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Research Roadmap

This page frames the repo as a living v1 rather than a finished monument.

DDA-X already has three serious public surfaces:

  • a framework for stateful, identity-persistent agent control
  • a long simulation lineage that records how the ideas formed
  • applied agent systems, including the Discord runtime

The next phase is about making those surfaces stronger, more measurable, and easier to publish from.

V1 Position

The current repo is best understood as:

  • an open-source research scaffold
  • a simulation lineage with real historical depth
  • an applied agent lab with persistent runtime systems

That means the goal is not to freeze the work. The goal is to make the current state legible, usable, and citation-worthy while leaving room for new branch growth.

Near-Term Tracks

1. Runtime Maturity

Strengthen the live agent surfaces so persistent DDA-X agents are easier to run, evaluate, and extend.

  • stabilize provider abstractions across OpenAI and local backends
  • improve session tooling and state inspection
  • harden per-user memory and identity routing
  • expand admin and debugging workflows for the Discord runtime

2. Evaluation and Measurement

Push the framework from intuitive behavior toward stronger measurement.

  • formalize telemetry summaries across runs
  • add convergence and identity-stability metrics
  • compare DDA-X agents against stateless or lightly stateful baselines
  • capture reproducible evaluation slices for publication

3. Simulation Curation

Keep the lineage alive without letting the folder turn unreadable.

  • continue promoting mature applied builds out of simulations/
  • document branch families more explicitly
  • preserve historical lineage without reducing the repo to stale counts
  • identify flagship simulations that best represent each major mechanism

4. Applied Systems

Treat the strongest companions and interfaces as first-class software surfaces.

  • keep expanding the apps/ layer where it improves clarity
  • tighten app-local docs and entrypoints
  • make the Discord agent a flagship public demo
  • refine the line between experimental prototypes and durable app families

5. Publication Layer

Build a cleaner bridge between the living repo and future formal writing.

  • maintain citation metadata and release framing
  • keep theory docs aligned with implementation reality
  • prepare stronger mechanism writeups and evaluation artifacts
  • use the repo as the foundation for a more rigorous future paper

Design Rule

The repo should stay honest about what each file is doing.

  • framework code should read like framework code
  • simulations should read like experiments or lineage nodes
  • apps should read like software
  • support scripts should stay out of the main research story
  • archival material should be preserved without defining the whole project

That rule is what keeps DDA-X coherent as it grows.