Pythinker Code is a provider-agnostic AI coding agent for terminal, browser, desktop, and editor workflows.
Expert Talk: A structured conversation between two user-selected AI models that returns one fused answer. Avoid: Debate mode, fusion mode
Expert Talk pair: The two ordered configured model IDs saved for future Expert Talk runs. Avoid: Global pair, secondary model
Configured model ID: The stable catalog key that identifies one configured model record and can be stored in an Expert Talk pair. Avoid: Display name, provider model name, loose alias
Effective model binding: The immutable execution identity produced for one Expert Talk role after current catalog and routing validation. Avoid: Selected model, live alias
Pair collapse: An Expert Talk admission failure where two configured selections resolve to the same effective execution target. Avoid: Duplicate model choice
Expert Talk admission: The pre-acceptance validation that resolves and freezes an eligible, distinct pair for one run. Avoid: Provider ping, opening stage
Fusion Lead: The first model in an Expert Talk pair. It participates as an equal expert, then its immutable model binding supplies a fresh inference for fusion. Avoid: Architect, judge, Model 1
Peer Expert: The second model in an Expert Talk pair. It participates as an equal expert in opening and peer review but does not own fusion. Avoid: Secondary model, Model 2
Expert Talk activation: The transient intent to use Expert Talk for the next accepted user turn. Avoid: Expert Talk mode, persistent activation
Expert Talk run: One recorded Expert Talk execution owned by one accepted user turn. Avoid: Resumed run, shared run
Expert Talk exchange: Two independent openings followed by one symmetric peer review between the run-scoped Fusion Lead and Peer Expert. Avoid: Debate, adaptive conversation
Fused answer: The single direct response produced by a fresh Fusion Lead inference after the Expert Talk exchange. Avoid: Verdict, winning answer
Fusion notes: Structured consensus, divergence, uncertainty, and attribution stored with an Expert Talk run but excluded from the normal assistant answer. Avoid: Diagnostic appendix, debate transcript
Expert Talk stage artifact: An immutable complete or partial opening, review, or fusion output owned by one role and stage and kept outside the normal transcript. Avoid: Participant message, hidden memory
Expert Talk result: The versioned successful-run record that contains the fused answer and separate fusion notes. Avoid: Meeting transcript, winning opinion
Expert Talk retry: A new run for the same accepted turn input that reruns admission and every stage without resuming participants or reusing artifacts. Avoid: Resume, fusion-only retry