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Every morning, NexScry scrapes 300+ signals from HN, GitHub, ArXiv,Product Hunt, and DEV.to — then cross-references them with AI to surface thebest build opportunities for indie hackers and founders.Free, daily, open source.

📡 Daily Intelligence Brief · 2026-06-23

AI and Energy Opportunities Emerge Today

Today's brief highlights opportunities in AI, gaming, and energy, with Steam Machine's launch and Canada's nuclear renaissance presenting new markets for builders. AI models like GLM-5.2 are becoming more accessible, and self-hosted AI solutions are gaining traction. Builders can capitalize on these trends by developing innovative solutions and products that meet emerging demands.

🎯 Top Opportunity

{'signal': 'Steam Machine Launch', 'next_steps': 'Explore developing games optimized for SteamOS or creating custom gaming hardware compatible with Steam Machine specifications', 'reason': "Valve's Steam Machine launch signals a new market opportunity for game developers and hardware manufacturers to create PC-based gaming consoles"}

📈 Emerging Trend

{'signal': 'Self-Hosted AI', 'description': 'Self-hosted AI solutions are emerging as a trend, with developers creating and sharing open-source tools for running AI models locally', 'next_steps': 'Develop a self-hosted AI model for personal use cases, such as automated task management or home automation, using frameworks like openclaw'}

🤔 Contrarian Take

{'signal': 'Large Language Models', 'description': 'While large language models are gaining attention, they may be overhyped due to concerns about data privacy, security, and the potential for misuse', 'reason': 'Builders should be cautious when investing time and resources into large language models, considering the potential risks and limitations of these technologies'}

321
Items Scraped
6
Sources
5
Cross-Signals

Today's Build Opportunities

AI-Synthesized · 5 found

Cross-referenced from 321 data points · updated daily · specific enough to act on today

Opportunity 01 of 5
AI Model Context Manager
📍 Problem
Developers are struggling with managing AI model context windows, as seen in the HN thread about Anthropic banning a user from Claude Code. This issue is also related to the public-apis repository, which lists free APIs that could be used for AI model management. The lack of a user-friendly interface for managing AI models is a significant pain point.
📊 Market Evidence
2 signals from HN (Anthropic thread, 51 comments) and GitHub (public-apis repo, 63377.3 velocity)
⚡ Why Now
The recent emergence of AI models like Claude Code and the increasing demand for AI-powered solutions make this the right moment to develop an AI model context manager
🎯 Find First 100 Users
r/MachineLearning, HN thread about Anthropic, Claude Code community forum
💰 Monetization
SaaS $29/mo, with discounts for annual subscriptions
Opportunity 02 of 5
Personalized Learning Path Platform
📍 Problem
Developers are seeking personalized learning paths and career coaching, as seen in the nilbuild/developer-roadmap repository. The lack of a platform that provides AI-driven recommendations and real-time job market data is a significant gap in the market. This issue is also related to the freeCodeCamp repository, which provides a free curriculum for learning programming.
📊 Market Evidence
2 signals from GitHub (nilbuild/developer-roadmap repo, 51149.1 velocity) and freeCodeCamp repo (64328.4 velocity)
⚡ Why Now
The increasing demand for online learning and career development, combined with the emergence of AI-powered solutions, make this the right moment to develop a personalized learning path platform
🎯 Find First 100 Users
r/learnprogramming, HN thread about career development, freeCodeCamp community forum
💰 Monetization
Freemium model, with premium features starting at $9.99/mo
Opportunity 03 of 5
Self-Hosted App Deployment Tool
📍 Problem
Users are struggling with deploying and managing self-hosted applications, as seen in the awesome-selfhosted repository. The lack of a user-friendly interface for deploying and managing self-hosted apps is a significant pain point. This issue is also related to the public-apis repository, which lists free APIs that could be used for self-hosted app deployment.
📊 Market Evidence
2 signals from GitHub (awesome-selfhosted repo, 42960.3 velocity) and public-apis repo (63377.3 velocity)
⚡ Why Now
The increasing demand for self-hosted solutions and the emergence of low-code platforms make this the right moment to develop a self-hosted app deployment tool
🎯 Find First 100 Users
r/selfhosted, HN thread about self-hosted apps, awesome-selfhosted community forum
💰 Monetization
One-time payment of $49, with optional support and updates for $9.99/mo
Opportunity 04 of 5
AI-Powered Task Management Tool
📍 Problem
Users are seeking AI-powered task management tools that incorporate elements of mindfulness and self-care, as seen in the HN thread about productivity tools. The lack of a tool that combines AI-powered task management with a holistic approach to productivity is a significant gap in the market.
📊 Market Evidence
2 signals from HN (productivity thread, 10 comments) and Product Hunt launch (Hush, Sakana Fugu)
⚡ Why Now
The increasing demand for AI-powered productivity tools and the emergence of mindfulness and self-care trends make this the right moment to develop an AI-powered task management tool
🎯 Find First 100 Users
r/productivity, HN thread about task management, Product Hunt community forum
💰 Monetization
Freemium model, with premium features starting at $14.99/mo
Opportunity 05 of 5
Curated API Marketplace
📍 Problem
Developers are struggling with finding and integrating APIs, as seen in the public-apis repository. The lack of a curated and categorized list of APIs, along with tools for testing and documentation, is a significant pain point.
📊 Market Evidence
2 signals from GitHub (public-apis repo, 63377.3 velocity) and HN thread about APIs
⚡ Why Now
The increasing demand for APIs and the emergence of API marketplaces make this the right moment to develop a curated API marketplace
🎯 Find First 100 Users
r/api, HN thread about APIs, public-apis community forum
💰 Monetization
Commission-based model, with API providers paying 10% of revenue

Cross-Source Intelligence

AI-Detected · 5 signals
Image Inpainting
hackernewsarxiv

Image inpainting is gaining attention across platforms, with researchers and developers discussing new models and techniques for filling in missing parts of images. This convergence highlights the growing interest in computer vision and image processing, and the potential for innovative applications in fields like art, design, and media.

Build a web-based image inpainting tool using a pre-trained model like Moebius, and offer it as a service to artists and designers

confidence: high

Self-Hosted AI
githubhackernews

Self-hosted AI solutions are emerging as a trend, with developers creating and sharing open-source tools for running AI models locally. This convergence indicates a growing demand for data privacy and sovereignty, and the need for builders to create secure and customizable AI solutions.

Develop a self-hosted AI model for personal use cases, such as automated task management or home automation, using frameworks like openclaw

confidence: medium

Large Language Models
hackernewsgithubarxiv

Large language models are being discussed and developed across multiple platforms, with researchers and developers exploring new architectures and applications. This convergence highlights the rapid progress in natural language processing, and the potential for innovative applications in fields like chatbots, content generation, and language translation.

Fine-tune a pre-trained language model like VibeThinker for a specific use case, such as customer support or content creation, and integrate it into a web or mobile application

confidence: high

Dexterous Robotics
arxivhackernews

Dexterous robotics is an emerging field, with researchers developing new systems and techniques for robotic grasping and manipulation. This convergence indicates a growing interest in robotics and autonomous systems, and the potential for innovative applications in fields like manufacturing, healthcare, and logistics.

Develop a robotic arm or gripper using open-source frameworks and libraries, and integrate it with a computer vision system for object recognition and manipulation

confidence: medium

Personal AI Assistants
githubhackernews

Personal AI assistants are being developed and discussed across platforms, with developers creating and sharing open-source tools for building customizable AI agents. This convergence highlights the growing interest in personal productivity and automation, and the potential for innovative applications in fields like task management and home automation.

Build a personal AI assistant using a framework like NousResearch's hermes-agent, and integrate it with a virtual assistant or chatbot platform

confidence: medium

🔍
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Hacker News

80 items
hackernews
Steam Machine launches today
🧠 Valve's Steam Machine launch signals a new market opportunity for game developers and hardware manufacturers to create PC-based gaming consoles
Explore developing games optimized for SteamOS or creating custom gaming hardware compatible with Steam Machine specifications
⬆ 1584 💬 1371
Steam MachineGaming ConsoleSteamOSPC Gaming
hackernews
Flock-Powered Police Chiefs Stalking Women Shows Why Warrants Are Needed
🧠 The misuse of surveillance technology by those in power highlights the need for stricter regulations and oversight, creating opportunities for builders to develop more secure and transparent solutions
Start researching and exploring ways to integrate privacy-focused features and warrant-based access controls into your existing or upcoming products, especially those related to surveillance, tracking, or data collection
⬆ 514 💬 223
surveillance technologydata privacyregulatory compliancewarrant-based access
hackernews
Canada plans 'nuclear renaissance' with up to 10 reactors built by 2040
🧠 Canada's planned expansion of nuclear energy presents opportunities for builders to develop innovative solutions for the industry, such as advanced reactor designs, nuclear waste management, and energy grid integration
Research and explore potential partnerships with Canadian energy companies or government agencies to develop and deploy new nuclear energy technologies
⬆ 477 💬 326
nuclear energyclean techenergy infrastructure
hackernews
GLM-5.2 – How to Run Locally
🧠 A popular AI model, GLM-5.2, is now accessible for local use, allowing developers to build and test AI-powered applications more easily
Try integrating GLM-5.2 into your current project to enhance its AI capabilities and explore potential applications
⬆ 389 💬 170
GLM-5.2AI modelslocal deployment
hackernews
My Mathematical Regression
🧠 A developer shares their personal experience of struggling with mathematical concepts, highlighting the importance of persistence and practice in overcoming knowledge gaps
Identify and address your own knowledge gaps by creating a personalized learning plan, focusing on areas where you struggle the most, and allocating dedicated time for practice and improvement
⬆ 300 💬 110
mathematical literacydeveloper skillspersonal developmentlearning strategies
hackernews
Polymarket has flooded social media with deceptive videos by paid creators
🧠 A prediction market platform is using paid social media creators to promote its services, raising concerns about deceptive advertising and potential regulatory issues
Review your own marketing strategies to ensure compliance with advertising regulations and consider the potential risks of using paid influencers to promote your product or service
⬆ 289 💬 218
influencer marketingregulatory complianceprediction markets
hackernews
Moebius: 0.2B image inpainting model with 10B-level performance
🧠 A new AI model achieves high-quality image inpainting with significantly reduced parameters, making it more accessible for developers to integrate into their applications
Explore the Moebius model's potential for image editing and generation capabilities in your own projects, such as integrating it into a photo editing app or using it to generate synthetic data for training other AI models
⬆ 289 💬 70
image inpaintingAI modelscomputer visiondeep learning
hackernews
Show HN: Got sick of ads, so I made my own logic puzzle site
🧠 A solo founder created a successful logic puzzle site, proving there's demand for ad-free, user-centric online entertainment and education
Identify a niche audience frustrated with existing solutions and create a tailored, ad-free alternative to capture their attention and loyalty
⬆ 198 💬 117
ad-free modelslogic puzzlesonline educationniche audiences
hackernews
VibeThinker: 3B param model that beats Opus 4.5 on reasoning with novel SFT+GRPO
🧠 A new AI model called VibeThinker has achieved state-of-the-art results in reasoning tasks, potentially leading to breakthroughs in areas like natural language processing and decision-making
Explore potential applications of VibeThinker's technology in your own project, such as integrating its reasoning capabilities into a chatbot or virtual assistant
⬆ 187 💬 73
AINatural Language ProcessingReasoning ModelsVibeThinker
hackernews
Show HN: Oak – Git alternative designed for agents
🧠 A new version control system, Oak, is being introduced as a potential alternative to Git, which could change how developers collaborate on projects
Explore Oak's features and consider integrating it into your development workflow to potentially improve collaboration and version control
⬆ 185 💬 162
version controlGit alternativedeveloper tools

GitHub Trending

81 items
github
freeCodeCamp/freeCodeCamp
🧠 This repository provides a comprehensive open-source curriculum and codebase for learning programming, math, and computer science, making it easier for people to acquire new skills and get certified
A solo builder or startup founder could fork this repository to create a specialized version of the curriculum, focusing on a specific area such as data science or cybersecurity, and monetize it through targeted advertising or sponsored content
★ 450299 TypeScript +64328.4★/day
learn-to-codeprogramming-educationcareer-development
github
public-apis/public-apis
🧠 This repository provides a comprehensive list of free public APIs, making it easier for developers to discover and integrate APIs into their projects
Developers can use this repository as a starting point to build API marketplaces, create API-based products, or integrate these APIs into their existing applications, while also contributing to the repository by adding new APIs or improving existing ones
★ 443641 Python +63377.3★/day
API marketplaceserverless architecturelow-code development
github
EbookFoundation/free-programming-books
🧠 This repository provides a curated list of freely available programming books, making it easier for developers to access educational resources
A builder could fork this repository and create a similar list for a specific programming language or topic, or build a web application that allows users to search and filter the books
★ 390664 Python +55809.1★/day
programming educationfree resourcesonline learning
github
openclaw/openclaw
🧠 OpenClaw provides a personal AI assistant that can be self-hosted, allowing users to maintain control over their data and interactions with the AI
Developers can fork OpenClaw and integrate it with their own applications, such as chatbots, virtual assistants, or automation tools, to create customized AI-powered solutions
★ 380049 TypeScript +54292.7★/day
personal aiself-hosted aidata privacyopen-source ai
github
nilbuild/developer-roadmap
🧠 This repository provides interactive roadmaps and guides to help developers navigate their careers and stay up-to-date with the latest technologies and trends
A builder could fork this repository and create customized roadmaps for specific industries or technologies, such as cybersecurity or data science, and offer them as a paid service or integrate them into their existing training programs
★ 358044 TypeScript +51149.1★/day
career developmentdeveloper trainingtech skillsroadmap
github
awesome-selfhosted/awesome-selfhosted
🧠 This repository provides a curated list of free and open-source software solutions for self-hosting various network services and web applications, enabling users to maintain control over their data and infrastructure
A builder could use this repository as a starting point to develop and offer customized self-hosted solutions, such as pre-configured containers or managed hosting services, targeting individuals and small businesses seeking more control over their digital infrastructure
★ 300722 +42960.3★/day
self-hostingdata sovereigntyopen-sourcecloud alternatives
github
react/react
🧠 This repository provides a popular JavaScript library for building reusable and efficient user interfaces for web and native applications
Builders can use React to develop complex and data-driven user interfaces, or fork the repository to create customized versions of the library tailored to specific use cases or industries
★ 246016 JavaScript +35145.1★/day
frontendjavascriptuireact
github
torvalds/linux
🧠 This repository provides the core source code for the Linux operating system, enabling developers to build and customize their own Linux distributions
A builder could fork the Linux kernel to create a customized version for a specific use case, such as a lightweight OS for IoT devices or a high-performance OS for data centers
★ 237317 C +33902.4★/day
Linux kerneloperating systemopen-sourcecustomization
github
obra/superpowers
🧠 This repository provides a structured approach to software development by integrating AI-driven skills and subagent-driven development methodologies to enhance coding efficiency and productivity.
A builder could utilize this framework to develop customized AI-powered coding tools, or create a platform that integrates the superpowers framework with existing development environments to enhance developer productivity.
★ 236470 Shell +33781.4★/day
ai-powered developmentsubagent-driven developmentsoftware development methodology
github
TheAlgorithms/Python
🧠 This repository provides a comprehensive collection of algorithms implemented in Python, making it easier for developers to learn, practice, and apply algorithms in their projects
A builder could fork this repository and create a web-based interface for users to interact with and visualize the algorithms, or build a mobile app that provides algorithmic practice problems and exercises
★ 222143 Python +31734.7★/day
algorithmspythondata sciencemachine learning

ArXiv Papers

100 items
arxiv
AutoDex: An Automated Real-World System for Dexterous Grasping Data Collection
🧠 This research creates a system that can automatically collect data on how robots grasp objects, which is important because it can help robots learn to pick up things more accurately and efficiently. This matters because it could lead to big improvements in areas like manufacturing and logistics, where robots are used to handle and move objects.
robotic graspingmachine learningautonomous data collection
arxiv
Randomized YaRN Improves Length Generalization for Long-Context Reasoning
🧠 This research helps large language models understand and work with really long pieces of text, like whole books or conversations, by teaching them to generalize from shorter texts. It matters because it could make chatbots, language translators, and other language-based tools much smarter and more useful.
Language ModelsLong-Context ReasoningPositional Encoding
arxiv
CoorDex: Coordinating Body and Hand Priors for Continuous Dexterous Humanoid Loco-Manipulation
🧠 This research makes it possible for robots to move around and use their hands at the same time, like a human would, instead of stopping and starting. This matters because it could lead to more realistic and useful robots that can interact with their environment in a more human-like way.
humanoid roboticsdexterous manipulationrobotic arms
arxiv
Semantic Browsing: Controllable Diversity for Image Generation
🧠 This research helps computers generate more varied and interesting images from text descriptions, instead of just creating the same thing over and over. It matters because it could make image generation tools more useful and creative for artists, designers, and other users.
image generationtext-to-imagediversity
arxiv
AIR: Adaptive Interleaved Reasoning with Code in MLLMs
🧠 This research teaches large language models to reason and solve complex math problems by combining code and visual information, making them more powerful and useful. It matters because it could lead to more accurate and helpful AI assistants that can understand and solve real-world problems.
Multimodal LearningReinforcement LearningCode Generation
arxiv
PsyBridge: A Hybrid Intelligent Framework for Multi-Dimensional Mental Health Assessment and Decision Support
🧠 This research creates a new framework to better understand mental health by combining different tools and methods, making it easier to get a complete picture of someone's mental well-being. It matters because current methods often focus on just one aspect of mental health, like depression or anxiety, and don't provide a full understanding of a person's overall mental state.
mental health assessmenthybrid intelligencedecision support systems
arxiv
Teaching LLMs String Matching, Backtracking, and Error Recovery to Deduce Bases and Truth Tables for the Combinatorially Exploding Bit Manipulation Puzzles
🧠 This research helps computers learn how to solve complex puzzles that involve manipulating binary code, which is important because it can improve the way computers understand and work with data. By teaching computers to solve these puzzles, we can make them better at figuring out hidden patterns and rules in data, which can be useful in many areas of technology.
Bit ManipulationLarge Language ModelsCode Analysis
arxiv
Tapered Language Models
🧠 This research looks at how language models are built and finds that making the early layers stronger and the later layers weaker can make the model better at understanding language. This matters because it could lead to more efficient and effective language models that can be used in a wide range of applications, from chatbots to language translation software.
language modelstransformer architectureNLP optimization
arxiv
On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners
🧠 This research looks at how well large language models can understand and complete tasks based on the text prompts they receive, and it finds that there are limits to how much these models can learn from just text. This matters because it means that developers might need to rethink how they design and interact with these models to get the best results.
language modelsprompt engineeringnatural language processing
arxiv
Action-BED: Task-Driven Bayesian Experimental Design with Singly Intractable Objectives
🧠 This research makes it easier to design experiments that help computers learn from data, by focusing on the specific tasks they need to perform. It matters because it could lead to more efficient and effective machine learning systems, which are used in many products and services.
Bayesian Experimental DesignMachine LearningAutoML

Product Hunt

30 items
producthunt
Steam Machine
🧠 The launch of Steam Machine indicates a growing demand for gaming hardware that can seamlessly integrate with digital distribution platforms, providing users with a convenient and user-friendly experience. It highlights the importance of convergence between gaming and entertainment systems.
gaming hardwaredigital distributionentertainment systemsretro gaming
producthunt
jebi
🧠 The launch of jebi on Product Hunt indicates a growing demand for AI-powered tools that simplify complex tasks, with users seeking innovative solutions to streamline their workflows and improve productivity.
AIproductivityworkflow automation
producthunt
Hush
🧠 there is a growing demand for tools that help individuals manage their focus and minimize distractions, indicating a need for more innovative solutions that promote productivity and mental well-being
focus enhancementdistraction managementproductivity toolsmental well-being
producthunt
Sakana Fugu
🧠 there is a growing demand for tools that help users manage their time and focus more effectively, with a potential interest in Japanese-inspired productivity methods
productivitytask managementfocus enhancementmindfulness
producthunt
Deckwise
🧠 there is a growing demand for tools that help users manage and optimize their workflows, particularly in the context of presentation and deck creation
presentation softwareproductivity toolsdeck creationworkflow management
producthunt
Cotypist
🧠 The launch of Cotypist indicates a growing demand for AI-powered writing and content generation tools, particularly among individuals and businesses looking to streamline their content creation processes.
AI writingcontent generationlanguage toolsproductivity
producthunt
Latitude
🧠 there is a growing demand for tools that help individuals and teams manage their time and prioritize tasks more effectively, with a focus on simplicity and ease of use
time managementtask prioritizationproductivity tools
producthunt
Tufte
🧠 There is a growing demand for tools that help users create visually appealing and effective presentations, and designers are looking for inspiration and resources to improve their skills, potentially indicating a need for more design-focused products and services
data visualizationpresentation designinformation design
producthunt
Amnesia
🧠 there is a growing demand for tools that help users manage their digital lives, including password management and online security, as evidenced by the interest in Amnesia, which suggests that people are looking for ways to simplify their online presence and reduce clutter
digital legacyonline securitypassword management
producthunt
prepros
🧠 The launch of Prepros indicates a demand for tools that simplify and automate front-end development workflows, particularly in the realm of preprocessing and compiling code. This suggests that developers are looking for ways to streamline their development process and reduce manual labor.
front-end developmentpreprocessingcompilingweb development tools

DEV.to

30 items
devto
I am behind, and I can't prove it but does it matter?
🧠 Developers are currently struggling with feelings of inadequacy and imposter syndrome, and are seeking community support and discussion around mental health and career development
Prioritize creating content and resources that address the emotional and psychological aspects of being a developer, such as imposter syndrome and burnout, to resonate with the dev community
mental healthimposter syndromecareer developmentcommunity support
devto
I Wish I Had Started Documenting My Tech Journey Earlier
🧠 Developers are recognizing the importance of documenting their tech journey for personal and professional growth, and are eager to start or improve their documentation habits
Start documenting your own tech journey, even if it's just a simple blog or journal, to establish a habit and potentially create valuable content for the dev community
career developmentpersonal brandingtechnical writingcommunity engagement
devto
15 AI Stories Later, Some Honest Words
🧠 Developers are currently interested in sharing their experiences and lessons learned from working with AI, indicating a desire for authentic discussions and community engagement
Create content that sparks honest conversations and shares personal anecdotes about AI development, as this type of content resonates with the dev community
AI developmentcareer growthcommunity engagementauthentic storytelling
devto
Don't use an LLM to decide what your AI agent is allowed to do
🧠 Developers are concerned about the security and responsible use of AI agents and large language models, indicating a need for guidance on AI safety and ethics.
When building AI-powered applications, consider implementing explicit rules and constraints for AI agents instead of relying solely on large language models to determine their behavior.
AI securityLLMAI ethicsresponsible AI
devto
The Principle of Least AI
🧠 Developers are concerned about the reliability and limitations of AI, seeking alternatives and discussing the importance of responsible AI implementation
Consider developing or integrating AI-adjacent tools that focus on transparency, explainability, and mitigating AI hallucinations to address the dev community's current pain points
AI reliabilityAI alternativesresponsible AI
devto
👾 Server Access Logs with GoAccess
🧠 Developers are interested in self-hosting and server access log analysis, indicating a desire for more control over their web infrastructure and security
Consider building tools or services that simplify server log analysis and security monitoring for self-hosted web applications
self-hostingserver logsGoAccessLinux
devto
Do localhost para o mundo
🧠 Developers are reflecting on their career paths and the evolution of their understanding of programming and software development, indicating a desire for personal growth and self-improvement
Create content or tools that support developers in their career journeys, such as resources for skill development, mentorship, or community building
career developmentsoftware developmentpersonal growthprogramming
devto
What it takes to build docs worth reading
🧠 Developers are interested in learning how to create high-quality documentation that enhances their developer experience and treats documentation as a product
Invest time in crafting well-structured and user-friendly documentation to improve the overall developer experience and increase adoption of your product or service
documentationdevreldeveloper experiencetechnical writing
devto
Chasing the Sun: Building a 3D AI-Powered Solstice Runner with React Three Fiber
🧠 Developers are excited about experimenting with 3D graphics and AI-powered game development using popular libraries like React Three Fiber
Consider exploring the use of React Three Fiber for 3D graphics and game development, as it seems to be gaining traction and interest within the developer community
React Three Fiber3D game developmentAI-powered gamesgame jams
devto
. .. . ... . .... . .... . ... .
🧠 Developers are interested in innovative uses of AI in development workflows, such as automated code review
Consider integrating AI-powered tools into development workflows to streamline processes and improve code quality
AIcode reviewautomated testing
📡

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