We use cookies for analytics and advertising to understand what's working and reach people who might find this useful. Essential cookies for sign-in always run. Privacy policy
| Pin | CandidateCandidateClick a name to open everything we know about them. | ScoreFitToHire ScoreHow much of the posting this résumé actually satisfies, weighted — required counts for more than preferred. | RequiredRequired qualificationsOne dot per must-have. Green met, amber thin evidence, red not found. Hover a dot for the line behind it. | PreferredPreferred qualificationsThe nice-to-haves. Scored the same way, weighted less. | ResponsibilitiesResponsibilitiesWhat the role does day to day, matched against what they have actually done. | StagePipeline stageWhere they are in your process. Set it here and it stays with them. | Actions |
|---|---|---|---|---|---|---|---|
| 69 | Wording gap Technical Design & Development Supported across several lines — no single one proves it on its own. Thin evidence 5+ years of software engineering experience, with a focus on backend development. "Contributor to the AWS SDK for Go v2, mostly Bedrock streaming fixes found while shipping the agent platform." Met Extensive experience with Go for high-volume, production-ready systems. "Go is my primary language." Met Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "Designed the tool-calling contract every agent uses, planning, retrieval against our own knowledge base, and a validation pass before anything is spoken to a caller. Three teams outside mine build against it now." Thin evidence Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. Supported across several lines — no single one proves it on its own. Met Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Led the move from EC2 to ECS with Terraform, taking deploys from a 90-minute Tuesday-night window to continuous." Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: gRPC" Wording gap Experience with secure service-to-service authorization and access control. "Replaced per-service static keys with IAM roles and STS short-lived credentials across 38 services, clearing the finding that had blocked our HIPAA attestation two years running." Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Python and PostgreSQL for a logistics reporting product used by regional carriers; owned the nightly aggregation job and, eventually, the pager that came with it." Not found Experience with automated testing and CI/CD, including integration tests against real dependencies. No supporting evidence on the résumé. Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. "Replaced per-service static keys with IAM roles and STS short-lived credentials across 38 services, clearing the finding that had blocked our HIPAA attestation two years running." Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Listed in skills: Docker, Kubernetes, ECS" Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Listed in skills: Kafka, SQS, SNS" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Responsible for the weekly release notes and the customer-facing changelog." Thin evidence Proficient with Git/GitHub and comfortable in a remote team. "Listed in skills: GitHub" Thin evidence Experience with TypeScript. "Listed in skills: TypeScript" | Thin evidence Experience handling protected health information under strict regulatory controls (HIPAA). "ross 38 services, clearing the finding that had blocked our HIPAA attestation two years running. - Cut agent hallucination fr" Met Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). "Wrote the load harness the team still runs before releases. It replays real traffic shapes off recorded call data rather than a flat request rate, which is what caught the connection-pool ceiling before customers did." Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Listed in skills: Terraform" Wording gap Experience with retrieval-augmented generation, embeddings, and vector search. "Listed in skills: vector search" Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Thin evidence Experience redacting or minimizing sensitive data in logs and model prompts. "Involved in the migration off the legacy reporting stack." Thin evidence Experience with multi-region or high-availability architecture and failover. "Wrote the customer-facing API docs after watching two integrations fail on assumptions we had never written down." Thin evidence Experience with gRPC and protocol buffers. "Introduced gRPC between internal services to retire a hand-rolled JSON-over-HTTP layer that had no versioning story, the third breaking change that took down a downstream team was the argument that finally carried it." Thin evidence Familiarity with SOC 2 or similar audit and control frameworks. "I own services end to end, design, deploy, and the pager, and I have taken two agentic products from prototype to HIPAA-audited production on AWS." Not found Experience with a structured development methodology such as Shape Up or Agile. No supporting evidence on the résumé. | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Contributor to the AWS SDK for Go v2, mostly Bedrock streaming fixes found while shipping the agent platform." Thin evidence Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Contributor to the AWS SDK for Go v2, mostly Bedrock streaming fixes found while shipping the agent platform." Thin evidence Write, test, and deploy production-ready code that enhances the platform. "Wrote the customer-facing API docs after watching two integrations fail on assumptions we had never written down." Not found Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. No supporting evidence on the résumé. Thin evidence Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Built the replay tool for reprocessing device events after a bad deploy. Still in use, and it is the reason a bad release is a re-run rather than a data-loss incident." Met Delivery & Operational Excellence "Own the agent platform behind our IVR replacement, 6 services in Go carrying 3.1M calls a month at 99.97% availability against a 99.9% SLO." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Wrote the customer-facing API docs after watching two integrations fail on assumptions we had never written down." Wording gap Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Listed in skills: on-call" Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Contributor to the AWS SDK for Go v2, mostly Bedrock streaming fixes found while shipping the agent platform." Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Thin evidence Own performance under load: profiling, capacity planning, and cost per transaction. ", on the argument that we had no one to carry GPU capacity planning; projected inference spend came in 55% under the" Met Team & Collaboration "Run design review for anything touching PHI and mentor two mid-level engineers; killed a proposed per-tenant fine-tuning effort that would have put customer transcripts in training data." Thin evidence Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "I own services end to end, design, deploy, and the pager, and I have taken two agentic products from prototype to HIPAA-audited production on AWS." Met Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. "I own services end to end, design, deploy, and the pager, and I have taken two agentic products from prototype to HIPAA-audited production on AWS." Thin evidence Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. "Played a key role in onboarding two new engineers onto the ingest codebase." | ||||
| 66 | Wording gap Technical Design & Development "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." Wording gap 5+ years of software engineering experience, with a focus on backend development. "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." Met Extensive experience with Go for high-volume, production-ready systems. "Go and Java services for a logistics analytics product; Postgres and Kafka." Thin evidence Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." Not found Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. No supporting evidence on the résumé. Met Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." Met Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: API design, microservices, gRPC" Thin evidence Experience with secure service-to-service authorization and access control. "Designed the IAM boundary between services: per-service roles, STS assumption, no long-lived credentials anywhere in the estate." Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Listed in skills: NoSQL" Wording gap Experience with automated testing and CI/CD, including integration tests against real dependencies. "Listed in skills: integration tests" Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. Supported across several lines — no single one proves it on its own. Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Moved the platform onto Kubernetes and Terraform; owned the migration and the two outages it caused." Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "va services for a logistics analytics product; Postgres and Kafka. - Wrote the integration test harness that ran against real" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Involved in knowledge sharing sessions across the platform teams." Wording gap Proficient with Git/GitHub and comfortable in a remote team. "Moved the platform onto Kubernetes and Terraform; owned the migration and the two outages it caused." Thin evidence Experience with TypeScript. "Listed in skills: TypeScript" | Not found Experience handling protected health information under strict regulatory controls (HIPAA). No supporting evidence on the résumé. Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Moved the platform onto Kubernetes and Terraform; owned the migration and the two outages it caused." Not found Experience with retrieval-augmented generation, embeddings, and vector search. No supporting evidence on the résumé. Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Thin evidence Experience redacting or minimizing sensitive data in logs and model prompts. "Set the API design standard, gRPC internally, REST at the edge, that all four backend teams now follow." Not found Experience with multi-region or high-availability architecture and failover. No supporting evidence on the résumé. Met Experience with gRPC and protocol buffers. "Listed in skills: protocol buffers, gRPC" Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Wording gap Experience with a structured development methodology such as Shape Up or Agile. "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Set the API design standard, gRPC internally, REST at the edge, that all four backend teams now follow." Wording gap Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Go and Java services for a logistics analytics product; Postgres and Kafka." Met Write, test, and deploy production-ready code that enhances the platform. "Set the API design standard, gRPC internally, REST at the edge, that all four backend teams now follow." Thin evidence Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." Thin evidence Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Go primarily; comfortable owning a service from schema to on-call." Met Delivery & Operational Excellence "Participated in continuous improvement of the deployment process." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Set the API design standard, gRPC internally, REST at the edge, that all four backend teams now follow." Wording gap Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Go primarily; comfortable owning a service from schema to on-call." Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Backend engineer, ten years, building scalable, secure, reliable APIs and event-driven services on AWS, including AI-driven features built on managed foundation models." Thin evidence Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. "Responsible for the payments service and its integration test suite." Thin evidence Own performance under load: profiling, capacity planning, and cost per transaction. "Participated in continuous improvement of the deployment process." Met Team & Collaboration "Moved the platform onto Kubernetes and Terraform; owned the migration and the two outages it caused." Thin evidence Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "Set the API design standard, gRPC internally, REST at the edge, that all four backend teams now follow." Not found Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. No supporting evidence on the résumé. Not found Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. No supporting evidence on the résumé. | ||||
| 66 | Wording gap Technical Design & Development "B.S. Computer Engineering, University of Texas at Austin, 2014" Wording gap 5+ years of software engineering experience, with a focus on backend development. "B.S. Computer Engineering, University of Texas at Austin, 2014" Met Extensive experience with Go for high-volume, production-ready systems. "Backend and data services in Go and Python; designed the reporting schema (Postgres, plus a document store for event history) that carried 12x growth in query volume." Thin evidence Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "Own the LLM agent behind patient callbacks. 4 engineers, ~2M interactions a quarter." Thin evidence Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. "Answers come from the patient record, not the model's memory — retrieval with per-user permission filtering." Met Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Listed in skills: AWS, API Gateway, EC2, S3" Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: gRPC" Thin evidence Experience with secure service-to-service authorization and access control. "Wrote the PHI rules the platform org adopted: field-level encryption, identifiers stripped before any model call, access logged." Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Backend and data services in Go and Python; designed the reporting schema (Postgres, plus a document store for event history) that carried 12x growth in query volume." Wording gap Experience with automated testing and CI/CD, including integration tests against real dependencies. "Introduced integration tests against real dependencies in CI, closing a class of bug that had been shipping for two years." Not found Experience with observability: structured logging, metrics, and distributed tracing. No supporting evidence on the résumé. Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Listed in skills: Docker, Kubernetes, ECS" Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Listed in skills: SQS, SNS" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Added a read-through cache in front of the routing lookup, plus the invalidation rules that keep it right when a number ports mid-call." Thin evidence Proficient with Git/GitHub and comfortable in a remote team. "Listed in skills: Git, GitHub" Not found Experience with TypeScript. No supporting evidence on the résumé. | Thin evidence Experience handling protected health information under strict regulatory controls (HIPAA). "Listed in skills: HIPAA" Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Listed in skills: Terraform, Bash" Wording gap Experience with retrieval-augmented generation, embeddings, and vector search. "Answers come from the patient record, not the model's memory — retrieval with per-user permission filtering." Thin evidence Experience evaluating model output quality and adding guardrails or safety checks. "Wrote the PHI rules the platform org adopted: field-level encryption, identifiers stripped before any model call, access logged." Thin evidence Experience redacting or minimizing sensitive data in logs and model prompts. "Answers come from the patient record, not the model's memory — retrieval with per-user permission filtering." Thin evidence Experience with multi-region or high-availability architecture and failover. "Introduced integration tests against real dependencies in CI, closing a class of bug that had been shipping for two years." Thin evidence Experience with gRPC and protocol buffers. "Listed in skills: protocol buffers, gRPC" Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Wording gap Experience with a structured development methodology such as Shape Up or Agile. "Listed in skills: Agile" | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Set up the deployment pipeline the team still uses, build, test, and staged rollout on every merge to main." Thin evidence Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Led the move of session signalling off a Java monolith onto Go services." Met Write, test, and deploy production-ready code that enhances the platform. "Set up the deployment pipeline the team still uses, build, test, and staged rollout on every merge to main." Not found Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. No supporting evidence on the résumé. Wording gap Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Put call events on a managed queue instead of writing direct, which got billing and fraud off the call path." Met Delivery & Operational Excellence Supported across several lines — no single one proves it on its own. Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Set up the deployment pipeline the team still uses, build, test, and staged rollout on every merge to main." Wording gap Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Participated in the on-call rotation for the order stack." Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "ack. TECHNICAL Go, Python, gRPC and protocol buffers, REST · AWS, EC2, ECS, Lambda, S3, RDS, DynamoDB, SQS, SNS, CloudWatch," Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Not found Own performance under load: profiling, capacity planning, and cost per transaction. No supporting evidence on the résumé. Met Team & Collaboration "Owned the media control plane for programmable voice. 9M call legs a month, three regions." Not found Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. No supporting evidence on the résumé. Thin evidence Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. "Listed in skills: HIPAA" Thin evidence Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. "Own the LLM agent behind patient callbacks. 4 engineers, ~2M interactions a quarter." | ||||
| 66 | Wording gap Technical Design & Development "Passionate about leveraging cutting-edge technologies to drive business value." Wording gap 5+ years of software engineering experience, with a focus on backend development. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Wording gap Extensive experience with Go for high-volume, production-ready systems. "Own the warehouse, Snowflake, roughly 400 dbt models, 2.4TB a day landing from 60 source systems." Not found Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. No supporting evidence on the résumé. Met Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Wording gap Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Seasoned engineer with a proven track record of delivering robust, scalable backend services and AI-driven data platforms on AWS." Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: microservices, gRPC" Thin evidence Experience with secure service-to-service authorization and access control. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Listed in skills: SQL" Thin evidence Experience with automated testing and CI/CD, including integration tests against real dependencies. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. "Seasoned engineer with a proven track record of delivering robust, scalable backend services and AI-driven data platforms on AWS." Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Listed in skills: Docker, Kubernetes, ECS" Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Rebuilt the Spark ingestion layer on structured streaming; end-to-end freshness went from 6 hours to 11 minutes." Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Contributed to data quality initiatives spanning multiple business domains." Thin evidence Proficient with Git/GitHub and comfortable in a remote team. "Seasoned engineer with a proven track record of delivering robust, scalable backend services and AI-driven data platforms on AWS." Not found Experience with TypeScript. No supporting evidence on the résumé. | Thin evidence Experience handling protected health information under strict regulatory controls (HIPAA). "Built the claims and eligibility pipelines under HIPAA controls, leveraging Python and Airflow." Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Listed in skills: Terraform" Thin evidence Experience with retrieval-augmented generation, embeddings, and vector search. "Listed in skills: vector search" Thin evidence Experience evaluating model output quality and adding guardrails or safety checks. "Own the warehouse, Snowflake, roughly 400 dbt models, 2.4TB a day landing from 60 source systems." Wording gap Experience redacting or minimizing sensitive data in logs and model prompts. "Responsible for the dimensional model behind the executive reporting suite." Thin evidence Experience with multi-region or high-availability architecture and failover. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Thin evidence Experience with gRPC and protocol buffers. "Listed in skills: gRPC" Thin evidence Familiarity with SOC 2 or similar audit and control frameworks. "SQL Server, SSIS and Tableau for a manufacturing client." Not found Experience with a structured development methodology such as Shape Up or Agile. No supporting evidence on the résumé. | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Own the warehouse, Snowflake, roughly 400 dbt models, 2.4TB a day landing from 60 source systems." Wording gap Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Thin evidence Write, test, and deploy production-ready code that enhances the platform. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Not found Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. No supporting evidence on the résumé. Met Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Met Delivery & Operational Excellence "Led the migration off an on-premise Teradata estate; delivered it in 14 months against an 18-month plan and retired $2.8M in annual licensing." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Experienced in designing secure, reliable APIs, event-driven workflows, and asynchronous processing at high volume, with hands-on exposure to LLM integration and prompt orchestration." Thin evidence Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. Supported across several lines — no single one proves it on its own. Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Seasoned engineer with a proven track record of delivering robust, scalable backend services and AI-driven data platforms on AWS." Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Thin evidence Own performance under load: profiling, capacity planning, and cost per transaction. "Own the warehouse, Snowflake, roughly 400 dbt models, 2.4TB a day landing from 60 source systems." Met Team & Collaboration "Led the migration off an on-premise Teradata estate; delivered it in 14 months against an 18-month plan and retired $2.8M in annual licensing." Thin evidence Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "Passionate about leveraging cutting-edge technologies to drive business value." Met Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. "Partners - Built the claims and eligibility pipelines under HIPAA controls, leveraging Python and Airflow. - Responsible for" Not found Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. No supporting evidence on the résumé. | ||||
| 64 | Wording gap Technical Design & Development "I have led design-system work at two companies and care deeply about what a product feels like to use." Wording gap 5+ years of software engineering experience, with a focus on backend development. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Met Extensive experience with Go for high-volume, production-ready systems. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Not found Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. No supporting evidence on the résumé. Thin evidence Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Wording gap Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Senior engineer, nine years, building cloud-native backend services and AI-driven product features on AWS." Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: microservices, gRPC" Thin evidence Experience with secure service-to-service authorization and access control. "I Set the accessibility standard and got the product to WCAG 2.1 AA before a customer contract required it." Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Thin evidence Experience with automated testing and CI/CD, including integration tests against real dependencies. "I Helped improve the shared build tooling used across client projects." Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. Supported across several lines — no single one proves it on its own. Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Kubernetes, Docker, Terraform" Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Postgres, MySQL, Redis, Kafka" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "I Helped improve the shared build tooling used across client projects." Thin evidence Proficient with Git/GitHub and comfortable in a remote team. "I Led the migration from a legacy Angular app to React and TypeScript across 18 months without a feature freeze." Met Experience with TypeScript. "I Led the migration from a legacy Angular app to React and TypeScript across 18 months without a feature freeze. I Cut initial b" | Thin evidence Experience handling protected health information under strict regulatory controls (HIPAA). "Listed in skills: HIPAA" Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Kubernetes, Docker, Terraform" Not found Experience with retrieval-augmented generation, embeddings, and vector search. No supporting evidence on the résumé. Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Thin evidence Experience redacting or minimizing sensitive data in logs and model prompts. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Thin evidence Experience with multi-region or high-availability architecture and failover. "Postgres, MySQL, Redis, Kafka" Met Experience with gRPC and protocol buffers. "Listed in skills: protocol buffers, gRPC" Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Wording gap Experience with a structured development methodology such as Shape Up or Agile. "Listed in skills: Agile" | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Wording gap Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Met Write, test, and deploy production-ready code that enhances the platform. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Not found Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. No supporting evidence on the résumé. Not found Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. No supporting evidence on the résumé. Met Delivery & Operational Excellence "I Introduced end-to-end tests with Playwright, retiring a manual QA pass that took two days a release." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "I Helped improve the shared build tooling used across client projects." Thin evidence Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Experienced across Go and Node, REST and GraphQL APIs, and integrating language models into production applications." Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Senior engineer, nine years, building cloud-native backend services and AI-driven product features on AWS." Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Not found Own performance under load: profiling, capacity planning, and cost per transaction. No supporting evidence on the résumé. Met Team & Collaboration "I have led design-system work at two companies and care deeply about what a product feels like to use." Thin evidence Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "I Worked closely with design on the component library and its documentation." Thin evidence Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. "Listed in skills: HIPAA" Not found Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. No supporting evidence on the résumé. | ||||
| 61 | Wording gap Technical Design & Development "Machine learning engineer turned platform engineer, now focused on production agentic systems: language-model integration, prompt orchestration, and the APIs and infrastructure that run them at scale." Wording gap 5+ years of software engineering experience, with a focus on backend development. "Machine learning engineer turned platform engineer, now focused on production agentic systems: language-model integration, prompt orchestration, and the APIs and infrastructure that run them at scale." Met Extensive experience with Go for high-volume, production-ready systems. "Python (primary), SQL, some Go" Met Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "Seven years in Python, the last three putting language models into production and discovering that the model is the easy part." Thin evidence Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. "Owned the feature pipeline and model serving for a churn product, Python, Airflow, SageMaker." Wording gap Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Listed in skills: AWS, API Gateway, S3, Lambda" Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: gRPC" Not found Experience with secure service-to-service authorization and access control. No supporting evidence on the résumé. Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Python (primary), SQL, some Go" Thin evidence Experience with automated testing and CI/CD, including integration tests against real dependencies. "Built the RAG layer over clinical documentation, chunking, embeddings, reranking, and the PHI redaction pass that runs before anything reaches a model." Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. "Seven years in Python, the last three putting language models into production and discovering that the model is the easy part." Wording gap Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "DS, API Gateway, IAM · Postgres, DynamoDB, Redis, Airflow · Docker, Kubernetes, Terraform · REST, gRPC · MLflow, Weights & Bia" Not found Experience with message queues or streaming (SQS/SNS, Kafka, or similar). No supporting evidence on the résumé. Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Owned the feature pipeline and model serving for a churn product, Python, Airflow, SageMaker." Not found Proficient with Git/GitHub and comfortable in a remote team. No supporting evidence on the résumé. Not found Experience with TypeScript. No supporting evidence on the résumé. | Thin evidence Experience handling protected health information under strict regulatory controls (HIPAA). "Listed in skills: HIPAA" Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Docker, Kubernetes, Terraform" Wording gap Experience with retrieval-augmented generation, embeddings, and vector search. "ry), SQL, some Go · LangChain, LlamaIndex, RAG, embeddings, vector search, prompt evaluation · AWS, Bedrock, SageMaker, Lambda, S3, R" Thin evidence Experience evaluating model output quality and adding guardrails or safety checks. "Set the evaluation standard the org uses: every prompt change ships with a scored regression run or it does not ship." Wording gap Experience redacting or minimizing sensitive data in logs and model prompts. "Set the evaluation standard the org uses: every prompt change ships with a scored regression run or it does not ship." Thin evidence Experience with multi-region or high-availability architecture and failover. "Owned the feature pipeline and model serving for a churn product, Python, Airflow, SageMaker." Thin evidence Experience with gRPC and protocol buffers. "Listed in skills: gRPC" Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Not found Experience with a structured development methodology such as Shape Up or Agile. No supporting evidence on the résumé. | Met Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Machine learning engineer turned platform engineer, now focused on production agentic systems: language-model integration, prompt orchestration, and the APIs and infrastructure that run them at scale." Wording gap Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Wrote the small amount of Go in our stack, the sidecar that fronts the Python services, because latency mattered more than my comfort." Met Write, test, and deploy production-ready code that enhances the platform. "Own the LLM platform, LangChain orchestration on Bedrock, serving 12 product teams behind one internal API." Thin evidence Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. "Machine learning engineer turned platform engineer, now focused on production agentic systems: language-model integration, prompt orchestration, and the APIs and infrastructure that run them at scale." Thin evidence Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Built the RAG layer over clinical documentation, chunking, embeddings, reranking, and the PHI redaction pass that runs before anything reaches a model." Met Delivery & Operational Excellence "I have shipped three agent products and killed two more that did not deserve to ship." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Owned the feature pipeline and model serving for a churn product, Python, Airflow, SageMaker." Thin evidence Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Own the LLM platform, LangChain orchestration on Bedrock, serving 12 product teams behind one internal API." Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Listed in skills: AWS" Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Thin evidence Own performance under load: profiling, capacity planning, and cost per transaction. Supported across several lines — no single one proves it on its own. Met Team & Collaboration "Machine learning engineer turned platform engineer, now focused on production agentic systems: language-model integration, prompt orchestration, and the APIs and infrastructure that run them at scale." Thin evidence Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "Owned the feature pipeline and model serving for a churn product, Python, Airflow, SageMaker." Thin evidence Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. "Listed in skills: HIPAA" Thin evidence Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. "Machine learning engineer turned platform engineer, now focused on production agentic systems: language-model integration, prompt orchestration, and the APIs and infrastructure that run them at scale." | ||||
| 58 | Wording gap Technical Design & Development "Principal Engineer, Applied AI" Wording gap 5+ years of software engineering experience, with a focus on backend development. "Software Engineering, Chalmers University of Technology, 2012" Met Extensive experience with Go for high-volume, production-ready systems. "I now own that surface end to end — prompt orchestration, the APIs around it, and the infrastructure that runs it in production at scale, including the Go services we rewrote it onto." Thin evidence Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "I came up through TypeScript and Java platform work and moved into applied AI three years ago when my team was handed an agent nobody could keep running in production." Not found Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. No supporting evidence on the résumé. Thin evidence Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "AWS Certified Solutions Architect, Professional (2021)" Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "TypeScript and Java services for an e-commerce platform; REST, and gRPC once the internal call graph got wide enough to justify it." Thin evidence Experience with secure service-to-service authorization and access control. Supported across several lines — no single one proves it on its own. Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Migrated 30+ Java services onto ECS and cut the infrastructure bill 40% by right-sizing instances nobody had looked at since 2016." Thin evidence Experience with automated testing and CI/CD, including integration tests against real dependencies. "Wrote the integration layer against three separate ERP systems, which is where I learned what a stable contract is worth and why you version one from the start." Not found Experience with observability: structured logging, metrics, and distributed tracing. No supporting evidence on the résumé. Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Migrated 30+ Java services onto ECS and cut the infrastructure bill 40% by right-sizing instances nobody had looked at since 2016." Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Listed in skills: SQS" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Responsible for the release checklist and the post-release verification pass." Not found Proficient with Git/GitHub and comfortable in a remote team. No supporting evidence on the résumé. Met Experience with TypeScript. "I came up through TypeScript and Java platform work and moved into applied AI three years ago when my team was handed an agent nobody could keep running in production." | Not found Experience handling protected health information under strict regulatory controls (HIPAA). No supporting evidence on the résumé. Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Set the service template every new backend started from: Terraform module, CI pipeline, SLO dashboard, on-call rota." Wording gap Experience with retrieval-augmented generation, embeddings, and vector search. "Designed the retrieval layer, chunking strategy, embeddings, and a reranker, that took answer accuracy from 71% to 93% on our own eval set." Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Thin evidence Experience redacting or minimizing sensitive data in logs and model prompts. "Set the interface between the agent layer and the product teams so model changes stop being product changes, six releases since, none of them coordinated." Thin evidence Experience with multi-region or high-availability architecture and failover. "Wrote the integration layer against three separate ERP systems, which is where I learned what a stable contract is worth and why you version one from the start." Thin evidence Experience with gRPC and protocol buffers. "TypeScript and Java services for an e-commerce platform; REST, and gRPC once the internal call graph got wide enough to justify it." Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Not found Experience with a structured development methodology such as Shape Up or Agile. No supporting evidence on the résumé. | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "I came up through TypeScript and Java platform work and moved into applied AI three years ago when my team was handed an agent nobody could keep running in production." Thin evidence Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Made the call to rewrite the hot path from TypeScript into Go after p95 blew past two seconds under load. Latency fell to" Met Write, test, and deploy production-ready code that enhances the platform. "Set the interface between the agent layer and the product teams so model changes stop being product changes, six releases since, none of them coordinated." Wording gap Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. "I came up through TypeScript and Java platform work and moved into applied AI three years ago when my team was handed an agent nobody could keep running in production." Thin evidence Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Responsible for the release checklist and the post-release verification pass." Met Delivery & Operational Excellence "Killed our fine-tuning programme after measuring that prompt work plus retrieval beat it at a tenth of the cost. That was an unpopular result and I published the numbers rather than the conclusion." Thin evidence Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Set the interface between the agent layer and the product teams so model changes stop being product changes, six releases since, none of them coordinated." Thin evidence Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Listed in skills: on-call" Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Led the platform team, 7 engineers, behind a multi-tenant SaaS serving 1,200 business customers on AWS." Thin evidence Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. Supported across several lines — no single one proves it on its own. Not found Own performance under load: profiling, capacity planning, and cost per transaction. No supporting evidence on the résumé. Met Team & Collaboration "Led the platform team, 7 engineers, behind a multi-tenant SaaS serving 1,200 business customers on AWS." Thin evidence Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "Set the interface between the agent layer and the product teams so model changes stop being product changes, six releases since, none of them coordinated." Not found Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. No supporting evidence on the résumé. Thin evidence Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. "Migrated 30+ Java services onto ECS and cut the infrastructure bill 40% by right-sizing instances nobody had looked at since 2016." | ||||
| 56 | Met Technical Design & Development "Listed in skills: Technical Design" Wording gap 5+ years of software engineering experience, with a focus on backend development. "Listed in skills: software engineering" Met Extensive experience with Go for high-volume, production-ready systems. "Deep expertise across Go, agentic development, LLM orchestration, and cloud-native microservices architecture on AWS." Met Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "► Contributed to prompt orchestration, retrieval, and grounding model responses in trusted data sources." Met Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. "► Contributed to prompt orchestration, retrieval, and grounding model responses in trusted data sources." Wording gap Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Deep expertise across Go, agentic development, LLM orchestration, and cloud-native microservices architecture on AWS." Met Solid understanding of microservices, API design (REST/gRPC), and scalability. "Deep expertise across Go, agentic development, LLM orchestration, and cloud-native microservices architecture on AWS." Not found Experience with secure service-to-service authorization and access control. No supporting evidence on the résumé. Met Experience designing efficient database schemas (relational SQL and NoSQL). "Listed in skills: SQL, NoSQL" Thin evidence Experience with automated testing and CI/CD, including integration tests against real dependencies. "Listed in skills: CI/CD" Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. "► Utilized Terraform, Ansible, and Bash for automating CI/CD, server management, and large-scale migrations." Wording gap Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Listed in skills: Docker, Kubernetes" Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "· SQL · NoSQL · Postgres · MySQL · MongoDB · Redis · Kafka · SQS · SNS · Docker · Kubernetes · Terraform · Ansible · Bash ·" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Deep expertise across Go, agentic development, LLM orchestration, and cloud-native microservices architecture on AWS." Met Proficient with Git/GitHub and comfortable in a remote team. "► Duties included collaborative code management via Git and GitHub in a fully remote, distributed team." Thin evidence Experience with TypeScript. "Listed in skills: TypeScript" | Wording gap Experience handling protected health information under strict regulatory controls (HIPAA). "ed closely with various stakeholders to ensure features met HIPAA, PHI-handling, and broader security requirements. Backend E" Met Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). "► Helped drive VoIP technologies including SIP, RTP, and WebRTC as well as messaging via SMS and MMS." Met Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Listed in skills: Terraform, Ansible, CI/CD, Bash" Thin evidence Experience with retrieval-augmented generation, embeddings, and vector search. "Listed in skills: retrieval-augmented generation" Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Wording gap Experience redacting or minimizing sensitive data in logs and model prompts. "► Contributed to prompt orchestration, retrieval, and grounding model responses in trusted data sources." Thin evidence Experience with multi-region or high-availability architecture and failover. "Deep expertise across Go, agentic development, LLM orchestration, and cloud-native microservices architecture on AWS." Thin evidence Experience with gRPC and protocol buffers. "Listed in skills: protocol buffers, gRPC" Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Thin evidence Experience with a structured development methodology such as Shape Up or Agile. "Listed in skills: Shape Up, Agile" | Wording gap Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "► Involved in monitoring, troubleshooting, and resolving issues related to platform reliability and API performance." Thin evidence Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Deep expertise across Go, agentic development, LLM orchestration, and cloud-native microservices architecture on AWS." Thin evidence Write, test, and deploy production-ready code that enhances the platform. "► Involved in monitoring, troubleshooting, and resolving issues related to platform reliability and API performance." Met Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. "► Assisted with the architectural vision for a unified Conversational AI and Communications Platform." Thin evidence Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "► Supported the full software development lifecycle for assigned features from technical design through deployment." Met Delivery & Operational Excellence "► Helped improve team processes and continuous improvement initiatives across a wide range of cross-functional areas." Met Drive the full software development lifecycle for your features, from design through deployment and maintenance. "► Supported the full software development lifecycle for assigned features from technical design through deployment." Wording gap Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "► Involved in monitoring, troubleshooting, and resolving issues related to platform reliability and API performance." Met Maintain and improve cloud infrastructure (primarily AWS) using automation. "► Responsible for maintaining and improving cloud infrastructure primarily on AWS utilizing automation and infrastructure as code." Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Not found Own performance under load: profiling, capacity planning, and cost per transaction. No supporting evidence on the résumé. Met Team & Collaboration "► Helped improve team processes and continuous improvement initiatives across a wide range of cross-functional areas." Met Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. "► Supported the full software development lifecycle for assigned features from technical design through deployment." Thin evidence Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. "Listed in skills: HIPAA" Thin evidence Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. "Listed in skills: code review" | ||||
| 55 | Wording gap Technical Design & Development "Results-driven platform engineer with a proven track record of delivering scalable, reliable infrastructure. Passionate about automation and cloud-native architecture, and experienced across the full DevOps toolchain." Wording gap 5+ years of software engineering experience, with a focus on backend development. "Results-driven platform engineer with a proven track record of delivering scalable, reliable infrastructure. Passionate about automation and cloud-native architecture, and experienced across the full DevOps toolchain." Wording gap Extensive experience with Go for high-volume, production-ready systems. "Linux, networking and Ansible automation for a managed hosting provider." Not found Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. No supporting evidence on the résumé. Not found Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. No supporting evidence on the résumé. Thin evidence Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "AWS Certified Solutions Architect - Professional, 2020" Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Results-driven platform engineer with a proven track record of delivering scalable, reliable infrastructure. Passionate about automation and cloud-native architecture, and experienced across the full DevOps toolchain." Thin evidence Experience with secure service-to-service authorization and access control. "Results-driven platform engineer with a proven track record of delivering scalable, reliable infrastructure. Passionate about automation and cloud-native architecture, and experienced across the full DevOps toolchain." Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "· Jenkins, GitLab CI, CircleCI, Spinnaker · Postgres, MySQL, MongoDB, Cassandra CERTIFICATIONS Certified Kubernetes Administrato" Wording gap Experience with automated testing and CI/CD, including integration tests against real dependencies. "Linux, networking and Ansible automation for a managed hosting provider." Met Experience with observability: structured logging, metrics, and distributed tracing. "Ran observability for the e-commerce platform, including metrics, dashboards and distributed tracing." Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Listed in skills: Docker, Kubernetes, ECS" Wording gap Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Linux, networking and Ansible automation for a managed hosting provider." Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Ran observability for the e-commerce platform, including metrics, dashboards and distributed tracing." Thin evidence Proficient with Git/GitHub and comfortable in a remote team. "Rebuilt CI/CD on GitHub Actions and Argo, significantly reducing median deploy time and improving rollback reliability." Thin evidence Experience with TypeScript. "Listed in skills: TypeScript" | Not found Experience handling protected health information under strict regulatory controls (HIPAA). No supporting evidence on the résumé. Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Met Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Linux, networking and Ansible automation for a managed hosting provider." Not found Experience with retrieval-augmented generation, embeddings, and vector search. No supporting evidence on the résumé. Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Thin evidence Experience redacting or minimizing sensitive data in logs and model prompts. "Ran observability for the e-commerce platform, including metrics, dashboards and distributed tracing." Thin evidence Experience with multi-region or high-availability architecture and failover. "AWS Certified Solutions Architect - Professional, 2020" Not found Experience with gRPC and protocol buffers. No supporting evidence on the résumé. Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Not found Experience with a structured development methodology such as Shape Up or Agile. No supporting evidence on the résumé. | Thin evidence Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Partnered cross-functionally with application teams to improve developer experience and delivery velocity." Not found Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. No supporting evidence on the résumé. Thin evidence Write, test, and deploy production-ready code that enhances the platform. "Participated in architecture review for services deploying onto the platform." Not found Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. No supporting evidence on the résumé. Not found Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. No supporting evidence on the résumé. Met Delivery & Operational Excellence "Championed a culture of reliability and continuous improvement across the platform organization." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Own the Kubernetes estate across multiple clusters, services and regions, as well as the platform team's roadmap." Thin evidence Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Listed in skills: on-call" Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Listed in skills: AWS" Thin evidence Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. "Ran observability for the e-commerce platform, including metrics, dashboards and distributed tracing." Thin evidence Own performance under load: profiling, capacity planning, and cost per transaction. "Responsible for cost optimization initiatives spanning compute, storage and networking." Met Team & Collaboration "Supported multiple product teams with tooling, guardrails and self-service infrastructure." Not found Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. No supporting evidence on the résumé. Thin evidence Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. Supported across several lines — no single one proves it on its own. Thin evidence Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. "Partnered cross-functionally with application teams to improve developer experience and delivery velocity." | ||||
| 52 | Wording gap Technical Design & Development "Backend engineer, eight years, mostly logistics and marketplace systems." Wording gap 5+ years of software engineering experience, with a focus on backend development. Supported across several lines — no single one proves it on its own. Met Extensive experience with Go for high-volume, production-ready systems. "Listed in skills: Go" Thin evidence Hands-on experience with agentic development: designing, building, and deploying production language-model-powered agents and AI-driven workflows, including systems that plan multiple steps, call tools, and evaluate their own reliability in production. "Prototyped an assistant for dispatcher queries using a hosted model API, useful for lookups, not reliable enough for anything that books freight, and I said so." Thin evidence Experience with prompt orchestration, retrieval, and grounding model responses in trusted data. "I have spent the last four breaking a large application into services that deploy on their own schedules, and the last year learning where language models are useful and where they are a liability." Wording gap Strong hands-on AWS experience, including running model inference on managed foundation-model services and using EC2, S3, RDS, Lambda, CloudWatch, CodePipeline, and API Gateway. "Most recently I have been building event-driven services on AWS and adding LLM-backed features to them, which is the direction I want to keep going." Wording gap Solid understanding of microservices, API design (REST/gRPC), and scalability. "Listed in skills: gRPC" Thin evidence Experience with secure service-to-service authorization and access control. Supported across several lines — no single one proves it on its own. Wording gap Experience designing efficient database schemas (relational SQL and NoSQL). "Listed in skills: SQL" Not found Experience with automated testing and CI/CD, including integration tests against real dependencies. No supporting evidence on the résumé. Thin evidence Experience with observability: structured logging, metrics, and distributed tracing. "Led the programme that split our dispatch monolith into independently deployable services, 9 of them now, each with its own database and release cadence." Met Experience operating containerized services (Docker, and an orchestrator such as Kubernetes or ECS). "Listed in skills: Docker, Kubernetes, ECS" Thin evidence Experience with message queues or streaming (SQS/SNS, Kafka, or similar). "Listed in skills: SQS, SNS" Thin evidence Experience with caching strategies and managing data consistency under concurrency. "Assisted with the reporting screens and the CSV export." Thin evidence Proficient with Git/GitHub and comfortable in a remote team. Supported across several lines — no single one proves it on its own. Not found Experience with TypeScript. No supporting evidence on the résumé. | Not found Experience handling protected health information under strict regulatory controls (HIPAA). No supporting evidence on the résumé. Not found Experience with real-time voice and media over IP (VoIP: SIP, RTP, WebRTC) or messaging (SMS/MMS). No supporting evidence on the résumé. Wording gap Automation with Terraform, Ansible, and Bash for CI/CD, infrastructure, and migrations. "Listed in skills: Terraform" Not found Experience with retrieval-augmented generation, embeddings, and vector search. No supporting evidence on the résumé. Not found Experience evaluating model output quality and adding guardrails or safety checks. No supporting evidence on the résumé. Wording gap Experience redacting or minimizing sensitive data in logs and model prompts. "Prototyped an assistant for dispatcher queries using a hosted model API, useful for lookups, not reliable enough for anything that books freight, and I said so." Not found Experience with multi-region or high-availability architecture and failover. No supporting evidence on the résumé. Thin evidence Experience with gRPC and protocol buffers. "Listed in skills: gRPC" Not found Familiarity with SOC 2 or similar audit and control frameworks. No supporting evidence on the résumé. Not found Experience with a structured development methodology such as Shape Up or Agile. No supporting evidence on the résumé. | Thin evidence Help build our proprietary AI agent, from language-model integration and prompt orchestration to the APIs and infrastructure that run it in production at scale. "Most recently I have been building event-driven services on AWS and adding LLM-backed features to them, which is the direction I want to keep going." Wording gap Design and implement scalable, secure, reliable APIs and routing logic using Go as the primary language. "Own the routing and pricing services in Go; roughly 700k shipments a month move through them." Not found Write, test, and deploy production-ready code that enhances the platform. No supporting evidence on the résumé. Not found Contribute to the architecture of a unified Conversational AI and Communications Platform, ensuring high performance in a high-volume environment. No supporting evidence on the résumé. Thin evidence Design event-driven workflows and asynchronous processing for call and message volume that arrives in bursts. "Set the on-call rotation and the runbook standard; pages per week fell from 20 to 6 over a year." Met Delivery & Operational Excellence "Worked closely with the operations team on their fulfilment workflow." Wording gap Drive the full software development lifecycle for your features, from design through deployment and maintenance. "Set the on-call rotation and the runbook standard; pages per week fell from 20 to 6 over a year." Wording gap Monitor, troubleshoot, and resolve platform reliability and API performance issues, and participate in on-call rotations. "Set the on-call rotation and the runbook standard; pages per week fell from 20 to 6 over a year." Wording gap Maintain and improve cloud infrastructure (primarily AWS) using automation. "Most recently I have been building event-driven services on AWS and adding LLM-backed features to them, which is the direct" Not found Define and defend service level objectives, and use tracing and metrics to find latency and error-budget problems before customers do. No supporting evidence on the résumé. Not found Own performance under load: profiling, capacity planning, and cost per transaction. No supporting evidence on the résumé. Met Team & Collaboration "Chose event-driven fan-out over synchronous calls between services after a cascading failure took the whole platform down for 40 minutes." Not found Partner with Product, UX/Design, and other engineers to align implementation with the intended user experience. No supporting evidence on the résumé. Not found Work with Security and Compliance to ensure features meet HIPAA, PHI-handling, and broader security requirements throughout design and delivery. No supporting evidence on the résumé. Not found Mentor and provide technical guidance to more junior engineers, and raise the bar through code review. No supporting evidence on the résumé. |