its visibility. XRP is trading at around $1.40, up 3% in 24 hours.

bitcoinist04/16 22:02

Is SWIFT Integrating XRP For Payments? The Code Might Hold The Answer

bitcoinist04/16 22:02

Anthropic Tests "Lobster" Conway: Supports Independent UI, Webhook Activation, and Custom Extension Standards

Anthropic is actively developing "Conway," a persistent agent solution designed to provide Claude with an always-on, independently running intelligent environment. It features a standalone UI instance, operating as a traditional chat interface and more of a dedicated workspace. Conway can directly control browsers, connect to external services, and integrate Claude Code for deeper code execution and task handling. It supports Webhook-based invocation, enabling external services or events to trigger automated workflows. Additionally, Conway will support for extensions through the upcoming CNW ZIP standard, allowing developers to build custom tools, UI tabs, and context handlers, similar to an app store ecosystem. This enhancement aims to transform Claude from a reactive conversational tool into a proactive, multi-step task assistant, positioning it as a strong competitor in the AI agent space and advancing the trend toward always-on AI capabilities.

marsbit04/02 06:29

Anthropic Tests "Lobster" Conway: Supports Independent UI, Webhook Activation, and Custom Extension Standards

marsbit04/02 06:29

Claude Code Leak: Unveiling the Five-Layer Architecture and Survival Philosophy of a Top AI Agent

A configuration error in the Bun build tool led to the leak of Claude Code's source code, revealing the architecture and internal mechanisms of Anthropic's AI coding agent. The exposed system consists of five core layers: Entrypoints (routing inputs), Runtime (TAOR loop), Engine (dynamic prompt assembly), Tools & Capabilities (40+ tools with strict permissions), and Infrastructure (caching and remote control, including a kill switch). Key innovations include a biologically inspired memory system with three layers (long-term, episodic, and working memory) and an "Auto-Dream" process that consolidates knowledge. Anthropic’s security measures are extensive, featuring an undercover mode for anonymous contributions, anti-distillation techniques to poison API data, and hardware-level authentication. Future development points to "KAIROS mode"—a always-on background agent capable of autonomous action via webhooks and cron jobs. While the leak offers a rare look into a production-scale AI agent, it also highlights Anthropic’s challenge in balancing transparency and security ahead of its planned IPO.

marsbit04/02 01:07

Claude Code Leak: Unveiling the Five-Layer Architecture and Survival Philosophy of a Top AI Agent

marsbit04/02 01:07

AI Agent Outputs Garbage? The Problem Is You're Not Willing to Burn Enough Tokens

The core argument is that the quality of an AI Agent's output is directly proportional to the number of tokens invested in the process. More tokens lead to fewer errors, as they allow for deeper reasoning, multiple independent attempts, self-critique from fresh contexts, and verification through testing. This approach can solve problems of scale and complexity but fails when facing novel problems not present in the model's training data. For such novel challenges, human domain knowledge and guidance are essential. Two practical, immediate solutions are proposed: implementing an automatic review cycle (WAIT) for the Agent to repeatedly critique and fix its work, and establishing frequent verification checkpoints (VERIFY) where a separate Agent validates outputs to catch errors early. The key takeaway is that insufficient token investment is often the primary reason for poor Agent performance, not the underlying framework.

marsbit03/23 06:14

AI Agent Outputs Garbage? The Problem Is You're Not Willing to Burn Enough Tokens

marsbit03/23 06:14

Curve Finance Accuses PancakeSwap of Copying StableSwap Code

Curve Finance has publicly accused PancakeSwap of copying its proprietary StableSwap code without permission, calling it a license breach and warning of legal and technical risks. The accusation, made on March 6 via X, came in response to PancakeSwap’s March 2 announcement of launching StableSwap on its Infinity platform. Curve urged PancakeSwap to seek proper licensing and collaboration to avoid legal issues and ensure user safety. In response, PancakeSwap acknowledged the dispute and entered private talks. Curve later softened its tone, suggesting a potential “build together” partnership. The outcome may set a precedent for intellectual property in open-source DeFi, with users concerned about network security implications.

TheNewsCrypto03/07 05:55

Curve Finance Accuses PancakeSwap of Copying StableSwap Code

TheNewsCrypto03/07 05:55

How Did a Monero Enthusiast Become the 'Gatekeeper' of Bitcoin?

On January 8th, Bitcoin Core appointed TheCharlatan as its sixth core maintainer, the first such appointment since 2023. Core maintainers are responsible for merging code into Bitcoin Core and signing official releases, acting as editors who ensure the integrity and security of the software. Unlike early days when a single individual held this power, the role is now distributed among multiple trusted contributors. TheCharlatan, a computer science graduate from the University of Zurich, has been contributing to Bitcoin Core since 2018 and has over a decade of experience in crypto development. He is known for his work on improving Bitcoin Core’s verification logic and modularizing its codebase. His appointment was supported by at least 20 Bitcoin Core developers. Notably, TheCharlatan has also contributed to privacy-focused cryptocurrencies like Monero in the past. On social media, he occasionally shares Bitcoin-maximalist views, emphasizing simplicity and immutability as core principles of digital cash. The article also highlights the growing decentralization of Bitcoin’s development and mentions other key maintainers, including Ava Chow, who played a critical role in preventing a consensus split over the Ordinals debate.

比推01/14 15:09

How Did a Monero Enthusiast Become the 'Gatekeeper' of Bitcoin?

比推01/14 15:09

For the First Time in Three Years, the Sixth Bitcoin Core Maintainer Emerges

On January 8, Bitcoin Core appointed developer TheCharlatan as its sixth core maintainer, the first such addition since 2023. Core maintainers hold trusted keys and are responsible for merging code into Bitcoin Core repository and signing official releases, ensuring the software’s authenticity and security. There are now six trusted maintainers, including Marco Falke, Gloria Zhao, Ryan Ofsky, Hennadii Stepanov, and Ava Chow. The role of a core maintainer is compared to an "editor" in the development process—they review and approve code contributions but do not have unilateral power to change on-chain rules. Bitcoin upgrades still depend on broader community consensus. TheCharlatan, a computer science graduate from the University of Zurich, has been contributing to Bitcoin Core since 2018 and has over a decade of experience in crypto development. He is known for his work on improving Bitcoin Core’s verification logic and modularization. His appointment was supported by at least 20 Bitcoin Core developers. The article also highlights the historical context of Bitcoin Core maintainers, noting that Satoshi Nakamoto originally held sole maintainer authority, which was later decentralized. Core maintainers are highly trusted individuals within the community, with significant influence over the project’s development direction.

Odaily星球日报01/14 10:08

For the First Time in Three Years, the Sixth Bitcoin Core Maintainer Emerges

Odaily星球日报01/14 10:08

Bitcoin Developers Return in Force After Strong 2025, Metrics Show

According to Jameson Lopp, Bitcoin Core development saw a significant resurgence in 2025, with 135 developers contributing code, up from just over 100 in 2024. Code changes increased to 285,000 lines, and commits rose 1% to 2,541. Community discussion also intensified, with a 60% increase in emails on the Bitcoin Development Mailing List. This renewed activity occurred alongside Bitcoin's historic price peak above $126,000, driven by institutional adoption. Key technical milestones included debates on increasing the OP_RETURN data limit and the completion of Bitcoin Core's first third-party security audit, which found no major vulnerabilities. The data indicates strong developer confidence and engagement heading into 2026.

TheNewsCrypto01/05 07:40