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When a phone starts “taking action” on its own, it’s no longer just answering questions like how to get a cheaper takeout—it can actually open apps, compare prices, and place orders. Control shifts from the user’s fingers to an intelligent agent capable of seeing the screen, planning, and executing tasks. Launched at the end of 2025, the Doubao Phone Assistant (hereafter Doubao Assistant) was the first to hand over the phone’s full operational chain to an AI agent. It uses a large language model as the central decision-making unit, combined with GUI Agent technology, to understand user intentions, break down tasks, plan paths, and execute complex cross-app and cross-scenario operations with system-level capabilities. ...

On blockchains, whoever controls the private key to an address controls the funds in the corresponding account. In October 2025, the U.S. government announced the seizure of 127,000 BTC from Prince Group. On‑chain tracing reports indicated that these funds were in fact the assets stolen from the LuBian mining pool in December 2020. A Bitcoin private key is a 256‑bit random number and is, in theory, infeasible to brute‑force. How did the U.S. government obtain LuBian’s wallet private key? ...

As we envisioned in DARKNAVY INSIGHT | The Most Imaginative New Applications of 2024: The next generation of AI agents will have excellent reasoning and generalization abilities and be skilled at using a variety of security research tools, inheriting a wealth of human expert knowledge. They will be able to discover more 0-day vulnerabilities in the real world, like top security experts. Unsurprisingly, as Large Language Models (LLMs) demonstrate increasing proficiency in handling complex tasks, Agent technology is emerging as a new paradigm in the field of vulnerability discovery. Since Google Project Zero released Naptime[1] last year, an increasing number of Agent-based auditing tools are appearing. By providing LLMs with the necessary toolsets and source code for testing, these tools simulate the behaviour of security researchers to perform code audits and vulnerability confirmation. ...

In 2024, Web3 security incidents caused by private key leaks have surged, resulting in estimated financial losses exceeding $855 million. Private keys function as the sole credentials for blockchain accounts, controlling access to all associated on-chain assets like cryptocurrencies and NFTs. Due to the decentralized nature of blockchain, losing the private key means permanently losing account control, while leakage typically results in asset theft. Hardware wallets, utilizing techniques like offline private key storage and secure chips, have become the primary choice for asset protection. ...

I think the human race has no future if it doesn’t go to space. —— Stephen Hawking Starlink is a low Earth orbit (LEO) satellite internet service provided by SpaceX. Users connect to near-Earth orbit satellites through a user terminal, which then connects to the internet via ground gateways. As the new generation of satellites gradually incorporates laser links, some satellites can communicate with each other via laser. This both reduces reliance on ground stations and improves transmission efficiency, enhancing global coverage. ...

As logistics drones weave through buildings and surveying equipment delineates urban landscapes, the capillaries of the low-altitude economy are sketching the future with millimeter-level precision. DARKNAVY consistently focuses on the construction and breaching of drone security defenses. In this research, we discovered a fatal exploit chain in DJI remote control devices, leading to the complete compromise of the security defenses within the DJI remote controller. How can we assist industry leader DJI in fortifying its security defenses? What potential risks do these vulnerabilities reveal? Welcome to read this article. ...

In May of this year, we noticed that Chrome fixed a V8 vulnerability that was being exploited in the wild in this update. We quickly pinpointed the fix for this vulnerability and discovered that it was a rare bug in the Parser module, which piqued our interest greatly. This led to the following research. From Patch to PoC First, let’s take a look at the patch for this vulnerability: diff --git a/src/ast/scopes.cc b/src/ast/scopes.cc index 660fdd2e9ad..de4df35c0ad 100644 --- a/src/ast/scopes.cc +++ b/src/ast/scopes.cc @@ -2447,7 +2447,7 @@ bool Scope::MustAllocate(Variable* var) { var->set_is_used(); if (inner_scope_calls_eval_ && !var->is_this()) var->SetMaybeAssigned(); } - DCHECK(!var->has_forced_context_allocation() || var->is_used()); + CHECK(!var->has_forced_context_allocation() || var->is_used()); // Global variables do not need to be allocated. return !var->IsGlobalObjectProperty() && var->is_used(); } diff --git a/src/parsing/parser-base.h b/src/parsing/parser-base.h index 40914d39a4f..65c338f343f 100644 --- a/src/parsing/parser-base.h +++ b/src/parsing/parser-base.h @@ -2661,6 +2661,7 @@ typename ParserBase<Impl>::BlockT ParserBase<Impl>::ParseClassStaticBlock( } FunctionState initializer_state(&function_state_, &scope_, initializer_scope); + FunctionParsingScope body_parsing_scope(impl()); AcceptINScope accept_in(this, true); // Each static block has its own var and lexical scope, so make a new var The patch is very simple, the actual effective fix is just one line of code. This line introduces a variable of type FunctionParsingScope when parsing the static initialization block of a class. Let’s examine what this newly introduced variable does: ...

Introduction The Chromium Embedded Framework (CEF) is an open-source framework that allows developers to embed the Chromium engine in their applications. Although CEF is widely employed in a range of popular software, including WeChat and the Epic Games Launcher, there has been little security research on it. In this article, we will use the Steam Client Browser (a CEF-based application) as an example to present the vulnerabilities we found and how we exploited them to build three Remote Code Execution (RCE) chains. ...

As consumers, when faced with five different brands and models of smartphones or ten different smart cars, it’s difficult for us to determine which one can effectively prevent our privacy from being stolen or maliciously accessed, such as our location or even hearing our conversations inside the car. Even as ordinary consumers, we currently have no way of knowing. As technology professionals who have long studied in APT(Advanced Persistent Threat) attacks, we understand that these devices can ultimately be compromised in the face of advanced persistent attacks. ...

Introduction In 2018, with the release of ARMv8.5-A, a brand new chip security feature MTE (Memory Tagging Extensions) emerged. Five years later, in 2023, the first smartphone to support this feature was released — Google Pixel 8 — marking the official entry of MTE into the consumer market. Although this feature is not yet enabled by default, developers can turn it on themselves for testing. As a powerful defense against memory corruption, there has not yet been a comprehensive analysis of MTE’s defensive boundaries, capabilities, and its impact on performance on the internet. Previously, Google Project Zero published a series of articles about MTE, focusing on the more low-level security aspects of MTE. However, the actual impact of MTE on real software security remains a mystery. To discuss this topic, heap allocators provide an excellent starting point. Heap memory corruption issues have gradually become the mainstream type of binary vulnerabilities. For reference, see the presentation by MSRC at CppCon 2019: ...