docs: add AI-friendly repository navigation
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# Experiment result registry
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Each child directory is an immutable result record. Exact metrics, protocol,
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raw console output and caveats live in that directory; this page only routes
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readers to the right comparison.
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| Result record | Question answered |
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|---|---|
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| [`easycom_open_stream_vs_causal_prefix_2026-08-19/`](easycom_open_stream_vs_causal_prefix_2026-08-19/README.md) | How prepared-media open-stream and causal-prefix features compare |
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| [`easycom_open_stream_8s_vs_20s_2026-08-23/`](easycom_open_stream_8s_vs_20s_2026-08-23/README.md) | Frozen open-stream context-length comparison |
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| [`easycom_sparse_supervision_vs_lora_2026-08-24/`](easycom_sparse_supervision_vs_lora_2026-08-24/README.md) | Sparse supervision versus LoRA comparison |
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| [`easycom_omni_lora_sparse_epoch2_2026-08-24/`](easycom_omni_lora_sparse_epoch2_2026-08-24/README.md) | Sparse epoch-2 LoRA result and provenance |
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| [`easycom_frozen_3b_8s_last4_learned_mix_2026-08-26/`](easycom_frozen_3b_8s_last4_learned_mix_2026-08-26/README.md) | Learned last-four-layer mixture ablation |
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| [`easycom_loss_structure_4ep_2026-08-26/`](easycom_loss_structure_4ep_2026-08-26/README.md) | LSTR-MCE versus independent BCE versus four-state CE |
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| [`easycom_transition_auxiliary_4ep_2026-08-27/`](easycom_transition_auxiliary_4ep_2026-08-27/README.md) | Supervised transition head and expected-reward objectives |
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| [`easycom_encoder_only_1s_4ep_2026-08-28/`](easycom_encoder_only_1s_4ep_2026-08-28/README.md) | Encoder-only A/V/AV versus global-Thinker local-feature baselines |
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## Interpretation rules
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- Do not compare full-timeline and causal-valid metrics without naming the
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protocol.
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- A single seed is preliminary even when its absolute improvement is large.
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- Framewise mAP is retained for EgoSpeak comparability; it does not prove
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correct floor-entry/yield behavior.
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- `G+A+V > G+A` does not prove visual speaker grounding unless correct visual
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alignment also beats wrong-person/time-shift controls.
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- Historical transition-auxiliary results concern generic label changes, not
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the new scenario-conditioned wearer entry/yield objective.
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## Required contents for a new result record
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```text
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results/<dataset>_<question>_<date>/
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README.md # hypothesis, command/config, split, seeds, interpretation
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summary.json # machine-readable aggregate and provenance
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metrics.csv # when a tabular comparison exists
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raw_console.txt # optional but recommended
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```
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Never overwrite a dated record with a new protocol. Create another directory
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and link the relationship from both READMEs.
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