Device Identity Resolution System
2025–present Three-tier local lookup (Bloom Filter → RocksDB → Caffeine cache) added to a metrics ingestion pipeline handling 5.8M batches/sec and 10T+ metrics/day. Sub-microsecond rejection at 99% of incoming traffic.
- Java
- RocksDB
- Bloom Filter
- Caffeine
- AWS
Natural Language Telemetry Interface
2025–present AI-powered NL interface to device telemetry data spanning Redshift, DynamoDB, and Athena. Reduced metric investigation from multi-day support threads to minutes via self-service queries.
- Python
- LLM
- Bedrock
- Redshift
- DynamoDB
- Athena
LLM Code Review Tool
2025 Org-wide automated code review using LangGraph orchestration with 7 parallel specialized reviewers and multi-stage filtering. Cut average time-to-review and time-to-merge by 65%.
- LangGraph
- Claude
- Bedrock
- Python
Autonomous SWE Harness
2025 Multi-stage AI pipeline (triage → design → implement → QA → review) that takes a ticket and produces a merged code review. Adopted org-wide; ~80% reduction in routine task time.
- LangGraph
- Claude
- Bedrock
- Python
Runtime Metric Dimension Toggling
2025–present Shared enrichment library that lets device telemetry schemas update at runtime, dropping dimension-update time from months (next OTA cycle) to 15 minutes — zero device-side changes.
PaCT — Privacy & Consent Tooling Framework
2021–2025 Cross-platform consent engine across FireOS, AOSP 14/15, and a new Amazon OS. Write-once-deploy-everywhere artifact generation with custom Soong build steps and boot-time constraint workarounds. Primary consent layer on 200M+ Fire TV devices.
- Android
- AOSP
- FireOS
- Soong
- Java
- Kotlin