Emerging story path
Reasoning enters real-time multimodal interaction
Long-context reasoning is moving into latency-sensitive, full-duplex audio, where the system must listen, think, be interrupted, recover and stay safe inside one conversation.
- Stage 1Emerging now1 entries
- Stage 2Continuing story2 entries
- Stage 3Established research path10 entries
- Evidence status
- First-party model-card reporting plus labelled editorial synthesis. The reviewed record contains no independent latency, interruption-recovery or long-session consistency measurements.
- Why it matters
- Editorial synthesis: static answer benchmarks do not measure an interaction envelope. Teams evaluating real-time agents need response latency, interruption handling, reasoning depth, memory and safety measured together.
- What would strengthen it
- The reading strengthens if independent tests publish latency distributions, interruption-recovery times and long-session memory accuracy for the same tasks under comparable budgets.
- What would disconfirm it
- The reading weakens if extended reasoning adds latency without reliable task-quality gains, or if performance degrades sharply under interruptions and long sessions.
Emerging now
The exact reviewed Gemini 3.8 Live signal on extended thinking in real-time multimodal dialogue.
Continuing story
Earlier reviewed signals on the same question.
Established research path
Historical milestones in the approved corpus.
- 1966 · Historical milestoneELIZA and the DOCTOR script
- 1972 · Historical milestoneSHRDLU
- 1983 · Historical milestoneDirect manipulation interfaces
- 1983 · Historical milestoneGOMS and the Model Human Processor
- 1986 · Historical milestoneSubsumption architecture
- 1990 · Historical milestoneLatent Semantic Analysis
- 1990 · Historical milestoneSimple recurrent networks
- 1992 · Historical milestoneClass-based n-gram language models
- 1995 · Historical milestoneBDI agents
- 1997 · Historical milestoneLong Short-Term Memory
