• Classify inbound messages by category, intent, urgency, and tone • Generate contextual responses using enrichment data • Implement human approval gates • Transform raw enrichment data into structured pre-call briefs • Generate: background, pain hypotheses, talking points, rapport hooks • Vector database with embeddings • Markdown-aware chunking • Async ingestion workers • Semantic search API • Process RSS feeds, social media, video platforms, and search trends • Generate reports, forecasts, and content drafts • Run autonomously on scheduled jobs • Multi-agent system (outline → audit → generate) • Binary quality gates (PASS/FAIL with citations) • Supports multiple content formats • Enrich leads with product data and market insights • AI scoring and qualification grading • Automated audit reports • Slack operations • Scheduling workflows • Email triage and follow-ups

• Lead the architecture, design, development, and support of full stack applications using Ruby on Rails on the backend and ReactJS on the frontend. • Establish, implement, and uphold engineering standards related to code quality, maintainability, linting, secure coding, and performance across applications built on the Ruby technology stack • Drive application modernization initiatives, including decomposition of legacy monolithic systems into microservices-oriented architectures where appropriate • Contribute to cloud-native solution design and operational maturity across environments hosted in Azure/AWS involving Kubernettes, CI/CD Tools like Jenkins and GitHub Actions • Build and enhance unit, integration, and automated test coverage using RSpec and other relevant tools to ensure application stability and quality • Participate in technical roadmap planning, solution reviews, and architecture decisions to ensure systems are scalable, resilient, and aligned to business goals

Role Description We are hiring 1–2 engineers to work on an internal product, Clairvo, an AI-powered calling platform built within Dental Media Corp. This is not a typical SaaS CRUD app. Clairvo is a real-time telephony system: - We dial real humans over PSTN - Bridge calls through LiveKit - Run ML on live audio (transcription, scoring, copilots) You will be working on systems where calls are happening live and failure is not theoretical. The work is telephony + distributed state. You will spend your time in: - A Rust workspace (Axum, Tokio, SQLx) - Event-driven systems (Redis streams) - Postgres (Aurora) - Twilio SIP trunking, VoIP, LiveKit room lifecycle - A custom power-dialer kernel (parallel and sequential state machines) - ML integrations (OpenAI, Bedrock, SageMaker, AssemblyAI) Agents are on the phone while we ship. We are a small team, high ownership, spec/docs-first, and we move fast. Qualifications - Strong experience with Rust and/or Typescript - Experience building backend or fullstack systems in production - Solid understanding of Postgres (you know what a lock wait is) - Comfortable with concurrency, async systems, and partial failure - Ability to debug real production issues Requirements - Comfortable working with systems that are event-driven - Require coordination across services - Can fail in non-obvious ways Benefits - Fully remote (EU and Americas time zones) - High ownership and autonomy - Work on real-time systems in production - Competitive salary (60,000–80,000 USD) + equity - Flexible working hours - Small team, fast decisions, no bureaucracy

Role Description Our client, a fast-growing telehealth startup, is seeking a Full-Stack Software Engineer. As a Software Engineer, you'll help build and scale a modern healthcare marketplace that makes it simple and transparent for patients to access care. You'll work across the stack while collaborating directly with clinical and operations teams to understand real-world workflows and integrate with complex healthcare systems such as EHRs, insurance platforms, and lab providers. This is a high-ownership role in a fast-moving startup where engineers are expected to think beyond just writing code. - Build and maintain full-stack features across pricing engines, appointment booking, and payments - Write clear product requirement documents and SQL queries to support analytics and decision-making - Own QA and end-to-end delivery of your features - Partner closely with clinicians and operations teams, shadowing workflows to design practical solutions - Integrate with healthcare infrastructure, including EHR systems, insurance platforms, and lab vendors - Tackle ambiguous problems in an environment where engineers wear multiple hats Qualifications - 2+ years of experience as a full-stack or frontend engineer - Comfort operating in ambiguous, early-stage environments (startup experience required) - Experience across the stack, or strong frontend expertise with a desire to become a scrappy generalist - Proficiency in at least one modern tech stack and eagerness to learn new tools - Strong communicator who can clearly articulate technical decisions and tradeoffs - Entrepreneurial mindset — has built projects and can think through product, GTM, or early customer strategy - Strong mission alignment with improving access to healthcare (prior healthcare experience not required) Benefits - This is an opportunity to build meaningful infrastructure at the intersection of technology and healthcare, with real ownership and impact from day one.