Research packet
This packet is the deeper reading track. The general docs explain what Asterel is and how to run it; this section explains what can be claimed, what evidence supports those claims, and what still needs benchmarks or human evaluation.
It is intentionally narrower than the private design archive: it keeps claims, evidence classes, and references that a reader can inspect without publishing raw review logs, private transcripts, or operator notes.
Asterel is not presented here as a finished empirical paper. The current packet separates:
- implemented claims backed by code and regression tests;
- method claims backed by reproducible checks and fixture design;
- research gaps that need external benchmarks, ablations, or human studies before paper-level conclusions are justified.
Packet structure
Section titled “Packet structure”- Claims — falsifiable design claims and their current evidence.
- Methodology — how claims are evaluated and what counts as evidence.
- Evidence ledger — publishable evidence classes and commands that reproduce them.
- Technical report v0.1 — artifact-report summary of the current runtime design, local gates, and harness ablation result.
- Public release roadmap — clean-snapshot release phases for publishing the repository without private history.
- Benchmark roadmap — external and local benchmark tracks required before empirical paper claims.
- Ablation plan — planned feature-removal studies for memory, affect, exposure, naturalness, and security controls.
- Experimental protocol — clean-snapshot runbook for benchmark, ablation, human-rating, and artifact publication.
- Reproducibility — environment, commands, and snapshot discipline for public release.
- Publication boundary — what can be public, what must stay private, and how internal material should be distilled.
- Research references — bibliography mapped to concepts and modules.
Current thesis
Section titled “Current thesis”Asterel treats long-running companionship as a runtime problem rather than a prompting problem. The central thesis is that durable companion behavior requires transport-independent continuity state, governed memory writeback, surface-aware exposure control, and pre-send verification before a response becomes part of a relationship history.
The repository currently supports that thesis with architecture checks, boundary tests, memory/governance tests, response-verifier fixtures, and replay-based quality gates. It does not yet claim statistically validated superiority over external systems.