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Timepoint AI

Timepoint is the infrastructure layer for temporal reasoning. We render the past to understand it. We render the future to choose it.

What is Timepoint?

Timepoint is an open-source ecosystem of six integrated services that work together to build a persistent, growing model of historical and future causality:

Core Concept: SNAG

Social Network Augmented Generation synthesizes and maintains structured social graphs — with causal provenance, knowledge flow, emotional states, and temporal consistency — to ground LLM generation in complex group dynamics. Where RAG answers questions from what was written down, SNAG reasons about what people did, felt, and caused.
RAGSNAG
InputDocument corpusScenario + entities + relationships
StructureFlat chunksDirected causal graph
TemporalSnapshotMulti-mode (forward, branching, cyclical)
OutputAnswer + citationsSimulation state + dialog + provenance

Architecture

                        timepointai.com

                    ┌─────────▼──────────┐
                    │   Flash (Renderer)  │──── Grounded scenes
                    └─────────▲──────────┘

              ┌───────────────┼───────────────┐
              │               │               │
     ┌────────┴────────┐ ┌───┴────┐ ┌────────┴────────┐
     │   Clockchain    │ │  Pro   │ │   SNAG-Bench    │
     │  (Causal Graph) │ │ (SNAG) │ │  (Benchmark)    │
     └────────┬────────┘ └───┬────┘ └─────────────────┘
              │               │
              └───────┬───────┘

              ┌───────▼───────┐
              │      TDF      │
              │ (Data Format) │
              └───────────────┘

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