Open source / Submitted & merged work

Read the code.
Follow the reasoning.

Focused changes to projects other people use. The problem, the fix and the result, with the original pull request one click away.

Explore my GitHub
Submitted for reviewJava / #7785

ZAP

Distinguishing public fallback pages from real 403 bypasses

The problem

The 403 bypass scanner could mistake a single-page application's public fallback response for protected content. Stopping at that first apparent success could also hide a later real bypass.

The change

Compare successful payload responses with successful responses from the site root and a random sibling path. Ignore identical public fallback bodies and continue testing remaining path and header payloads. Update the scanner help and changelog.

Submitted upstream with 33 focused tests, 346 add-on tests and six installed ZAP comparison runs passing locally. Awaiting maintainer review; not merged or released.

Verification & review

Five regression cases failed against the unchanged scanner. The patched rule passed all 33 focused cases and all 346 beta add-on tests, plus style checks and packaging. Six asserted runs compared released and patched add-ons against synthetic loopback fixtures: the patched scanner ignored the plain SPA fallback and identified the real path and header bypasses. CLA and Checkmarx checks pass; upstream Java CI and CodeQL await maintainer approval.

Exact body matching leaves dynamically changing fallback pages as a limitation. The rule adds two control requests per scanned 403 endpoint. Status checked on 3 October 2026. AI assistance was used for investigation, implementation and validation.

Original issue Inspect pull request
MergedGo / #17259

Ollama

Detecting a download stall before the first byte

The problem

A connected range request could produce no body bytes while its inactivity timestamp remained unset.

The change

Start the inactivity clock when the range attempt begins and signal transfer completion immediately.

Stall monitoring covers the initial no-progress window, with existing retry behaviour retained.

A reliability fix in the download path, not a claim of faster internet bandwidth.

Inspect pull request
MergedGo / #3370

Charmbracelet Crush

Filter language servers before searching PATH

The problem

Discovery searched PATH for bundled servers before checking whether they could handle the current file.

The change

Filter relevant language servers first, then perform executable discovery.

The documented controlled Apple M4 benchmark went from 50.82 ms to 308.61 µs.

This measures the LSP discovery workload, not overall application performance.

Inspect pull request
MergedPython / #48

W&B RAI Toolkit

Testing an OpenAI-compatible adapter contract

The problem

The adapter contract needed focused test coverage without depending on live model calls.

The change

Add offline contract tests for the OpenAI-compatible model adapter.

Merged regression coverage for adapter behaviour; production adapter code did not change.

The pull request includes an AI-assistance disclosure.

Inspect pull request
MergedGo / #8634

OpenTelemetry Go

Cross-platform compile checks in CI

The problem

A build target executed generated test binaries, which does not work for foreign compilation targets.

The change

Add a compile-only Make target and a cross-build workflow.

A 28-job matrix across 14 target platforms and two Go versions.

Compile coverage is distinct from running tests on every target platform.

Inspect pull request

Contribution status checked on 3 October 2026. Submitted work is labelled separately from merged contributions. Benchmarks describe the stated workload, rather than whole-product performance.

The next chapter

Good work starts
with a conversation.

Engineering opportunities, thoughtful teams, and useful problems in software, AI and cybersecurity.

Get in touch