2014-2018: GetScale became Assembly. Fulfillment, Sourcing, and Process Control
From 2014 to 2018 I led an international team of engineers in Redwood
City, CA and Shanghai, China. I established practices around engineering,
security and operations. I participated in hiring and firing, building company
culture, and worked with sales and operations. Both participating in and
eventually leaving Assembly were some of the hardest things I've ever
done. I'm grateful for everyone I ever had the opprotunity to work with
there and to my co-founder Jonathan for all of their hard work and support
throughout the experience.
mDNS based local peer discovery and Console Network - 2017
* This enabled our consoles to communicate internally within a client facility. We needed to allow consoles further down an assembly line to be notified when they encountered units that had failed particular criteria. This needed to happen while it was possible that the consoles would not be able to communicate out of the facility.
* Consoles would broadcast over mDNS, perform leader election, and replicate their logs across one another. Locally clients would query their log for the state of units the network had encountered. Consoles would display notifications when they had lost connection to the network or were otherwise trailing behind the shared log of the network.
Source controlled Devops - 2017
* We imposed a requirement that all of our developer operational tools exist and be documented in our source repository. This allowed any of our engineers to view our current configuration and allowed auditable management of changes to our infrastructure. Our infrastructure was managed as kubernetes clusters in China and the US on separate cloud providers, defined using initially CloudFormation in a clojure DSL and then Terraform.
Warehouse Service Sales and Support - 2017
* With the addition of warehousing services in the US in 2017 I managed the migration and handover of multiple warehousing clients to our service as we acquired the customer base of another organization.
* I particpated in sales and support calls both solo and with the support of our team with new and existing customers.
Support for operating in bandwidth limited environments - 2016
* Our customers were located in rural locations with hard bandwidth limitations. For this reason our collection of video and image data required support of bandwidth utiliziation tracking, and compression on locally installed edge services. Our systems were collecting extremely similar imagery from unit to unit and we exploited this feature by pre-training our compression libraries against these baselines and by shipping differences rather than whole resources.
* Downloads of updates to the procedures and software included on our consoles similarly used binary differences in their payloads rather than re-downloading full copies of their resources.
LCD Character Recognition - 2016
* In order to better instrument less sophisticated final assembly and QA processes we built a system for running optical character recognititon on liquid crystal displays commonly used on scales, calipers, and other existing equipment. This was implemented using Tesseract and OpenCV.
QR Code scanning performance - 2016
* Efficient QR Code scanning became critical to our operations as our systems moved into manufacturing process control and quality assurance. We produced internal software systems for faster qr decoding, camera focus, and zoom. We also customized our hardware: our camera lenses, added rangefinding and programmable lighting.
Log ingestion and transport - 2016
* This system ingested terabytes of data per day of temperature, orientation, and behavior information from our consoles installed in the field. Collecting and analyzing this data for online analysis and alerting of process behavior and offline analysis of factory conditions.
Event sourcing model with reactive queries - 2015
* To improve developer productivity and better support collaboration between international teams we moved our console management infrastructure to an eventually consistent event sourcing model. On the client we allowed queries to be defined in datascript and on the backend our configurations were stored in Datomic.
* This allowed us to use not only a single programming language (clojure/clojurescript) but a single query language (datalog). All events dispatched on the client were handled on the server in the same format and propagated to clients subscribed to those queries, code for this system was shared on the client and server. Both the client and server were operating over a normalized representation of the data in a datalog database, where the client represented that user's accessible subset of the data.
Delay tolerant networking infrastructure - 2015
* Our system was deployed into factories in rural locations, in locations with constraints on access particular internet services. We provided a service that managed multiple hops between different and particular geographically located infrastructure providers and would queue all intermediate data for reliable delivery.
2014: High volume consumer electronics manfacturing, tooling and management
Prototype Quality Control system - 2014
* Our team designed and built semi-custom touchscreen terminals and camera/sensor packages that were deployed into factories in China and the US. These systems were used to perform data collection during quality control processes. We acquired an initial group of customers and built a rudimentary system for managing the procedures displayed on the consoles that could be managed from the US.
* We applied to and were accepted into Y Combinator for their Summer 2015 batch based on this system.
Bill of Materials Optimization - 2014
* This allowed users to visualize the pricing of their bill of materials at varying production quantities and then select appropriate quotations from multiple vendors for pricing optimization at that target quantity. We accounted for break bulk, minimum order quantities and unit quotations and allowed users to interactively adjust part selections and target quantities.
* The backend of this system was initially implemented in C and then later converted to multithreaded Clojure as we extended support to a larger variety of suppliers.
* The frontend of this was implemented in ClojureScript and allowed interactive zooming and exploration of the dataset across all parts in the BoM.
Product Lifecycle Management system - 2014
* The initial product we developed at GetScale was a PLM or Product Lifecycle Management system. We provided a user interface for hierarchical bill of material management, version control, and automated part quotation.
2013-2014: Small volume electronics manufacturing
* Worked with CEO and designer to re-design and implement a new library management interface. Libraries in this context are collections of footprints and symbols used by electrical engineers in their designs.
2013: Uber for private jets
Charter booking interface
* Implemented charter booking, allowing users to select routes, aircraft of choice, and manage the quote selection process
Pricing Quote management
* Built infrastructure for managing quotes for charter flight. Implemented PDF generation.
2012: Competitive advertising analytics
2012: Optical character recognition based mobile payments platform
Banking transaction protocol implementation
* Implemented bank transfer protocol in Nodejs
* Worked on the design and implementation of REST API