• Architect, design, and deploy agentic AI workflows using frameworks such as LangChain, LangGraph, AutoGen, and related orchestration libraries. • Build multi-agent systems capable of autonomous reasoning, planning, task delegation, and collaboration across cybersecurity functions. • Implement agent-to-agent coordination strategies, including shared memory, messaging, goal decomposition, and tool-use patterns. • Design and optimize Agent Development Kit (ADK)–based pipelines for secure, scalable agent deployment. • Develop Retrieval-Augmented Generation (RAG) pipelines enabling agents to interact with real-time knowledge sources, logs, cybersecurity datasets, and enterprise APIs. • Optimize vector embeddings, indexing strategies, and memory structures for high-accuracy decision support. • Ensure grounded, auditable, and explainable outputs from LLM-based agents. • Fine-tune, prompt-engineer, and configure LLMs/SLMs for specialized cybersecurity and automation tasks. • Build reasoning, planning, and self-critique modules for agents to operate autonomously and safely. • Integrate external LLM APIs, embeddings, synthetic data, and custom model endpoints. • Lead the development of an enterprise-grade platform enabling orchestration of LLMs, RAG components, vector databases, and multi-agent protocols. • Standardize the use of Model Context Protocol (MCP) for consistent context-sharing, memory management, and interoperability across agents. • Build reusable agent templates, toolkits, and internal libraries to accelerate development across Cyber teams. • Implement CI/CD, pipeline orchestration, versioning, and agent lifecycle management. • Establish monitoring, tracing, and observability practices for autonomous system behavior. • Automate manual cybersecurity processes through AI-driven workflow orchestration and dynamic agents. • Extract, transform, and aggregate data from disparate cybersecurity sources such as SIEM, IAM, SOAR, endpoint telemetry, and API-driven security tools. • Apply ML and statistical modeling techniques for anomaly detection, classification, optimization, and pattern recognition. • Translate complex findings into intuitive visualizations and actionable insights for leadership. • Work with cybersecurity SMEs, analysts, and engineers to identify opportunities for autonomous decision systems. • Communicate complex AI concepts clearly to technical and non-technical audiences. • Drive innovation and advocate for emerging AI technologies across the organization.

Role Description We are looking for an AI driven Marketing & Market Research Intern to join our team remotely. This role is ideal for someone who wants hands-on experience using AI tools to support market research, marketing data, content creation, campaign planning, competitor analysis, and creative design. You will help the team research education, employment, career, and industry trends while using AI to organise insights, identify opportunities, improve marketing workflows, and support content and campaign ideas. This role is not just a traditional marketing internship. You will learn how to use AI as a practical marketing assistant — helping with research, audience analysis, data organisation, content drafts, campaign ideas, and user insights for a purpose-driven AI platform. This is a remote internship, and only English is spoken on the job. Both international students and local applicants are welcome to apply. The minimum internship period we can accept is 2 months, especially where this is required by your university or internship program. Qualifications - Strong written English and clear communication skills. - Detail-oriented, organised, and able to work independently. - Interest in marketing, market research, digital campaigns, education, careers, or technology. - Comfortable working with spreadsheets, online research, and basic data entry. - Ability to summarise research findings clearly and logically. - Willingness to learn new tools, platforms, and marketing workflows. - Able to manage tasks remotely and provide updates without constant supervision. Requirements - Research education, employment, career, and industry trends, especially in Australia and relevant international markets. - Analyse target audiences including students, job seekers, graduates, parents, education providers, and employers. - Gather insights on job demand, salary ranges, hiring trends, course demand, and skills needed across industries. - Must be comfortable using ChatgGPT or Claude or Notebook LM. - Research competitors, market positioning, user needs, and marketing opportunities. - Summarise findings clearly so the team can use them for campaigns, product decisions, and business development. - Enter, clean, verify, and update marketing-related data across spreadsheets, databases, or internal systems. - Cross-check information related to job vacancies, locations, industries, course categories, institutions, and employer demand. - Help maintain accurate lists for campaigns, outreach, research, and reporting. - Identify missing, duplicated, outdated, or inconsistent data. - Support the team in turning raw research into organised, usable insights. - Assist with ideas for social media posts, landing pages, email campaigns, blog topics, and promotional materials. - Help create simple drafts for marketing copy, captions, campaign messages, and user-facing content. - Support campaign planning by researching audience pain points, benefits, and key messages. - Help communicate Yuzee’s mission in a clear, simple, and engaging way. - Assist with content that explains education pathways, career options, job trends, and platform benefits. - Assist in creating design concepts for web pages, app screens, posters, social media visuals, or marketing materials. - Use tools such as Figma, Canva, Adobe XD, or similar platforms to support visual ideas. - Brainstorm and visualise simple designs that improve user engagement and communication. - Support the team with basic UI/UX ideas for marketing pages, campaign flows, or user journeys. - Help ensure designs are clear, modern, user-friendly, and aligned with Yuzee’s brand direction. - Help research how users search for education, jobs, internships, training, and career pathways. - Assist in identifying what motivates users to sign up, apply, compare options, or engage with a platform. - Support the team in improving how Yuzee explains its value to different user groups. - Help collect and organise insights that can improve onboarding, landing pages, campaigns, and user communication. Benefits - Completely remote / work from home. - Friendly and understanding colleagues. - International working exposure. - Hands-on learning environment. - Opportunity to work on meaningful projects. - Chance to develop marketing, research, content, and design skills. - Potential for future opportunities depending on performance and business needs. - Compensation: MYR 300 - MYR 700 monthly.

Role Description ReadySecGo unterstützt SaaS- und Tech-Unternehmen mit regulierten Kunden beim Aufbau und der Weiterentwicklung von Governance, IT-Security und Compliance. Wir suchen eine:n Werkstudent:in mit technischem Verständnis, starken Kommunikationsfähigkeiten und unternehmerischem Drive, die/der unser Wachstum mitgestaltet. - Je nach Interesse und Stärken: - Neue Service‑Bausteine und Geschäftsmodelle pilotieren und skalieren. - Erstellung und Strukturierung von Content (Website, Pitchdecks, Templates, Trainings, Security‑Konzepte). - Recherche zu Tools, Methoden und Kommerziellen im Bereich IT‑Security, SaaS & GRC. - Mitarbeit in Kundenprojekten, Sales‑Unterlagen und Produktentwicklung. - Eigene Ideen identifizieren, Ownership übernehmen und sichtbar umsetzen. Qualifications - Laufendes Studium in (Wirtschafts-)Informatik, Cyber Security oder vergleichbarer Fachrichtung; BWL mit Tech‑Fokus willkommen. - Interesse an der Schnittstelle von IT, Geschäftsmodellen und Entrepreneurship. - Grundverständnis von Datenstrukturen, Datenbankprinzipien und modernen Cloud‑Konzepten. - Eigenständigkeit, strukturierte Arbeitsweise, Kommunikationsstärke (Deutsch & Englisch). Benefits - 100 % Remote - 18 €/h für 15-20 h/Woche - Direkte Zusammenarbeit mit dem Gründer inkl. persönlichem Mentoring. - Arbeiten in einem sehr kleinen Team mit echtem Gestaltungsspielraum. - Zugang zu modernen Tools, aktuellen Security‑Themen und Kunden aus Environmental Tech, FinTech & HealthTech und mehr. - Start: ab sofort oder nach Absprache. - Flexible Vertragslaufzeit, Verlängerung möglich.

• Serve as the go-to financial authority on percentage-of-completion accounting across the portfolio; build and maintain the bridge between POC-recognized revenue and cash, and partner with controllers and auditors on policy questions. • Build, stress test, and identify flaws in complex financial models; own full P&L and cash picture across multiple businesses simultaneously, including percentage of revenue analysis, margin management, cost structure, working capital, cash conversion, and ROI decisions. • Actively use AI tools as operating infrastructure to accelerate financial analysis, automate routine modeling, and surface insights at the pace of the business; build or direct the construction of AI-enabled workflows that scale with the portfolio. • Develop probabilistic and scenario-based forecasts using leading indicators and business driver logic; own KPI tracking, sensitivity analysis, pricing analytics, gross margin improvement tracking, and labor and subcontractor cost analysis. • Serve as the financial operating voice on every deal the team pursues; contribute a grounded operating perspective to investment committee discussions pre-close, build post-close budgets from scratch with new CEOs, and track diligence-to-reality variances in real time. • Produce analysis that moves the team toward a clear conclusion and follows through on implementation; bring the confidence and credibility to raise a constructive perspective when the numbers point in a different direction. • Translate complex financial dynamics into clear, concise insights for the Group President and operating leaders; communicate at the operator level, delivering the right information at the right time to drive action.