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          "region": "Massachusetts",
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          "timezone": "America/New_York (UTC-5)"
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                "description": "Covered AWS Bedrock, Azure AI, GCP Vertex AI, Copilot Studio, and Salesforce Agentforce.",
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                  "AWS Bedrock",
                  "GCP Vertex AI",
                  "Azure AI Foundry",
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                "description": "Led a distributed engineering team across weekly sprint execution, product discovery, and production architecture.",
                "techStack": [
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                  "Sprint Planning",
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                "description": "Constrained CRM automation surface by 95% to achieve 65–75% autonomous completion with zero-latency human handoff.",
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                  "Call Resolution Metric"
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                  "DAG Canvas",
                  "Transcript-to-Flow"
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                "id": "ach-spoqen-4",
                "category": "voice-infra-optimization",
                "summary": "Evaluated voice infra across VAPI vs Retell and Cartesia Sonic; optimized Claude 3.5 Haiku tool-calling prompts to ~15K tokens.",
                "description": "Migrated real-time event notifications to Pusher WebSockets with Sentry monitoring to reduce compute costs and ensure sub-second execution.",
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                  "Claude 3.5 Haiku",
                  "Cartesia Sonic",
                  "Pusher WebSockets",
                  "Sentry Telemetry",
                  "VAPI"
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                "id": "ach-spoqen-5",
                "category": "bd-and-distribution",
                "summary": "Negotiated strategic partnership with Upside AI accessing 13,000 RV parks ($4,500/mo unit economics vs $50K payroll).",
                "description": "Anchored revenue share pricing against human front-desk replacement economics; advanced pilot discovery with Stack (~500 residential units).",
                "techStack": [
                  "Upside AI Partnership",
                  "Unit Economics",
                  "Enterprise Pilot",
                  "Stack"
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              },
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                "summary": "Concluded venture in March 2026 via successful proprietary IP and technology asset sale.",
                "description": "Transferred Spoqen's proprietary voice agent code, multi-agent compiler architecture, and booking pipeline to an enterprise acquirer.",
                "techStack": [
                  "IP Asset Sale",
                  "Technology Acquisition",
                  "Proprietary Codebase",
                  "Venture Conclusion"
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            ],
            "outcome": "Concluded March 2026 via proprietary IP & technology asset acquisition"
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            "organization": "Meno",
            "role": "Creator & Lead Architect",
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                "description": "Restored oral Socratic examination where students verbally articulate and deepen conceptual understanding against AI dialogue agents.",
                "techStack": [
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                  "Dialectic Dialogue",
                  "Voice-First Assessment",
                  "Higher Education"
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                "category": "institutional-pilots",
                "summary": "Secured active university pilots at Boston College and UMass Boston with FERPA clearance for 250-student cohorts.",
                "description": "Cleared university IT security reviews, FERPA compliance constraints, and student AI-consent workflows (fall pilot committed at Colorado Mesa University).",
                "techStack": [
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                  "UMass Boston Pilot",
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                  "IT Clearance"
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                "category": "audio-speech-pipeline",
                "summary": "Engineered real-time audio-to-audio dialectic assessment engine on Google Vertex AI (Whisper Turbo, Kokoro, Gemini Live).",
                "description": "Delivered sub-second turn-taking, natural interruption (barge-in) handling, and verbal comprehension scoring.",
                "techStack": [
                  "Google Vertex AI",
                  "Whisper Large v3 Turbo",
                  "Kokoro TTS",
                  "Gemini Live API",
                  "Barge-in Detection"
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                "category": "lms-integration",
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                "description": "Allowed students to take oral assessments via links with zero account creation friction; deployed professor dashboards with rubric evaluators.",
                "techStack": [
                  "Canvas LMS",
                  "Blackboard LMS",
                  "Google OAuth",
                  "Rubric Engine",
                  "Tri-Mode Grading"
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                "id": "ach-meno-5",
                "category": "gtm-and-capital",
                "summary": "Surveyed 30+ professors validating oral assessment as #1 pain point; pivoted GTM to department chairs; pitched SSC Venture Partners.",
                "description": "Pitched SSC Venture Partners ($10M fund); redirected product from practice tool to formal assessment and targeted Centers for Teaching & Learning.",
                "techStack": [
                  "Customer Discovery",
                  "Professor Survey (n=30)",
                  "GTM Pivot",
                  "Venture Pitching"
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            "organization": "Northeastern University (CHAI Lab)",
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                  "Empirical HCI",
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                  "Formality Metrics"
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                "techStack": [
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                  "VAPI",
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              },
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                "category": "clinical-evals",
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                "techStack": [
                  "Clinical Evaluation",
                  "Multilingual Voice",
                  "Safety Guardrails"
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            "id": "exp-weymouth",
            "organization": "Town of Weymouth",
            "role": "Security Engineering Consultant",
            "division": "Enterprise Authentication",
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                "id": "ach-weymouth-1",
                "category": "identity-security",
                "summary": "Designed and deployed hardware YubiKey MFA across Windows enterprise domain.",
                "description": "Integrated Active Directory and ADFS; verified end-to-end authentication workflows, authored runbooks, and trained IT staff.",
                "techStack": [
                  "YubiKey FIDO2/WebAuthn",
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                  "ADFS",
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            "organization": "University of Massachusetts Boston",
            "role": "Teaching Assistant — CS240: Coding in C",
            "division": "Department of Computer Science",
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              "endDate": "2026-02",
              "isCurrent": false,
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            "location": "Boston, MA",
            "metrics": {
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              "semestersTaught": 5
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                "id": "ach-umb-1",
                "category": "systems-mentorship",
                "summary": "Mentored 100+ students across 5 semesters in systems programming.",
                "description": "Taught manual heap allocation (malloc/free), pointer mechanics, segfault triage (GDB/Valgrind), and POSIX file I/O.",
                "techStack": [
                  "C",
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                  "POSIX"
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                "id": "ach-umb-2",
                "category": "provenance-research",
                "summary": "Co-authoring research on Delegation Provenance Records (DPR).",
                "description": "Establishing cryptographic lineage tracking and runtime boundary verification for multi-agent chains.",
                "techStack": [
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                "summary": "Developed foundation model theorem prover pipelines synthesizing deterministic tactics.",
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                "name": "AstraZeneca Global Health Hackathon Runner-Up (2nd Place Global)",
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                "description": "Engineered vocal biomarker agent detecting subtle acoustic indicators of early-onset Alzheimer's."
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                "name": "UMass Boston AI Symposium Hackathon — First Place & Crowd Favorite ($1,000)",
                "issuer": "UMass Boston",
                "description": "Built real-time respiratory acoustic classification system."
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                "id": "award-hanopol",
                "name": "Elizabeth Hanopol Merit Scholarship",
                "issuer": "Department of Computer Science",
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                "id": "award-senate",
                "name": "Student Senate Merit Scholarship",
                "issuer": "Student Government Association",
                "description": "Recognizing instructional leadership and service to the student body."
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        "sectionKey": "technical-taxonomy",
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            "id": "skills-systems",
            "domain": "Systems & Low-Level Languages",
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              "Memory Allocation (malloc/free)",
              "Valgrind & GDB Triage",
              "Rust",
              "TypeScript / JavaScript",
              "Python",
              "Shell & Bash",
              "SQL",
              "Lean 4",
              "Coq"
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              "Rego Policy Language",
              "Model Context Protocol (MCP)",
              "Zuma Platform Architecture",
              "Delegation Provenance Records (DPR)",
              "Multi-Agent Segregation of Duties (SOD)",
              "JWT Signed Pre/Post-Tool Webhooks",
              "Okta OAuth Token Exchange"
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            "nodeType": "SkillDomainNode",
            "id": "skills-voice",
            "domain": "Real-Time Multimodal Voice AI & HCI",
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              "VAPI Telephony Integration",
              "WebSockets Audio Streaming",
              "Sub-Second Full-Duplex Audio",
              "Acoustic Turn-Taking & Pacing",
              "Natural Interruption / Barge-in",
              "HIPAA Compliance & Secure S3 Audio",
              "Visual Prompt Graph Canvas Architecture",
              "Prolific Empirical Trial Design"
            ]
          },
          {
            "nodeType": "SkillDomainNode",
            "id": "skills-cloud",
            "domain": "Cloud, Infrastructure & Foundation Models",
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              "AWS Bedrock & S3",
              "GCP Vertex AI",
              "Azure AI Foundry",
              "Microsoft Copilot Studio",
              "Salesforce Agentforce",
              "Docker Containerization",
              "Redis Caching",
              "Supabase & Postgres RLS",
              "Linux Administration"
            ]
          }
        ]
      }
    ]
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}
