bmuskalla.dev

Vitae

A working life.

Engineering leadership and hands-on work across AI coding agents, developer tooling and open source.

Employment

Member of Technical Staff · poolside
November 2024 to Present · 1 yr 7 mos
  • Engineering manager for the agentic layer of the model factory — the connective tissue that rolls out research improvements from pre-/post-training and evals across the organization
  • …and for the enterprise Console for managed agents — the control plane where engineering and platform teams govern how agents operate, from sandbox, MCP, and tooling policies to full session traceability, observability, and usage metrics
  • Individual contributor on Atlas, poolside’s inference engine, bringing poolside’s models to AWS Bedrock
Senior Software Engineer · GitHub
July 2021 to Oct 2024 · 3 yrs 4 mos
  • Part of the initial GitHub Copilot team, taking it from research to market leader — worked on model hosting, prompt engineering, RAG, and IDE plugins for code completions and chat
  • Part of the founding team of Copilot Chat, working closely with the VS Code team on the first release
  • Built the first context engine for Copilot Chat, and an intent classifier to dynamically adapt context to user behavior
  • Ran A/B testing to optimize model performance and quality, increasing acceptance rate by 15%
  • Optimized caching and debouncing strategy to cut inference costs
  • Initially worked on CodeQL
Principal Engineer · Tasktop Technologies Inc
Oct 2010 to Feb 2020 · 9 yrs
  • Helped grow the company from 20 to 150 people; Tasktop was later acquired by Planview
  • Team lead of the SDK team, architecting the integration factory and its TCK-driven connectors to 3rd-party ALM tools (REST/SOAP/RDF/OData)
  • Committer on Eclipse Mylyn, with deep work in OSGi, PDE and Eclipse Tycho builds
Open Source Engineer · EclipseSource / Innoopract GmbH
Jul 2007 – Oct 2010 · 3 yrs 4 mos
  • Committer on the Eclipse Remote Application Platform (RAP), single-sourcing RCP applications to the web
  • Consulting, trainings and architecture reviews for OSGi, PDE Build and RAP customer projects

Advisor

Advisor · Dosu
1.5 yrs
  • Advising Dosu on scaling their agent architecture and retrieval-augmented generation (RAG) as usage grows
  • Guiding how they turn production telemetry into signal — drawing product and reliability conclusions from real-world agent behavior

Honors & Awards

Initiatives

  • Google Summer of Code Student — Scholarship: CSS Theme Editor for RAP (Eclipse Foundation) 2010
  • Google Summer of Code Student — Scholarship: Extract Method refactoring revival for JDT (Eclipse Foundation) 2009
  • Google Summer of Code Student — Scholarship: Concurrency-related refactorings for JDT (Eclipse Foundation) 2008
  • Google Summer of Code Student — Scholarship: Improve multi-monitor support in Eclipse (Eclipse Foundation) 2007