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Software Engineer, AI/ML GenAI

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As a Software Engineer, AI/ML GenAI at Instrumentl, you will own the full lifecycle of AI features, from rapid prototyping to production deployment and ongoing evaluation. This includes building agentic LLM systems that can plan and use tools, implementing RAG pipelines over domain data, managing and evolving embeddings and indices, running fine-tuning, and standing up evaluation and observability to ensure AI is grounded, safe, and cost-effective. You will collaborate closely with Product and Design teams.

Growth Engineer

👋Hello, we’re <a href="http://instrumentl.we/" target="_blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Instrumentl.</a> We’re a mission-driven startup helping the nonprofit sector to drive impact, and we’re well on our way to becoming the #1 most-loved grant discovery and management tool.About us: <a href="https://www.instrumentl.com/" target="_blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Instrumentl</a> is a hyper growth YC-backed startup with over 4,000 nonprofit clients, from local homeless shelters to larger organizations like the San Diego Zoo and the University of Alaska. We are building the future of fundraising automation, helping nonprofits to discover, track, and manage grants efficiently through our SaaS platform. Our charts are dramatically up-and-to-the-right 📈 — we’re cash flow positive and doubling year-over-year, with customers who love us (NPS is 65+ and Ellis PMF survey is 60+). Join us on this rocket ship to Mars!About the Role : As a Software Engineer, AI/ML GenAI at Instrumentl, you’ll own the full lifecycle of AI features—from rapid prototyping to production deployment and ongoing evaluation. You will build agentic LLM systems that can plan and use tools, implement RAG pipelines over our domain data, manage and evolve embeddings and indices, run fine‑tuning where it’s the right lever, and stand up evaluation/observability so our AI is grounded, safe, and cost‑effective. You’ll embed with one of the above groups in a hands-on role, collaborating closely with Product and Design, while partnering with DTI on platform‑level AI capabilities.The Instrumentl team is fully distributed (though if you’d like to work from our Oakland office, we would love to see you there). For this position, we are looking for someone who has significant overlap with Pacific Time Zone working hours.<h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">What you will do</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Design agentic systems & ship AI to production: Turn prototypes into resilient, observable services with clear SLAs, rollback/fallback strategies, and cost/latency budgets. Build tool‑using LLM “agents” (task planning, function/tool calling, multi‑step workflows, guardrails) for tasks like grant discovery, application drafting, and research assistance.</li><li class="leading-relaxed">Own RAG end‑to‑end: Ingest and normalize content, choose chunking/embedding strategies, implement hybrid retrieval, re‑ranking, citations, and grounding. Continuously improve recall/precision while managing index health.</li><li class="leading-relaxed">Manage embeddings at scale: Select, evaluate, and migrate embedding models; maintain vector stores (e.g., pgvector/FAISS/Pinecone/Weaviate/Milvus/Qdrant); monitor drift and rebuild strategies.</li><li class="leading-relaxed">Fine‑tune & build evaluation: Run SFT/LoRA or instruction‑tuning on curated datasets; evaluate the ROI vs. prompt engineering/model selection; manage data versioning and reproducibility. Create offline and online eval harnesses (helpfulness, groundedness, hallucination, toxicity, latency, cost), synthetic test sets, red‑teaming, and human‑in‑the‑loop review.</li><li class="leading-relaxed">Collaborate cross‑functionally while raising engineering standards: Work side by side with Product, Design, and GTM on scoping, UX, and measurement; run experiments (A/B, canaries), interpret results, and iterate. Write clear, maintainable code, add tests and docs, and contribute to reliability practices (alerts, dashboards, incident response).</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">What we're looking for</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Software engineering background: 5+ years of professional software engineering experience, including 2+ years working with modern LLMs (as an IC). Startup experience and comfort operating in fast, scrappy environments is a plus.</li><li class="leading-relaxed">Proven production impact: You’ve taken LLM/RAG systems from prototype to production, owned reliability/observability, and iterated post‑launch based on evals and user feedback.</li><li class="leading-relaxed">LLM agentic systems: Experience building tool/function‑calling workflows, planning/execution loops, and safe tool integrations (e.g., with LangChain/LangGraph, LlamaIndex, Semantic Kernel, or custom orchestration).</li><li class="leading-relaxed">RAG expertise: Strong grasp of document ingestion, chunking/windowing, embeddings, hybrid search (keyword + vector), re‑ranking, and grounded citations. Experience with re‑rankers/cross‑encoders, hybrid retrieval tuning, or search/recommendation systems.</li><li class="leading-relaxed">Embeddings & vector stores: Hands‑on with embedding model selection/versioning and vector DBs (e.g., pgvector, FAISS, Pinecone, Weaviate, Milvus, Qdrant).IDocument processing at scale (PDF parsing/OCR), structured extraction with JSON schemas, and schema‑guided generation.</li><li class="leading-relaxed">Evaluation mindset: Comfort designing eval suites (RAG/QA, extraction, summarization), using automated and human‑in‑the‑loop methods; familiarity with frameworks like Ragas/DeepEval/OpenAI Evals or equivalent.</li><li class="leading-relaxed">Infrastructure & languages: Proficiency in Python (FastAPI, Celery) and TypeScript/Node; familiarity with Ruby on Rails (our core platform) or willingness to learn. Experience with AWS/GCP, Docker, CI/CD, and observability (logs/metrics/traces).</li><li class="leading-relaxed">Data chops: Comfortable with SQL, schema design, and building/maintaining data pipelines that power retrieval and evaluation.</li><li class="leading-relaxed">Collaborative approach: You thrive in a cross‑functional environment and can translate researchy ideas into shippable, user‑friendly features.</li><li class="leading-relaxed">Results‑driven: Bias for action and ownership with an eye for speed, quality, and simplicity.</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Nice to have</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Fine‑tuning: Practical experience with SFT/LoRA or instruction‑tuning (and good intuition for when fine‑tuning vs. prompting vs. model choice is the right lever).</li><li class="leading-relaxed">Exposure to open‑source LLMs (e.g., Llama) and providers (e.g., OpenAI, Anthropic, Google, Mistral).</li><li class="leading-relaxed">Familiarity with responsible AI, red‑teaming, and domain‑specific safety policies.</li></ul><h3 class="text-xl md:text-2xl font-bold mt-8 mb-3 text-gray-800">Compensation & Benefits</h3><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Salary ranges are based on market data, relative to our size, industry, and stage of growth. Salary is one part of total compensation, which also includes equity, perks, and competitive benefits.</li><li class="leading-relaxed">For US-based candidates, our target salary band is $175,000 - $220,000/year + equity. Salary decisions will be based on multiple factors including geographic location, qualifications for the role, skillset, proficiency, and experience level.</li><li class="leading-relaxed">100% covered health, dental, and vision insurance for employees, 50% for dependents</li><li class="leading-relaxed">Generous PTO policy, including parental leave</li><li class="leading-relaxed">401(k)</li><li class="leading-relaxed">Company laptop + stipend to set up your home workstation</li><li class="leading-relaxed">Company retreats for in-person time with your colleagues</li><li class="leading-relaxed">Work with awesome nonprofits around the US. We partner with incredible organizations doing meaningful work, and you get to help power their success.</li></ul>We may use artificial intelligence (AI) tools to support parts of the hiring process, such as reviewing applications, analyzing resumes, or assessing responses. These tools assist our recruitment team but do not replace human judgment. Final hiring decisions are ultimately made by humans. If you would like more information about how your data is processed, please contact us.

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British Vogue is seeking a highly organized and proactive Editorial Assistant to support the Head of Editorial Content and the wider editorial team. This role is crucial for the smooth operation of the editorial department, involving administrative, logistical, and coordination responsibilities in a fast-paced, creative environment. The assistant will manage diaries, travel, expenses, and communication, while also assisting with research, fact-checking, and social media coordination. The position offers significant exposure to British Vogue's inner workings and collaboration with senior staff.

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The foundation of Vogue’s leadership and authority is the brand’s unique role as a cultural barometer for a global audience. Vogue places fashion in the context of culture and the world we live in — how we dress, live and socialize; what we eat, listen to and watch; who leads and inspires us. Vogue immerses itself in fashion, always leading readers to what will happen next. Thought-provoking, relevant and always influential, Vogue defines the culture of fashion.<h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">Job Description</h2>Location:London, GBCondé Nast is a global media company, home to iconic brands including <a href="https://www.vogue.co.uk/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Vogue</a>, <a href="https://www.gq-magazine.co.uk/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">GQ</a>, <a href="https://www.glamourmagazine.co.uk/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Glamour</a>, <a href="https://www.cntraveller.com/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">CN Traveller</a>, <a href="https://www.vanityfair.com/?srsltid=AfmBOoqzTBFZnVHhFwQWV6XwfpphPrz6ZXNumj1XhNlEEjDhWVQRc69W" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Vanity Fair</a>, <a href="https://www.wired.com/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Wired</a>, <a href="https://www.worldofinteriors.com/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">The World of Interiors</a>, <a href="https://www.houseandgarden.co.uk/" target="blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">House & Garden</a> and <a href="https://www.tatler.com/" target="_blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">Tatler</a>, among many others.We are headquartered in New York and London and operate in 32 markets worldwide, with a footprint of more than 1 billion consumers across print, digital, video and social platforms.Condé Nast thrives on collaboration, and our teams come together in the office four days a week (Monday - Thursday).We value diversity of background, views and cultures. We celebrate people for their personal qualities, skills and contributions, recognising the power our brands have to influence and shape culture.<h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">The Role</h2><a href="http://www.vogue.co.uk/" target="_blank" rel="noopener noreferrer" class="text-blue-600 hover:text-blue-800 hover:underline transition-colors duration-200">British Vogue</a> is looking for a highly organised, detail-oriented and proactive Editorial Assistant to support the Head of Editorial Content and the wider editorial team.This role is essential to the smooth running of the editorial department and involves a range of administrative, logistical and coordination responsibilities within a fast-paced, creatively driven environment.The ideal candidate will be confident, efficient and collaborative, with excellent communication skills and a strong ability to prioritise.The Editorial Assistant will serve as a key point of contact across internal teams and external partners, requiring professionalism, discretion and a calm approach under pressure.While this role may occasionally involve light editorial tasks, the primary focus is on administrative support and departmental organisation.This position offers exposure to the inner workings of British Vogue and close collaboration with senior editorial staff.<h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">What will you be doing?</h2><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Support the editorial team with daily operational and administrative tasks.</li><li class="leading-relaxed">Manage the Head of Editorial Content’s diary, schedule, expenses and meeting coordination.</li><li class="leading-relaxed">Manage all travel arrangements for the Head of Editorial Content, including flights, accommodation, ground transportation and visas - prepare comprehensive travel itineraries, coordinate schedule changes, and ensure all logistics are handled efficiently and in line with budget and company policy.</li><li class="leading-relaxed">Maintain smooth communication between editorial leaders, internal departments and external stakeholders.</li><li class="leading-relaxed">Manage general editorial logistics, including office administration.</li><li class="leading-relaxed">Coordinate documents, image assets, call-ins, permissions and other materials needed for stories and shoots.</li><li class="leading-relaxed">Assist in planning team events, appointments and work sessions.</li><li class="leading-relaxed">Assist senior editors with research, fact-checking, sourcing references and preparing briefing materials.</li><li class="leading-relaxed">Support the Head of Editorial Content with social media coordination.</li></ul><h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">About you</h2><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">Proven experience in an administrative or coordination role, ideally within media, fashion or a related creative industry.</li><li class="leading-relaxed">Exceptional organisational skills, strong attention to detail and the ability to manage multiple priorities simultaneously.</li><li class="leading-relaxed">Strong written and verbal communication skills and a professional, polished demeanour.</li><li class="leading-relaxed">Comfortable working in a fast-paced environment and adapting to changing needs.</li><li class="leading-relaxed">A proactive problem-solver with sound judgement and a positive, collaborative attitude.</li><li class="leading-relaxed">A genuine interest in fashion, culture and the editorial values of British Vogue.</li></ul><h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">Does this sound like you?</h2>Please upload your CV and cover letter, which highlights why you'd love to take on this role and why you're a great match for what we're looking for.We value the time and effort behind every application. All submissions are reviewed by a member of our talent team - we don’t use AI-assisted technology to review applications.The closing date for applications is Friday, 16th January at 10 am.As you can imagine, we receive a high volume of applications and may close the advert early. We recommend submitting your application as soon as possible to avoid disappointment.<h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">What benefits do we offer?</h2><ul class="list-disc list-inside my-5 pl-5 space-y-2 text-gray-700"><li class="leading-relaxed">25 days holiday (plus bank holidays) and extra days of annual leave if you move house or want to volunteer.</li><li class="leading-relaxed">You’ll have access to a competitive pension scheme, Bupa Private Healthcare, Season ticket loans and eye tests.</li><li class="leading-relaxed">We offer a range of tools to support your wellbeing, including core hours, 10 remote days (from home or a country with a Condé Nast office location), access to our Employee Assistance Programme, corporate gym membership and cycle to work scheme.</li><li class="leading-relaxed">We’re a dog friendly office, plus you’ll enjoy discounts and magazine subscriptions, keeping you up to date with all things Condé Nast.</li><li class="leading-relaxed">We encourage personal and professional growth through the Condé Nast Learning Hub where you’ll find an extensive portfolio of learning courses and training, available in local languages.</li><li class="leading-relaxed">Our Employee Resource Groups provide a platform for employees to identify shared objectives, exchange ideas, and work on community priorities for our global workforce.</li></ul><h2 class="text-2xl md:text-3xl font-bold mt-10 mb-4 border-b pb-2 text-gray-800">What happens next?</h2>If you are interested in this opportunity, please apply below, and we will review your application as soon as possible. You can update your resume or upload a cover letter at any time by accessing your candidate profile.Condé Nast is an equal opportunity employer. We evaluate qualified applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, veteran status, age, familial status and other legally protected characteristics.

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This assessment gives us an idea of your C++ skills- Companies that evaluate this skillset in interviews: Rockstar Games, Ubisoft, Mayhem Studios, etc.- 10 Multiple Choice questions- Average time to complete: 7 to 10 minutes

Let's assess your Data Structures! - This assessment gives us an idea of your problem solving skills using DSA- Companies that evaluate this skillset in interviews: MPL, LILA Games, GSN Games, etc.- 10 Multiple Choice questions

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Let's assess your Programming Patterns! ????- This assessment gives us an idea of your code architecture skills- Companies that evaluate this skillset in interviews: Dirtcube, PTW, Playshifu, etc.

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