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bitnestloop · 1 month

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BitNest

BitNest: The Leader of the Digital Finance Revolution

BitNest is a leading platform dedicated to driving digital financial innovation and ecological development. We provide comprehensive cryptocurrency services, including saving, lending, payment, investment and many other functions, creating a rich financial experience for users.

Our story began in 2022 with the birth of the BitNest team, which has since opened a whole new chapter in digital finance. Through relentless effort and innovation, the BitNest ecosystem has grown rapidly to become one of the leaders in digital finance.

The core functions of BitNest ecosystem include:

Savings Service: Users can deposit funds into BitNest's savings system through smart contracts to obtain stable returns. We are committed to providing users with a safe and efficient savings solution to help you achieve your financial goals. Lending Platform: BitNest lending platform provides users with convenient borrowing services, users can use cryptocurrencies as collateral to obtain loans for stablecoins or other digital assets. Our lending system is safe and reliable, providing users with flexible financial support. Payment Solution: BitNest payment platform supports users to make secure and fast payment transactions worldwide. We are committed to creating a borderless payment network that allows users to make cross-border payments and remittances anytime, anywhere. Investment Opportunities: BitNest provides diversified investment opportunities that allow users to participate in trading and investing in various digital assets and gain lucrative returns. Our investment platform is safe and transparent, providing users with high-quality investment channels. Through continuous innovation and efforts, BitNest has become a leader in digital finance and is widely recognised and trusted globally. We will continue to be committed to promoting the development of digital finance, providing users with more secure and efficient financial services, and jointly creating a better future for digital finance.

#BitNest: The Leader of the Digital Finance Revolution #BitNest is a leading platform dedicated to driving digital financial innovation and ecological development. We provide comprehensive crypto #including saving #lending #payment #investment and many other functions #creating a rich financial experience for users.#Our story began in 2022 with the birth of the BitNest team #which has since opened a whole new chapter in digital finance. Through relentless effort and innovation #the BitNest ecosystem has grown rapidly to become one of the leaders in digital finance.#The core functions of BitNest ecosystem include:#Savings Service: Users can deposit funds into BitNest's savings system through smart contracts to obtain stable returns. We are committed t #Lending Platform: BitNest lending platform provides users with convenient borrowing services #users can use cryptocurrencies as collateral to obtain loans for stablecoins or other digital assets. Our lending system is safe and reliab #providing users with flexible financial support.#Payment Solution: BitNest payment platform supports users to make secure and fast payment transactions worldwide. We are committed to creat #anywhere.#Investment Opportunities: BitNest provides diversified investment opportunities that allow users to participate in trading and investing in #providing users with high-quality investment channels.#Through continuous innovation and efforts #BitNest has become a leader in digital finance and is widely recognised and trusted globally. We will continue to be committed to promoting #providing users with more secure and efficient financial services #and jointly creating a better future for digital finance.#BitNest #BitNestCryptographically

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intertaxtrade · 5 months

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Website : https://en.intertaxtrade.com

Intertaxtrade, established in the Netherlands, excels in facilitating international business and assisting individuals in Europe with integrated solutions in tax, finance, and legal aspects. Registered with the Chamber of Commerce, they offer services like company management in the Netherlands, Dutch company accounting, tax intermediation, international tax planning, business law consulting, EU trademark and intellectual property registration, international trade advice, and GDPR compliance. Their expertise in financial and accounting services ensures clients have a clear financial overview, aiding in business success.

Facebook : https://www.facebook.com/intertaxtrade

Instagram : https://www.instagram.com/intertaxtrade/

Linkedin : https://www.linkedin.com/in/ramosbrandao/

Keywords: company registration netherlands legal advice online comprehensive financial planning financial planning consultancy international business services international business expansion strategies gdpr compliance solutions international trade consulting european investment opportunities gdpr compliance consulting services in depth financial analysis gdpr compliance assistance cross border tax solutions netherlands business environment european union business law dutch accounting services tax intermediation solutions international tax planning advice eu trademark registration services investment guidance online business law consultancy corporate tax services netherlands financial analysis experts business immigration support startup legal assistance online european market entry consulting international financial reporting services business strategy netherlands tax authority communication support international business law expertise dutch commercial law advice global business strategy services european business consulting online international business services platform expert legal advice online efficient company registration netherlands reliable dutch accounting services strategic tax intermediation proactive international tax planning eu trademark registration support tailored investment guidance specialized business law consultancy dynamic international trade consulting holistic corporate tax services netherlands streamlined business immigration support online startup legal assistance strategic international business expansion european market entry planning innovative cross border tax solutions navigating the netherlands business environment european union business law insights accurate international financial reporting proven business strategy netherlands exclusive european investment opportunities seamless tax authority communication in depth dutch commercial law advice comprehensive global business strategy proactive european business consulting one stop international business services personalized financial planning solutions expert legal advice for businesses quick company registration in netherlands trustworthy dutch accounting services strategic tax intermediation solutions innovative international tax planning efficient eu trademark registration tailored investment guidance online business law consultancy expertise comprehensive corporate tax services netherlands thorough financial analysis support streamlined business immigration assistance navigating netherlands business environment european union business law guidance international financial reporting accuracy business strategy for netherlands market european investment opportunities insights efficient tax authority communication international business law excellence dutch commercial law proficiency global business strategy implementation european business consulting excellence comprehensive international business services proactive financial planning strategies expert legal advice on international matters

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woundgenex · 11 days

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The Future of Wound Care: Revenue Cycle Automation and Its Benefits

The wound care industry is evolving rapidly, driven by technological advancements that streamline clinical and administrative processes. One of the most promising innovations in this sector is the adoption of Wound Care Revenue Cycle Automation. This transformative approach enhances efficiency, reduces errors, and ultimately improves patient care.

Wound Care Financial Management is a critical component of any healthcare provider's operations. Traditionally, managing the financial aspects of wound care has been a labor-intensive process, fraught with the potential for human error. However, with revenue cycle automation, these challenges are significantly mitigated. Automated systems can handle billing, coding, and claims processing with remarkable accuracy and speed, ensuring that reimbursements are received promptly and without the common pitfalls of manual processing.

One of the primary benefits of Wound Care Revenue Cycle Automation is the reduction in administrative burden. Healthcare providers can redirect their focus from paperwork to patient care, enhancing the overall treatment experience. Automated systems also ensure compliance with ever-changing regulations, reducing the risk of costly penalties and audits.

Additionally, revenue cycle automation provides comprehensive analytics and reporting capabilities. These insights are invaluable for strategic decision-making, allowing providers to identify trends, optimize resource allocation, and improve financial performance. For instance, understanding which treatments yield the best outcomes and are most cost-effective can lead to better patient care and financial health.

In an era where healthcare costs are under intense scrutiny, Wound Care Financial Management through automation stands out as a solution that benefits both providers and patients. It ensures that providers are reimbursed fairly and promptly while allowing more time and resources to be dedicated to patient care.

By embracing these innovations, we are paving the way for a more efficient, effective, and patient-centric future in wound care. For more information on how we can assist your practice in implementing these solutions, visit our website.

#Wound Care Revenue Cycle Management #Healthcare Revenue Management For Wound Care #RCM Solutions For Wound Care Providers #Wound Care Billing And Coding #Optimizing Wound Care Reimbursement #Wound Care Financial Management #Revenue Cycle Optimization In Wound Care #Wound Care Claims Management #Wound Care Revenue Recovery Services #Wound Care Revenue Integrity #Comprehensive Wound Care RCM Services #Wound Care Payment Processing #Wound Care Revenue Cycle Automation #RCM Analytics For Wound Care #Wound Care Financial Consulting

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faspconsultingllc · 13 days

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Financial Planning: Strategize for Success

A robust financial plan is the cornerstone of any successful business. At FASP Consulting LLC, we offer comprehensive financial planning services that align with your business goals. Our experts analyze your current financial situation, forecast future trends, and develop strategic plans to maximize profitability and sustainability. Whether you’re planning for expansion, navigating market fluctuations, or preparing for an exit strategy, our financial planning services will keep you on the right track.

#financial plan #comprehensive financial planning services #financial planning service

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azukeglobalinvestmentadvisers · 2 months

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#global investment advisors #360 degree financial services #finance advisory #Prosperous financial future #comprehensive financial management

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jcmarchi · 2 months

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RAFT – A Fine-Tuning and RAG Approach to Domain-Specific Question Answering

New Post has been published on https://thedigitalinsider.com/raft-a-fine-tuning-and-rag-approach-to-domain-specific-question-answering/

RAFT – A Fine-Tuning and RAG Approach to Domain-Specific Question Answering

As the applications of large language models expand into specialized domains, the need for efficient and effective adaptation techniques becomes increasingly crucial. Enter RAFT (Retrieval Augmented Fine Tuning), a novel approach that combines the strengths of retrieval-augmented generation (RAG) and fine-tuning, tailored specifically for domain-specific question answering tasks.

The Challenge of Domain Adaptation

While LLMs are pre-trained on vast amounts of data, their ability to perform well in specialized domains, such as medical research, legal documentation, or enterprise-specific knowledge bases, is often limited. This limitation arises because the pre-training data may not adequately represent the nuances and intricacies of these specialized domains. To address this challenge, researchers have traditionally employed two main techniques: retrieval-augmented generation (RAG) and fine-tuning.

Retrieval-Augmented Generation (RAG)

RAG

RAG is a technique that enables LLMs to access and utilize external knowledge sources during inference.

It achieves this by integrating real-time data retrieval into the generative process, thus making the model’s outputs more accurate and up-to-date. RAG consists of three core steps: retrieval, where relevant documents are gathered; generation, where the model produces an output based on the retrieved data; and augmentation, which refines the output further.

The retrieval process in RAG starts with a user’s query. LLMs analyze the query and fetch pertinent information from external databases, presenting a pool of data from which the model can draw to formulate its responses. The generation phase then synthesizes this input into a coherent narrative or answer. The augmentation step refines the generation by adding context or adjusting for coherence and relevance.

RAG models can be evaluated using a variety of metrics, assessing their ability to provide accurate, relevant, and up-to-date information.

Fine-Tuning

supervised-fine-tuning

Fine-tuning, on the other hand, involves adapting a pre-trained LLM to a specific task or domain by further training it on a smaller, task-specific dataset. This approach allows the model to learn patterns and align its outputs with the desired task or domain. While fine-tuning can improve the model’s performance, it often fails to effectively incorporate external knowledge sources or account for retrieval imperfections during inference.

The RAFT Approach

RAFT

RAFT standing for Retrieval-Aware Fine-Tuning, is an innovative training method tailored for language models to enhance their performance in domain-specific tasks, particularly for open-book exams. RAFT diverges from standard fine-tuning by preparing training data that incorporates questions with a mix of relevant and non-relevant documents, along with chain-of-thought styled answers derived from the relevant texts. This method aims to improve models’ abilities to not only recall information but also reason and derive answers from provided content.

In essence, RAFT fine-tunes language models to be more proficient in tasks that involve reading comprehension and knowledge extraction from a set of documents. By training with both “oracle” documents (which contain the answer) and “distractor” documents (which do not), the model learns to discern and utilize relevant information more effectively.

Training Data Preparation

The training process under RAFT involves a proportion of the data to contain oracle documents that directly relate to the answers, while the remaining data consists only of distractor documents. The fine-tuning encourages the model to learn when to rely on its internal knowledge (akin to memorization) and when to extract information from the context provided.

RAFT’s training regimen also emphasizes the generation of reasoning processes, which not only help in forming the answer but also cite sources, similar to how a human would justify their response by referencing material they have read. This approach not only prepares the model for a RAG (Retrieval Augmented Generation) setting where it has to consider top-k retrieved documents but also ensures the model’s training is independent of the retriever used, allowing for flexible application across different retrieval systems.

This approach serves multiple purposes:

It trains the model to identify and utilize relevant information from the provided context, mimicking the open-book exam setting.

It enhances the model’s ability to disregard irrelevant information, a critical skill for effective RAG.

It exposes the model to scenarios where the answer is not present in the context, encouraging it to rely on its own knowledge when necessary.

Another key aspect of RAFT is the incorporation of chain-of-thought reasoning into the training process. Instead of simply providing the question and answer pairs, RAFT generates detailed reasoning explanations that include verbatim citations from the relevant documents. These explanations, presented in a chain-of-thought format, guide the model through the logical steps required to arrive at the correct answer.

By training the model on these reasoning chains, RAFT encourages the development of strong reasoning abilities and enhances the model’s understanding of how to effectively leverage external knowledge sources.

Evaluation and Results

The authors of the RAFT paper conducted extensive evaluations on various datasets, including PubMed (biomedical research), HotpotQA (open-domain question answering), and the Gorilla APIBench (code generation). Their results demonstrated that RAFT consistently outperformed baselines, such as domain-specific fine-tuning with and without RAG, as well as larger models like GPT-3.5 with RAG.

RAFT improves RAG performance

For instance, on the HuggingFace dataset, RAFT achieved an accuracy of 74%, a significant improvement of 31.41% over domain-specific fine-tuning (DSF) and 44.92% over GPT-3.5 with RAG. Similarly, on the HotpotQA dataset, RAFT exhibited a 28.9% accuracy gain compared to DSF.

One of the key advantages of RAFT is its robustness to retrieval imperfections. By training the model with a mix of relevant and irrelevant documents, RAFT enhances the model’s ability to discern and prioritize relevant information, even when the retrieval module returns suboptimal results.

The authors demonstrated that fine-tuning with only the oracle documents often leads to inferior performance compared to configurations that include distractor documents. This finding underscores the importance of exposing the model to varying retrieval scenarios during training, ensuring its preparedness for real-world applications.

Practical Applications and Future Directions

The RAFT technique has significant implications for a wide range of practical applications, including:

Question Answering Systems: RAFT can be employed to build highly accurate and domain-specific question answering systems, leveraging both the model’s learned knowledge and external knowledge sources.

Enterprise Knowledge Management: Organizations with large knowledge bases can leverage RAFT to develop customized question answering systems, enabling employees to quickly access and utilize relevant information.

Medical and Scientific Research: RAFT can be particularly valuable in domains such as biomedical research, where access to the latest findings and literature is crucial for advancing scientific understanding.

Legal and Financial Services: RAFT can assist professionals in these fields by providing accurate and context-aware responses based on relevant legal documents or financial reports.

As research in this area continues, we can expect further advancements and refinements to the RAFT technique. Potential future directions include:

Exploration of more efficient and effective retrieval modules, tailored for specific domains or document structures.

Integration of multi-modal information, such as images or tables, into the RAFT framework for enhanced context understanding.

Development of specialized reasoning architectures that can better leverage the chain-of-thought explanations generated during training.

Adaptation of RAFT to other natural language tasks beyond question answering, such as summarization, translation, or dialogue systems.

Conclusion

RAFT represents a significant leap forward in the field of domain-specific question answering with language models. By harmoniously blending the strengths of retrieval-augmented generation and fine-tuning, RAFT equips LLMs with the ability to effectively leverage external knowledge sources while also aligning their outputs with domain-specific patterns and preferences.

Through its innovative training data curation, incorporation of chain-of-thought reasoning, and robustness to retrieval imperfections, RAFT offers a powerful solution for organizations and researchers seeking to unlock the full potential of LLMs in specialized domains.

As the demand for domain-specific natural language processing capabilities continues to grow, techniques like RAFT will play a pivotal role in enabling more accurate, context-aware, and adaptive language models, paving the way for a future where human-machine communication becomes truly seamless and domain-agnostic.

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asjinsurance · 3 months

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Travel Insurance - 5 Reasons Why You Should Never Ignore Your Travel Insurance Coverage

Traveling is an exhilarating experience, offering the opportunity to explore new destinations, immerse in different cultures, and create unforgettable memories. However, amidst the excitement, it’s crucial not to overlook the importance of travel insurance. Here are five compelling reasons why you should never ignore your travel insurance coverage: 1. Protection Against Trip Cancellations or…

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#ASJ Insurance and Financial Services #comprehensive coverage #delayed flights #emergency medical coverage #financial security #lost baggage #peace of mind #travel delays #travel emergencies #travel insurance #travel planning #travel protection #travel safety #trip cancellation #vacation insurance

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merchantservices444 · 4 months

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Nurit 2085 Terminal: A Comprehensive Overview

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kresscooper1 · 6 months

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Unwrapping the Excellence of Kress Cooper's Accounting Mastery

#In the dynamic economic landscape of the United Arab Emirates (UAE)#the search for an exceptional accounting firm can be the key to unlocking your business's true potential. Look no further than Kress Cooper #setting the standard for audit and accounting services in the UAE.#About Kress Cooper: Nurturing Financial Success #Kress Cooper is not just an accounting firm; it's a trusted partner dedicated to fostering financial success. Renowned for its impeccable t #Kress Cooper stands out in the UAE's financial scene #offering unparalleled services that go beyond traditional accounting norms.#Our Specializations: Crafting Financial Excellence #Audit Mastery: As one of the UAE's leading audit firms #Kress Cooper's seasoned auditors go beyond mere compliance #providing a comprehensive analysis of your financial records while ensuring regulatory standards are met.#Tailored Accounting Solutions: Crowned as the best accounting company in the UAE #Kress Cooper customizes its accounting services to suit each client's unique needs. From meticulous bookkeeping to transparent financial re #we ensure accuracy at every step.#Strategic Consultancy: Our experts transcend the typical accountant's role #becoming your financial growth partners. Offering strategic insights and consultancy services #Kress Cooper guides you in making informed decisions for your business's prosperity.#Proven Track Record: Years of industry experience have solidified Kress Cooper's reputation for reliability and excellence. Our success sto #Expert Team: A team of highly skilled and certified professionals ensures that your financial matters are handled by experts dedicated to y #Tailored Approach: Recognizing the uniqueness of every business #our client-centric approach ensures our services align perfectly with your specific needs. Your goals become ours #and we collaborate to achieve them.#Tech-Driven Solutions: Embracing innovation #Kress Cooper integrates cutting-edge technology for efficient #accurate #and secure handling of your financial data.#In the competitive business landscape #a reliable partner for audit and accounting services is indispensable. Kress Cooper emerges as that trusted ally #offering a spectrum of services designed to elevate your financial standing and drive your business towards unparalleled success.#Connect with Kress Cooper Today:

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mywebthreenews · 6 months

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Crypto Loans Platform Nexo Simplifies Tax Obligations with Koinly Integration

Cryptocurrency trading has gained immense popularity in recent years, attracting millions of users globally. However, along with the rise of digital assets, comes the complexity of tax obligations for crypto traders. To alleviate this burden, Nexo, a leading crypto loans platform, has announced its integration with Koinly, the industry’s dominant tax calculation service. This partnership aims to…

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efficientcfo · 2 years

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EFFICIENT CFO provides comprehensive financial services in Dubai, other UAE emirates, and to organizations worldwide. We recognize that in order to comply with fiscal regulations and taxation standards, you must work with the correct financial services provider. As a result, we at EFFICIENT CFO offer personalized CFO services, accounting, taxation, and much more!

#Comprehensive Financial Services in Dubai #Comprehensive Financial Services in UAE #Comprehensive Financial Services

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usmetube · 9 months

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Gedausme Financial Planning specializes in comprehensive financial planning services.

Gedausme Financial Planning specializes in comprehensive financial planning services. The content about Gedausme Financial Planning is very brief. Here are a few actions to improve it: 1. Provide more details about the specific financial planning services offered by Gedausme Financial Planning. 2. Highlight the unique features or benefits of their services compared to other financial planning…

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#Gedausme Financial Planning specializes in comprehensive financial planning services.

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tlhfinancial · 10 months

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Crafting Clarity: Expert Financial Statement Preparation for TLH Financial

At TLH Financial, we understand that accurate and meticulously financial statement preperation are the bedrock of informed decision-making. Our dedicated team of financial experts takes pride in offering unparalleled expertise in compiling, analyzing, and presenting financial data with precision. With a keen eyes for detail and a commitments to transparency, we goes beyond mere numbers, transforming raw data into comprehensive financial narratives. Visit us at: https://www.tlhfinancial.ca

#comprehensive accounting services #financial statement preparation

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reasonsforhope · 5 months

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"Seven federal agencies are partnering to implement President Biden’s American Climate Corps, announcing this week they would work together to recruit 20,000 young Americans and fulfill the administration's vision for the new program.

The goals spelled out in the memorandum of understanding include comprehensively tackling climate change, creating partnerships throughout various levels of government and the private sector, building a diverse corps and serving all American communities.

The agencies—which included the departments of Commerce, Interior, Agriculture, Labor and Energy, as well the Environmental Protection Agency and AmeriCorps—also vowed to ensure a “range of compensation and benefits” that open the positions up to a wider array of individuals and to create pathways to “high-quality employment.”

Leaders from each of the seven agencies will form an executive committee for the Climate Corps, which Biden established in September, that will coordinate efforts with an accompanying working group. They will create the standards for ACC programs, set compensation guidelines and minimum terms of service, develop recruitment strategies, launch a centralized website and establish performance goals and objectives. The ACC groups will, beginning in January, hold listening sessions with potential applicants, labor unions, state and local governments, educational institutions and other stakeholders.

The working group will also review all federal statutes and hiring authorities to remove any barriers to onboarding for the corps and standardize the practices across all participating agencies. Benefits for corps members will include housing, transportation, health care, child care, educational credit, scholarships and student loan forgiveness, stipends and non-financial services.

As part of the goal of the ACC, agencies will develop the corps so they can transition to “high-quality, family-sustaining careers with mobility potential” in the federal or other sectors. AmeriCorps CEO Michael Smith said the initiative would prepare young people for “good-paying union jobs.”

Within three weeks of rolling out the ACC, EPA said more than 40,000 people—mostly in the 18-35 age range—expressed interest in joining the corps. The administration set an ambitious goal for getting the program underway, aiming to establish the corps’ first cohort in the summer of 2024.

The corps members will work in roles related to ecosystem restoration and conservation, reforestation, waterway protection, recycling, energy conservation, clean energy deployment, disaster preparedness and recovery, fire resilience, resilient recreation infrastructure, research and outreach. The administration will look to ensure 40% of the climate-related investments flow to disadvantaged communities as part of its Justice40 initiative.

EPA Administrator Michael Regan said the MOU would allow the ACC to “work across the federal family” to push public projects focused on environmental justice and clean energy.

“The Climate Corps represents a significant step forward in engaging and nurturing young leaders who are passionate about climate action, furthering our journey towards a sustainable and equitable future,” Regan said.

The ACC’s executive committee will hold its first meeting within the next 30 days. It will draw support from a new climate hub within AmeriCorps, as well as any staffing the agency heads designate."

-via Government Executive, December 20, 2023

This news comes with your regularly scheduled reminder that WE GOT THE AMERICAN CLIMATE CORPS ESTABLISHED LAST YEAR and basically no one know about/remembers it!!! Also if you want more info about the Climate Corps, inc. how to join, you can sign up to get updates here.

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