Applied AI Engineer

Mem0 · San Francisco, CA
full-time mid Posted 3 months ago

About this role

Role Summary: Own the 0→1. You’ll turn vague customer use cases into working proofs-of-concept that showcase what Mem0 can do. This means rapid full-stack prototyping, stitching together AI tools, and aggressively experimenting with memory retrieval approaches until the use case works end-to-end. You’ll partner closely with Research and Backend, communicate trade-offs clearly, and hand off winning prototypes that can be hardened for production. What You'll Do: - Build POCs for real use cases: Stand up end-to-end demos (UI + APIs + data) that integrate Mem0 in the customer’s flow. - Experiment with memory retrieval: Try different embeddings, indexing, hybrid search, re-ranking, chunking/windowing, prompts, and caching to hit task-level quality and latency targets. - Prototype with Research: Implement paper ideas and new techniques from scratch, compare baselines, and keep what wins. - Create eval harnesses: Define small gold sets and lightweight metrics to judge POC success; instrument demos with basic telemetry. - Integrate AI tooling: Combine LLMs, vector DBs, Mem0 SDKs/APIs, and third-party services into coherent workflows. - Collaborate tightly: Work with Backend on clean contracts and data models; with Research on hypotheses; share learnings and next steps. - Package & handoff: Write concise docs, scripts, and templates so Engineering can productionize quickly. Minimum Qualifications - Full-stack fluency: Next.js/React on the front end and Python backends (FastAPI/Django/Flask) or Node where needed. - Strong Python and TypeScript/JavaScript; comfortable building APIs, wiring data models, and deploying quick demos. - Hands-on with the LLM/RAG stack: embeddings, vector databases, retrieval strategies, prompt engineering. - Track record of rapid prototyping: moving from idea → demo in days, not months; clear documentation of results and trade-offs. - Ability to design small, meaningful evaluations for a use case (quality + latency) and iterate based on evidence. - Excellent communication with Research and Backend; crisp specs, readable code, and honest status updates. Nice to Have: - Model serving/fine-tuning experience (vLLM, LoRA/PEFT) and lightweight batch/async pipelines. - Deployments on Vercel/serverless, Docker, basic k8s familiarity; CI for demo apps. - Data visualization and UX polish for compelling demos. - Prior Forward-Deployed/Solutions/Prototyping role turning customer needs into working software. About Mem0 We're building the memory layer for AI agents. Think long-term memory that enables AI to remember conversations, learn from interactions, and build context over time. We're already powering millions of AI interactions. We are backed by top-tier investors and are well capitalized. Our Culture - Office-first collaboration - We're an in-person team in San Francisco. Hallway chats, impromptu whiteboard sessions, and shared meals spark ideas that remote calls can't. - Velocity with craftsmanship - We build for the long term, not just shipping features. We move fast but never sacrifice reliability or thoughtful design - every system needs to be fast, reliable, and elegant. - Extreme ownership - Everyone at Mem0 is a builder-owner. If you spot a problem or opportunity, you have the agency to fix it. Titles are light; impact is heavy. - High bar, high trust - We hire for talent and potential, then give people room to run. Code is reviewed, ideas are challenged, and wins are celebrated—always with respect and curiosity. - Data-driven, not ego-driven – The best solution wins, whether it comes from a founder or an engineer who joined yesterday. We let results and metrics guide our decisions.

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