diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 273108c..da15c50 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -107,7 +107,7 @@ soup_cli/
   cans/               - Shareable .can artifact format + run/publish orchestrator (v0.26.0 + v0.33.0)
   data/traces/        - Trace-to-Preference harvester (v0.26.0)
   data/collators.py   - CrossDocCollator for sample packing (v0.33.0)
-  utils/              - GPU, errors, MoE, GaLore, QAT, Unsloth, vLLM, SGLang, Liger, FlashAttn, FSDP, Ring Attention, long-context, quality, curriculum, freeze, dataset-registry, mlx, peft_builder, paths, topology, launcher, mii, pipeline, cut_ce, fp8, gradient_ckpt, kernel_picker, cross_doc_attn, activation_offload, hf, spec_pairing, structured_output, metrics, tracing, auto_quant, lr_finder, grad_accum, mixed_precision, warmup, spike_recovery, convergence, v028_features, multipack_sampler, multipack, neat_packing, jinja_analyzer, quant_menu, relora, peft_patches, peft_wiring, dpo_variants, optimizer_zoo, lr_groups, loftq_init, block_expansion, tts, classifier, distill, bitnet, ebft_gdpo, moe_quant, reasoning_effort, gguf_quant, kv_cache, advanced_precision, save_formats, deploy_measure, advise, advise_history, adapter_diff, adapter_merge, blame, adapter_branch, unlearning, unlearning_eval, knowledge_edit, edit_governor, edit_diff, ra_dit, steering, citation_faithful, grace_codebook, ingest_sources, prune_prompt, active_sampler, ab_test, drift_alarm, tunability, terraform_plan, env_lock, hardware_fit, completions, license_advisor, behavior_battery, capability_suite, checklist_dsl, irt
+  utils/              - GPU, errors, MoE, GaLore, QAT, Unsloth, vLLM, SGLang, Liger, FlashAttn, FSDP, Ring Attention, long-context, quality, curriculum, freeze, dataset-registry, mlx, peft_builder, paths, topology, launcher, mii, pipeline, cut_ce, fp8, gradient_ckpt, kernel_picker, cross_doc_attn, activation_offload, hf, spec_pairing, structured_output, metrics, tracing, auto_quant, lr_finder, grad_accum, mixed_precision, warmup, spike_recovery, convergence, v028_features, multipack_sampler, multipack, neat_packing, jinja_analyzer, quant_menu, relora, peft_patches, peft_wiring, dpo_variants, optimizer_zoo, lr_groups, loftq_init, block_expansion, tts, classifier, distill, bitnet, ebft_gdpo, moe_quant, reasoning_effort, gguf_quant, kv_cache, advanced_precision, save_formats, deploy_measure, advise, advise_history, adapter_diff, adapter_merge, blame, adapter_branch, unlearning, unlearning_eval, knowledge_edit, edit_governor, edit_diff, ra_dit, steering, citation_faithful, grace_codebook, ingest_sources, prune_prompt, active_sampler, ab_test, drift_alarm, tunability, terraform_plan, env_lock, hardware_fit, completions, license_advisor, behavior_battery, capability_suite, checklist_dsl, irt, sae_diff, sleeper_probe, interference, probe_pack, cmaes_merge, vector_bank, mole_routing, adapter_pr, soup_lock, adapter_bisect, prompt_compile, prompt_distill, compile_tools, apple_adapter, local_rl, build_dag, expectations, magpie, persona_hub, brain_rot, reward_hacking, uld, minillm, rl_checkpoint, iterative_dpo, echo_trap
   templates/          - 17 built-in soup.yaml templates (YAML + manifest.json) with load_template loader (v0.39.0, +bco v0.40.0)
   ui/                 - Web UI (FastAPI + HTML/JS SPA)
 
diff --git a/README.md b/README.md
index edae073..cebfcfd 100644
--- a/README.md
+++ b/README.md
@@ -3828,6 +3828,12 @@ soup expect <data.jsonl> <suite.yaml>         Expectations suite: PII / token-le
 soup data gen-magpie --base <m> --provider ollama|anthropic|vllm --target N [--plan-only]  Magpie synthetic generator (v0.69.0)
 soup data persona-mix --prompts <jsonl> --n N --output <jsonl>  Persona-Hub diversity sampler (v0.69.0)
 soup data brain-rot <data.jsonl> [--strict]   Brain-rot detector — arXiv 2510.13928 (v0.69.0)
+soup iterative-dpo --base-model <m> --reward-model <rm> --prompts <p.jsonl> --output-dir <out> --rounds N --pairs-per-round N [--plan-only]  Iterative DPO loop driver (v0.70.0; live runner v0.70.1)
+soup train --reward-hack-detector info_rm|rm_ensemble [--reward-hack-halt]  Reward-hacking detector for GRPO/PPO (v0.70.0; live callback v0.70.1)
+soup train --uld-strategy wasserstein|topk_align [--uld-top-k N]  Cross-tokenizer ULD on task='distill' (v0.70.0; live projection v0.70.1)
+soup train --minillm-enabled [--minillm-teacher-mix-ratio 0.3]  MiniLLM reverse-KL on-policy distillation (v0.70.0; live v0.70.1)
+soup train --rl-checkpoint-save-every-steps N [--rl-checkpoint-keep-last N]  Mid-epoch checkpoint for PPO/GRPO (v0.70.0; live save_state v0.70.1)
+soup train --echo-trap-enabled [--echo-trap-threshold 0.6 --echo-trap-halt]  RAGEN echo-trap detector for multi-turn agent RL (v0.70.0; live callback v0.70.1)
 soup version [--full] [--json]                Show version (--full: system info, --json: JSON output)
 soup --verbose <command>                      Full traceback on errors
 ```