Brainstorm Agent Packs (full stack)
Implements the brainstorming session as one system: packs, MySQL, infinity world-model hub, fine-tune harvest, epsilon profiles, train/eval chat.
Jump/place-when-stuck remains in MinecraftDQN unstuck recovery (prior work).
Technical papers (one per pack): agent-packs/INDEX.md · HTML site: agent-packs/html/index.html
Quick start
minecraft dqn pack list
minecraft dqn pack apply corner_coach
minecraft dqn pack mysql init
minecraft dqn pack mysql run begin
minecraft dqn train
# after a good escape:
minecraft dqn pack mysql feedback 0.4 jumped free
minecraft dqn pack mysql run end
Pack categories
| Category | Examples |
|---|---|
| epsilon | off, sniper, default, scout, chaos, imitate_protect, anneal_fast, stuck_boost |
| session | eval_demo, eval_quiet, train_narrate, train_chatty |
| coach | corner_coach, teach_live, mine_shaft, open_wander |
| lab | net_curiosity, mysql_full, client_only, server_rcon, rsi_ready |
| wm | wm_dyna, wm_synthetic |
| ft | ft_product, ft_mc_coach, ft_commands |
minecraft dqn pack show wm_dyna
minecraft dqn pack apply eval_demo
minecraft dqn pack epsilon sniper
minecraft dqn pack epsilon 0.08
minecraft dqn pack save my_lab "notes"
Mode is not auto-started; packs print a hint (train / eval).
Chat (train + eval)
| Feature | Command / behavior |
|---|---|
| Eval T-speak | default on in eval_demo; minecraft dqn eval-chat on |
| Train T-speak | minecraft dqn train-chat on or pack train_chatty / teach_live |
| Manual speak | minecraft dqn speak Hello |
Coach !ai |
bridge plugin (unchanged) |
| Narrate | pack sets narrate mode, or minecraft dqn narrate console |
MySQL (ai_agent_packs)
minecraft dqn pack mysql init
minecraft dqn pack mysql status
minecraft dqn pack mysql push
minecraft dqn pack mysql chat history
minecraft dqn pack mysql run begin|end
minecraft dqn pack mysql feedback 0.5 note
minecraft dqn pack mysql goal gather wood
Tables: agent_packs, mc_chat_turns, mc_rl_runs, mc_human_feedback, mc_goal_events, ft_examples, wm_events.
With mysql_logging on: rewards, speak lines, and goals are persisted.
Infinity world model hub
Default path: C:/_AugmentedIntelligence/world_model
minecraft dqn pack wm status
minecraft dqn pack wm path C:/_AugmentedIntelligence/world_model
minecraft dqn pack wm mode curiosity|dyna|synthetic|fuse|off
minecraft dqn pack wm imagine 8
minecraft dqn pack apply wm_dyna
- curiosity — existing
_NNWorldModelviaRLAgentNet - dyna — enable WM + store imagination horizon k
- synthetic — pack for SQL-backed tool envs (schema ready; env factory is next)
- fuse — reserved for PerceptionBus fusion mode
Fine-tune harvest
minecraft dqn pack ft status
minecraft dqn pack ft list
minecraft dqn pack ft on
minecraft dqn pack ft harvest product_expert How do I enable unstuck? | minecraft dqn unstuck on
minecraft dqn pack ft export mc_coach
minecraft dqn pack apply ft_mc_coach
Writes JSONL under C:/_AugmentedIntelligence/ai_training/llm_finetune/<domain>/ and rows in ft_examples.
Domains: product_expert, command_composer, mc_coach, ethics, desktop_support, preferences.
SettingsMySQL companions
ai_pack_default, ai_pack_eval_demo, ai_pack_corner_coach, ai_pack_wm_dyna, ai_pack_ft_coach
Recipes
Stream
minecraft bridge start
minecraft dqn pack apply eval_demo
minecraft dqn eval
Corners + learning log
minecraft dqn pack apply corner_coach
minecraft dqn pack mysql init
minecraft dqn pack mysql run begin train
minecraft dqn train
minecraft dqn pack mysql feedback 0.4 good escape
World model lab
minecraft dqn pack apply wm_dyna
minecraft dqn pack wm imagine 16
minecraft dqn train
Fine-tune data collection
minecraft dqn pack apply ft_product
minecraft dqn pack ft on
minecraft dqn pack ft harvest product_expert What is epsilon? | Exploration rate for random actions in train
minecraft dqn pack ft export product_expert