I contribute fixes, tests, and specification improvements to the open-source tools behind AI agents, from Microsoft, Google, and OpenAI frameworks to Omi and W3C WebMCP.
Verified on October 14, 2026. Counts reflect public upstream pull requests, excluding my own repositories and organizations.
Agent runtimes, trustworthy governance, streaming correctness, developer tooling, and open Web standards.
What the contributions changed.
Google ADK
Merged via Copybara
Keep credentials out of tool traces.
Authentication added API keys and OAuth tokens to the same argument dictionaries used by callbacks and tracing. The tools now copy arguments before adding credentials, and the integration connector excludes its auth configuration from logs.
Bare dict and list annotations produced no function schema. Schema inference now recognizes those containers, including nullable forms, while preserving support for parameterized types.
The .NET Harness default instructions requested thought processes. Updated the defaults and data-processing sample to ask for concise progress updates and high-level explanations that keep private reasoning hidden.
A failed decryption could consume saved conversation history. Authentication now happens inside the native SQLite transaction, preserving ciphertext and row order when the key is wrong.
The Python runner could wait up to 50 ms before noticing a completed step. Event-driven completion removes that polling wait while preserving stream ordering and cancellation cleanup.
Each sidecar decision now identifies the exact policy set available during evaluation, including files that failed to load, through a content-addressed manifest.
Added specification guidance distinguishing tool unregistration from cancellation: an already invoked callback continues to completion, subject to independent cancellation or document unloading.
The TypeScript Whisper adapter now delivers accepted audio batches and the final tail in order after stop, with regression coverage for failures and callback errors.
Preserved the hash-chain anchor when a bounded audit log rotates, so later governance decisions remain verifiable without accepting tampered or previously truncated logs.
Burn-rate alerts declared 24-hour windows but evaluated only one hour. Each alert now uses its own configured window so older qualifying errors can trigger it.
Merged work and open proposals are listed separately. Each count links to its recorded pull requests; open proposals may still change or close without merging.
Credential isolation, OpenAPI parameter handling, and HTTP error decoding.
Google imported these four contributions into main through Copybara. The source PRs are marked closed rather than merged; their links below point to the import confirmations and upstream commits.