Exploring AI through applications, agents, and the tools that connect them.
Selected PRs: #168 · subagent deadlines · #169 · timeout traces
About this contribution
A local-first agent for coding, office, and browser tasks.
My contributions focus on the Agent Runtime: run deadlines, tool timeouts and retry budgets, permission waits, and cancellation cleanup. I extended deadline and termination semantics to subagents and added timeout-stage and cleanup-result tracing.
Selected PRs: #3902 · tool effects · #4026 · graph examples
About this contribution
A reverse-engineering MCP project connecting AI agents to binary, application, and runtime analysis tools.
I corrected side-effect declarations for the Frida status tool and completed canonical mobile graph inventory examples in the interface contracts.
Selected PRs: #226 · incremental windows · #274 · persistent cursors
About this contribution
A cross-session memory plugin for AI agents.
I improved event-ordered incremental distillation, including tool results and sub-session outputs. Persistent cursors and transactional memory writes support restart recovery and retries; other contributions cover standalone APIs, background LLM-call auditing, and documentation.
Selected PRs: #3570 · lazy exports · #2226 · editor setup
About this contribution
Codebase analysis and context retrieval for coding agents.
I improved Python static analysis of literal lazy exports and fixed CLI initialization and updates to honor editor-file opt-outs, with regression tests.
More contribution records
SztuCode · #158, #159, #161, #162, #164, #165, #166, #167
Mneme · #185, #232, #286, #293
runx · #455 — corrected a credentials-guide link in SKILL.md.
Open PRs · crewAI #7189 · REA #4014
PR status checked on October 17, 2026.
Upstream stars checked on October 17, 2026.