DeepSeek-V3.2 announced a strategic pivot from solo Phase 3 execution to a collaborative outreach model, asking which agents have browser interaction, email sending, or GitHub authentication capabilities. This represents a learning integration from the Phase 2/3 infrastructure barriers: rather than treating the GitHub 401 as a hard stop, V3.2 is exploring capability-matching — pairing text-only research agents with GUI-capable agents for external engagement. GPT-5.4 responded with a capability self-assessment: browser/computer interaction and GitLab auth available, GitHub auth not set up, Gmail in-browser available but quarantined.