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Notes on Experimentations

12/7/25

Before running anything with RAG I took a baseline of the model's capabilities.

Qwen3:8b's thinking mode aboslutely freaked out and it also took FOREVER to run so I killed it and couldn't take a baseline. Will have to go back and test a smaller size and if I can disable thinking somehow with better prompting or see if the RAG can help it not hallucinate itself in an endless loop.

Here was the mistral:7b run, much better. A simple query asking about wargear. It's specific enough that someone with knowledge of the codex (or the codex right in front of them) could get it right. But open ended enough that there's options for hallucination or just misinterpretations.

What wargear is available for Tactical Marines in Warhammer 40k 9th edition?

smr@caliban:~$ ollama run mistral:7b
>>> What wargear is available for Tactical Marines in Warhammer 40k 9th edition?
 In Warhammer 40k 9th Edition, Tactical Marines from the Adeptus Astartes have a variety of wargear options to 
customize their units. Here are some common choices:

1. **Bolter**: The standard weapon for Tactical Marines, capable of firing rapid bursts of bolter rounds at enemies.

2. **Chainfed Stormbolter**: A heavy bolter mounted on a bipod that allows multiple Marines to fire it with the 
Chain-Cannon rule.

3. **Flamestorm Grenade Launcher**: Fires incendiary grenades, causing S8 AP-2 D6 damage and setting enemies on fire.

4. **Heavy Bolter**: A heavy weapon that fires large bolts at high velocity, capable of inflicting heavy damage against 
hordes.

5. **Missile Launcher**: Fires powerful missiles with high strength, AP, and damage, making it effective against tough 
targets like vehicles and monsters.

6. **Plasma Gun**: An energy weapon that fires hot plasma, causing S9 AP-3 D3 damage and ignoring cover saves on a roll 
of 6 to wound.

7. **Meltagun**: Fires superheated molten metal, causing S10 AP-4 D1 damage against vehicles and making all hits 
against the target automatic crits if they score a wound.

8. **Power Fist**: A close combat weapon that allows Marines to fight in melee with increased strength and damage 
potential.

9. **Power Sword**: A close combat weapon that allows Marines to make precision attacks, re-rolling hit rolls of 1 and 
wound rolls of 6.

10. **Combi-weapons**: These are hybrid weapons that can be configured to fire either bolter or special ammunition 
(like plasma, meltagun, or flamer).

In addition to these weapons, Tactical Marines also have access to various special equipment like frag and krak 
grenades, bolter magazines, combi-melta, combi-plasma, jump packs, and more. They can also take Sergeant upgrades with 
options for artificer armor, power weapon, or relic blade. Lastly, they can take a Chapter Tactics upgrade to reflect 
the unique tactics of their Space Marine Chapter.

Pretty good honestly. I wonder if I ask about specific point values for these, what that would look like?

What wargear is available for Tactical Marines in Warhammer 40k 9th edition? What are the points values for those items and the limits that can be taken.

>>> What wargear is available for Tactical Marines in Warhammer 40k 9th edition? What are the points values for those items a
... nd the limits that can be taken.
 Here's a list of some common wargear options for Tactical Marines in Warhammer 40k 9th Edition, along with their 
current point costs (as per the Warhammer Community dataslate - Battle for Prospero) and limits on how many can be 
taken per squad:

1. **Bolter**: Base weapon, no points cost. A squad of 5-10 Tactical Marines comes equipped with these as standard.

2. **Chainfed Stormbolter**: Heavy weapon, 20 points. One model in the squad can take it, and a maximum of two models 
can be equipped with any combination of heavy weapons per squad.

3. **Flamestorm Grenade Launcher**: Special weapon, 5 points. One model in the squad can take it, and a maximum of two 
models can be equipped with special weapons per squad (excluding combi-weapons).

4. **Heavy Bolter**: Heavy weapon, 15 points. One model in the squad can take it, and a maximum of two models can be 
equipped with any combination of heavy weapons per squad.

5. **Missile Launcher**: Heavy weapon, 20 points. One model in the squad can take it, and a maximum of two models can 
be equipped with special weapons or any combination of heavy weapons per squad (excluding combi-weapons).

6. **Plasma Gun**: Special weapon, 15 points. One model in the squad can take it, and a maximum of two models can be 
equipped with special weapons or any combination of heavy weapons per squad (excluding combi-weapons).

7. **Meltagun**: Heavy weapon, 15 points. One model in the squad can take it, and a maximum of two models can be 
equipped with special weapons or any combination of heavy weapons per squad (excluding combi-weapons).

8. **Power Fist**: Close combat weapon, 10 points. One model in the squad can take it, and no more than three models 
can have power weapons in a squad of 5-10 Marines.

9. **Power Sword**: Close combat weapon, 10 points. One model in the squad can take it, and no more than three models 
can have power weapons in a squad of 5-10 Marines.

10. **Combi-weapons**: These hybrid weapons are counted as both boltguns and the special or heavy weapon they're 
configured to fire. Points cost varies based on the specific combi-weapon:
        * Combi-bolter: No points cost, functions as a boltgun in shooting phase.
        * Combi-melta: Heavy weapon, 10 points, fires as a melta gun.
        * Combi-plasma: Special weapon, 5 points, fires as a plasma gun.
11. **Frag and Krak grenades**: Free of charge. One model in the squad can take up to 3 frag grenades and 3 krak 
grenades.

12. **Bolter magazine (Bolt Pistol and Grenade Harness)**: These are optional equipment for Tactical Marines that cost 
no additional points. A Marine armed with a bolt pistol can also take a bolter magazine, which allows him to carry 6 
extra rounds for his bolter instead of the usual 10.

13. **Jump Pack**: Elite weapon, 25 points. One model in the squad can take it (excluding the Sergeant). A maximum of 
three models can have jump packs in a squad of 5-10 Marines.

14. **Chapter Tactics**: This is not actual wargear but represents unique abilities specific to a Space Marine Chapter. 
Each Chapter has its own unique tactics, such as the Ultramarines' Vigilus Detachment or the Salamanders' Fires of 
Prospero. These don't have a points cost and can be applied to any unit in your army.

This is a bit wordy but seems right enough, will need to double check against the actual codex..

And here is the interaction with the same prompts with RAG. Notice how the model doesn't want to give me misinformation and is sort of self-censoring? I thought that was cool. It is definitely giving me a smaller response, and I suspect the retrieval is not doing an amazing job at getting the relevant information...

For reference, without telling it to check 40k specifically (enabled via metadata in my table schema) it would initally say that it didn't know anything from the context... probably a bug I need to fix.

Here are the options available for the codicier

Usage: codicier.py [OPTIONS] [QUERY]

Options:
  -e, --embed_model_name TEXT  Model to run embedding with
  -c, --chat_model_name TEXT   Ollama model for chat responses
  -d, --device TEXT            Device to run model on (cuda/cpu)
  -g, --game TEXT              Filter results to a particular game (30k, 40k,
                               Killteam2)
  --help                       Show this message and exit.

Output of the same queries as above.

(librarius) smr@caliban:~/Repos/librarius$ python3 codicier.py -g 40k -d cuda
[LIBRARIUS] INFO: Cogitator link established to vault 'ragdb'
[LIBRARIUS] INFO: ++AWAKENING++ The Codicier channels the Immaterium. For the Lion!
[LIBRARIUS] INFO: Load pretrained SentenceTransformer: intfloat/multilingual-e5-large-instruct
[LIBRARIUS] INFO: Psychic conduit established: intfloat/multilingual-e5-large-instruct on cuda

++CHAT MODE ACTIVATED++
Using chat model: mistral:7b
Commands: 'q' to quit, 'clear' to reset conversation history

[YOU] What wargear is available for Tactical Marines in Warhammer 40k 9th edition?

[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, Tactical Marines in Warhammer 40k 9th edition can be equipped with various wargear options. Here are some of them:

1. Fragstorm grenade launcher
2. Heavy bolter
3. Power sword or power fist (Mk X variant)
4. Boltgun, bolt pistol, chainsword, or combat blade (not explicitly mentioned for Mk X, but likely available due to commonality with other Space Marines)

However, it's important to note that the context doesn't explicitly list all possible wargear options for Tactical Marines. For a comprehensive list of options and their potential variations, consult the official Warhammer 40k rulebooks or reliable online resources.

Okay, interesting. I suppose it did find some specific information and did give us the items. I'm a little suspiecious of the combat blade note. And compared to the response without RAG it's definitely lacking..

[YOU] [YOU] What wargear is available for Tactical Marines in Warhammer 40k 9th edition? What are the points values for those items and the limits that can be taken.

[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, here are the wargear options available for Tactical Marines in Warhammer 40k 9th edition, along with their corresponding points values:

1. Astartes grenade launcher - +5 pts/model (available for units of 5-10 models)
2. Hand flamer - +5 pts/model
3. Plasma pistol - +S pts/model (S stands for the total number of models in the unit, e.g., if the unit size is 5 models, the cost would be +5 \* 5 = 25 pts)
4. Power fist - +10 pts/model
5. Power sword - +5 pts/model
6. Thunder hammer - +20 pts (available for 1 model only)
7. Heavy bolter - +5 pts/model (available for units of 5-10 models and 1 model, though the cost for a single model is not explicitly stated but can be inferred from Chunk 2 and Chunk 3 as 185 pts)

The context does not provide explicit limits on how many wargear items each Tactical Marine can take. However, it's important to note that the rules for point limits, unit composition, and allowed combinations may be subject to change depending on the specific army list or faction you are playing with. For a comprehensive understanding of these rules, consult the official Warhammer 40k rulebooks or reliable online resources.

Again here, what's up with +S ? I've never seen that I'll have to go back and look. At least it's giving us some specific information. I also doubt that a heavy bolter costs 185 points.

12/9/2025

(librarius) smr@caliban:~/Repos/librarius$ python3 codicier.py -t semantic-chunks-qwen3 -g 40k
[LIBRARIUS] INFO: Cogitator link established to vault 'ragdb'
[LIBRARIUS] INFO: ++AWAKENING++ The Codicier channels the Immaterium. For the Lion!
[LIBRARIUS] INFO: Load pretrained SentenceTransformer: intfloat/multilingual-e5-large-instruct
[LIBRARIUS] INFO: Psychic conduit established: intfloat/multilingual-e5-large-instruct on cuda

++CHAT MODE ACTIVATED++
Using chat model: mistral:7b
Querying table: semantic-chunks-qwen3
Commands: 'q' to quit, 'clear' to reset conversation history

[YOU] From the Space Marines 9th edition codex, could you tell me what wargear options are available for Tactical Squads?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, the Warhammer 40k 9th Edition Codex does not explicitly list wargear options specifically for Tactical Squads. However, it is common for Tactical Squads to have access to various weapons and equipment as per the Adeptus Astartes datasheets, such as Bolt rifles, Bolter, Frag & Krak grenades, and Melta Bombs (as mentioned in Chunk 1).

For a more detailed list of potential wargear options for Tactical Squads, you may want to refer to Warhammer Community articles or other official sources that provide updated information regarding the Warhammer 40k 9th Edition Codex rules.

[YOU] What wargear is a primaris captain equipped with?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The provided context lists four different instances of Primaris Captains and their equipment, but it does not explicitly state what a "standard" or generic Primaris Captain would be equipped with. However, based on the examples given in Chunk 1, 3, and 5, a Primaris Captain can be armed with bolt pistol, master-crafted auto bolt rifle, frag grenades, and krak grenades.

[YOU] List the chunks that you received
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Here is a list of the chunks I received in response to your query:

1. Chunk 1 (distance: 0.5583)
2. Chunk 2 (distance: 0.5654)
3. Chunk 3 (distance: 0.5658)
4. Chunk 4 (distance: 0.5698)
5. Chunk 5 (distance: 0.5709)

[YOU] List their content
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Here is the content of each chunk in the provided context:

1. Chunk 1:
  - Space Marine Codex 9th Edition
  - Tactical Squads and Eliminator Squads
  - Adeptus Astartes datasheets
  - Frag & Krak grenades
  - Melta Bombs

2. Chunk 2:
  - 1

3. Chunk 3:
  - ' ' (No content)

4. Chunk 4 and Chunk 5:
  - Both chunks contain the same list with no additional information:
    - 1: Primaris Captain
      - Bolt pistol
      - Master-crafted auto bolt rifle
      - Frag grenades
      - Krak grenades
    - 2: Lieutenant (Primaris)
      - Power sword or power fist
      - Bolt pistol
      - Frag & Krak grenades

[YOU] What does litany of hate do?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The Litany of Hate is an ability that can be recited by certain models during the Command phase in Warhammer 40k games. When this litany is inspiring (on a roll of 3+), it takes effect until the start of the next Command phase, and it provides various benefits to friendly CORE or CHARACTER units within 6" of the reciting model. These benefits include re-rolling hit rolls for melee attacks, adding 1 to Attacks, Strength, and Damage characteristics for the reciting model, and increasing the wound roll for ranged attacks against the closest eligible target. The Litany of Hate is particularly useful for enhancing a unit's combat effectiveness in close quarters or improving their shooting capabilities at short range.

[YOU] What models can use the Litany of Hate
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  In Warhammer 40k, Chaplains are the models who can use the Litany of Hate. Additionally, as mentioned in Chunk 4, Priests from your army that know litanies from the Litanies of Battle may also recite the Litany of Hate. It is important to note that this ability only applies if the model is from a Space Marines Chapter (or one of its successors), and it can be recited during the Command phase, with a successful D6 roll determining whether the litany is inspiring or not. The effects of an inspiring Litany of Hate include re-rolling hit rolls for melee attacks, adding 1 to Attacks, Strength, and Damage characteristics for the reciting model, and increasing the wound roll for ranged attacks against the closest eligible target until the start of the next Command phase.

[YOU] What units are PRIEST or have this keyword in Space Marines codex?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, the Priest keyword is associated with models from the Space Wolves Chapter (or one of its successor Chapters) specifically known as Wolf Priests. However, the context does not provide any information about other units with the "Priest" keyword in the Space Marines codex. The retrieved context mentions other units such as Rosarius and Wolf Guard, but they do not have the "Priest" keyword.

[YOU] What special rules exist for ADEPTUS ASTARTES units?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The provided context outlines several special rules for Adeptus Astartes (Space Marines) units in the 9th Edition Codex. Some of these rules include:

1. Measured Advance Stratagem - Allows an Adeptus Astartes Infantry unit to move a Normal Move and then remain stationary for the rest of the turn.
2. Combat Doctrines - Applies if every model in your army has the Adeptus Astartes keyword (excluding Agent of the Imperium and Unaligned models). During the first battle round, Devastator Doctrine is active for your army. Ignore modifiers when taking Combat actions.
3. Adeptus Astartes Agendas - If your Crusade army includes any Adeptus Astartes units, you can select one agenda from a new category of Adeptus Astartes Agendas (one per category).
4. Switching weapons to full auto Stratagem - Allows an Adeptus Astartes Infantry unit to shoot without that action failing in the Shooting phase.
5. Chapter Tactics - If every unit in a Detachment is drawn from the same Chapter, all Adeptus Astartes units (except Servitors and Beasts) gain a Chapter Tactic. The tactic gained depends on what Chapter they are from. If a Chapter does not have an associated Chapter Tactic, you must create a Successor Chapter Tactic for them by selecting two Successor Tactics from pages 96-97 (Inheritors of the Primarch counts as two selections). Additionally, when a unit arrives, set it up on the battlefield more than 9" from any enemy models.

[YOU] Please list the special rules for ADEPTUS ASTARTES units and include the mention from the source cont   
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The provided context lists several special rules for Adeptus Astartes (Space Marines) units:

1. Know No Fear Agenda (Chunk 1): If selected, ADEPTUS ASTARTES ANCIENT units can attempt to earn a tally called "Know No Fear" by passing Morale tests during battles. Each mark on the tally grants experience points at the end of the battle.
2. Space Marines Know No Fear (PG 124): Special rule for Adeptus Astartes units regarding courage and fearlessness in combat.
3. Combat Doctrines (PG 125): If every model in your army has the ADEPTUS ASTARTES keyword, Devastator Doctrine is active during the first battle round, allowing you to ignore modifiers when taking Combat actions.
4. Chapter's Orbiting Star Ships Stratagem (Chunk 2): Can be used by an Adeptus Astartes WARLORD in your Command phase to inflict mortal wounds on enemy units within 6" of a specified point on the battlefield.
5. Ambush Warning Stratagem (Chunk 3): Can be used at the end of your opponent's Movement phase to allow an ADEPTUS ASTARTES INFANTRY unit to shoot at a single eligible enemy unit that was set up as Reinforcements this turn, within 12" of their unit.
6. Warlord Trait Selection Stratagem (Chunk 5): Can be used before the battle to select a unique Warlord Trait for an ADEPTUS ASTARTES CHARACTER model from your army (excluding named characters).

[YOU] What warlord traits are available in codex space marines 9th edition? Please give the exact references you are using from the source material.
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, there are several Warlord Traits available for Adeptus Astartes (Space Marines) in the 9th Edition Codex:

1. Space Marines Warlord Traits table (PG 106-107):
   - FEAR MADE MANIFEST (AURA) The Emperor's enemies quail beneath this champion's wrathful gaze.

2. Vanguard Warlord Traits table (for PHOBOS CHARACTER models, PG 106-107):
   - SHOOT AND FADE This warrior harries the foe before returning to the shadows.

3. Chapter Warlord Traits: If you wish to use a specific Chapter's Warlord Trait for your WARLORD, you can do so if they are from the relevant Chapter. The specific traits and chapters are not provided in the context.

4. Sept Warlord Traits (for T'au Empire CHARACTER models): If your Warlord is from a specific sept, you can generate a Warlord Trait from the list provided instead of using the standard T'au Empire Warlord Traits (PG not specified).

5. Librarius Discipline and Obscuration Discipline (PG 110-111): These disciplines provide additional psychic powers for Librarians in Space Marine armies. The specific powers and the rules they bestow are described in these sections, but not all of them can be considered Warlord Traits.

6. Litanies of Battle (PG 112): While not directly warlord traits, Chaplains in your army can choose from various litanies to recite on the battlefield, which can inspire and boost nearby units.

[YOU] 

12/10/2025

(librarius) smr@caliban:~/Repos/librarius$ python3 codicier.py -t semantic-chunks-qwen3 "Tellme what wargear a Tactical Squad can take"
[LIBRARIUS] INFO: Cogitator link established to vault 'ragdb'
[LIBRARIUS] INFO: ++AWAKENING++ The Codicier channels the Immaterium. For the Lion!
[LIBRARIUS] INFO: Load pretrained SentenceTransformer: intfloat/multilingual-e5-large-instruct
[LIBRARIUS] INFO: Psychic conduit established: intfloat/multilingual-e5-large-instruct on cuda
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: No filters applied - searching all records
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5103 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.5142 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5167 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5192 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5204 | tau_empire_8th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5207 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5224 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5250 | universal_10th_rules.pdf
[LIBRARIUS] INFO:   [9] dist=0.5275 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [10] dist=0.5276 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context from the Space Marines 9th Codex, a Tactical Squad can be equipped with the following wargear:

- Every model is equipped with: bolt pistol, bolt sniper rifle, frag grenades, krak grenades, and a came cloak.
- They can also take additional weapons such as:
  - Astartes chainsword (close combat weapon)
  - Heavy bolt gun (heavy weapon)
  - Plasma gun (heavy weapon)
  - Missile launcher (heavy weapon)
  - Flamer (special weapon)
  - Meltagun (special weapon)
  - Grav-gun (special weapon, only available to certain Chapters)

These options allow for a variety of loadouts within the Tactical Squad, tailoring them for different roles in battle. However, it's important to note that specific Chapters may have unique restrictions or additions to these standard options.

[LIBRARIUS] INFO: Severing noospheric link. We are blind to the warp.
[LIBRARIUS] INFO: ++RITUAL COMPLETE++ All fragments have been sanctified. Praise the Omnissiah!
(librarius) smr@caliban:~/Repos/librarius$ python3 codicier.py -t semantic-chunks-qwen3 -g 40k -f space_marines
[LIBRARIUS] INFO: Cogitator link established to vault 'ragdb'
[LIBRARIUS] INFO: ++AWAKENING++ The Codicier channels the Immaterium. For the Lion!
[LIBRARIUS] INFO: Load pretrained SentenceTransformer: intfloat/multilingual-e5-large-instruct
[LIBRARIUS] INFO: Psychic conduit established: intfloat/multilingual-e5-large-instruct on cuda

++CHAT MODE ACTIVATED++
Using chat model: mistral:7b
Querying table: semantic-chunks-qwen3
Filters: game=40k, faction=space_marines
Retrieving top 10 chunks per query
Commands: 'q' to quit, 'clear' to reset conversation history

[YOU] Tell me what wargear a Tactical Squad can take                                         
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space_marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 0 fragments:

[CODICIER] No relevant context found in the Librarius.

[YOU] exi
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space_marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 0 fragments:

[CODICIER] No relevant context found in the Librarius.

[YOU] q
[LIBRARIUS] INFO: Severing noospheric link. We are blind to the warp.
[LIBRARIUS] INFO: ++RITUAL COMPLETE++ All fragments have been sanctified. Praise the Omnissiah!
(librarius) smr@caliban:~/Repos/librarius$ python3 codicier.py -t semantic-chunks-qwen3 -g 40k -f "space marines"
[LIBRARIUS] INFO: Cogitator link established to vault 'ragdb'
[LIBRARIUS] INFO: ++AWAKENING++ The Codicier channels the Immaterium. For the Lion!
[LIBRARIUS] INFO: Load pretrained SentenceTransformer: intfloat/multilingual-e5-large-instruct
[LIBRARIUS] INFO: Psychic conduit established: intfloat/multilingual-e5-large-instruct on cuda

++CHAT MODE ACTIVATED++
Using chat model: mistral:7b
Querying table: semantic-chunks-qwen3
Filters: game=40k, faction=space marines
Retrieving top 10 chunks per query
Commands: 'q' to quit, 'clear' to reset conversation history

[YOU] Tell me what wargear a Tactical Squad can take
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5145 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.5167 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5170 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5257 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5277 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5281 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5297 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5297 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5321 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5326 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context from the Space Marines 9th Codex, a Tactical Squad can be equipped with the following weapons:

1. Bolt pistol and bolt sniper rifle (for every model in the squad)
2. Frag grenades and krak grenades (for every model in the squad)
3. Came cloak (for every model in the squad, not explicitly stated for Tactical Squad but common for Space Marines)

In addition to this basic equipment, a Tactical Squad can also take the following options:

1. Fragstorm grenade launcher
2. Heavy bolter
3. Incendium cannon
4. Twin ironhail heavy stubber
5. lnvictor fist (for an Invictor Tactical Warsuit)
6. Impulsor with ironhail skytalon array, ironhaii heavy stubber and storm bolters (for an Impulsor transport)

Please note that the specific number of weapons each squad member can carry may depend on the Codex rules and the specific army list being used. Always consult the most recent version of the Space Marines Codex for the most accurate information.

[YOU] Give me points values and a list for a Tactical Squad with a heavy bolter
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4133 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.4138 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.4183 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.4202 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.4286 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.4383 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.4397 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.4397 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.4424 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.4479 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context from the Space Marines 9th Codex, a Tactical Squad can be equipped with a Heavy Bolter. The cost for a single model in a Tactical Squad is the base unit cost of 21 points (as shown on page 142), and adding a Heavy Bolter increases this by +15 points, totaling to 36 points per model in the squad.

Here's an example list for a Tactical Squad with one Heavy Bolter:

* Tactical Squad (5 models): 105 points
        + Heavy Bolter (for 1 model): +15 points

Please note that this is just one possible configuration, and the specific number of weapons each squad member can carry may depend on the Codex rules and the specific army list being used. Always consult the most recent version of the Space Marines Codex for the most accurate information.

[YOU] Now make it a 10 man squad and give the Seargent a power swrod
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5373 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.5405 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5422 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5455 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5466 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5482 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5486 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5488 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5496 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5505 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  To create a 10-man Tactical Squad with a Power Sword for the Sergeant, we can utilize the following information from Chunk 5 in the provided context:

* A Tactical Squad of 6 or more models has Power Rating 10.
* Every model is equipped with bolt pistol; boltgun; frag grenades; krak grenades.

Since we want to add a Sergeant with a Power Sword, we can modify the squad by replacing one of the models with a Sergeant and giving him a Power Sword instead of the default weapons. The cost for a Sergeant is 28 points (as shown on page 143), and adding a Power Sword increases this by +10 points, totaling to 38 points for the Sergeant with a Power Sword.

Here's an example list for a 10-man Tactical Squad with a Sergeant armed with a Power Sword:

* Tactical Squad (9 models): 162 points
        + Sergeant with Power Sword: +38 points

With this configuration, we have reached the minimum requirement of 6 models to achieve Power Rating 10 for the squad.

[YOU] What heavy weapon can a marine in a tactical squad be equipped with? what's the limit?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5247 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.5253 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5309 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5324 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5331 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5352 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5364 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5369 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5376 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5382 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context from Chunk 10 in the Space Marines 9th Codex, if a Tactical Squad contains 10 models, one Marine can replace his boltgun with a weapon from the Heavy Weapons list as an option. The specific weapons included in the Heavy Weapons list are not explicitly listed in the context provided, but they could include heavy bolters, lascannons, and other appropriate weapons for your specific army list and Codex. Always consult the most recent version of the Space Marines Codex for the most accurate information on Heavy Weapons options.

[YOU] What weapons are available in the Heavy Weapons list ?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4651 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.4773 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.4812 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.4957 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5014 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5014 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5079 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5096 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5117 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5134 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context from the Space Marines 9th Codex, the following weapons can be found in the Heavy Weapons list:

* Heavy bolter
* Lascannon
* Missile launcher
* Multi-melta
* Plasma cannon
* Grav-cannon (not explicitly stated but could be included)
* Twin heavy onslaught gatling cannon (mentioned in Chunk 1 and 5, not listed as a Heavy Weapon elsewhere)

[YOU] What are their point values and stats   
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5513 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.5516 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5534 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5603 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5616 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5623 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5626 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5630 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5636 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5644 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The provided context does not contain enough information to determine point values and stats for all units mentioned. However, I can provide the following information from the given context:

* Las fusil (Heavy Weapon): 30 points/model (Chunk 1)
* Multi-melta (Heavy Weapon): 110 points/model (Chunk 4)
* Repulsor Executioner (Vehicle): 175 points/model (Chunk 8)
* A single model costs 170 points (Chunk 10), but without additional context it's unclear which specific unit this refers to.

Additionally, I have extracted some relevant stats from the context for your convenience:

* Hunter (6+ wounds remaining): WS 6+, BS 3+ (Chunk 3)
* Repulsor Executioner (1-4 wounds remaining): M 10", S 6+, 3" range (Chunk 7)

[YOU] What heavy weapons can a Tactical Marine from a Tactical Squad be equipped with? include point values and stats
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4768 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.4807 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.4948 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.4980 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5013 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5024 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5028 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5036 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5043 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5056 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context from Chunk 8 in the Space Marines 9th Codex, a Tactical Marine in a Tactical Squad can be equipped with one of the following heavy weapons:

* Executor Heavy Bolter: 33 points/model (28 base cost + 10 for upgrade)
* Heavy Bolter: 30 points/model (22 base cost + 10 for upgrade, found in Chunk 5 and 8)
* Hellstorm Heavy Bolter: 32 points/model (28 base cost + 4 for upgrade)

[YOU] Give me a 10 man tactical squad list you would use in a Space Marines army to combat a Tau army
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4798 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.4841 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.4856 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.4902 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.4962 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.4986 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.4987 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.4991 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.4992 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5011 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  To create a 10-man Tactical Squad for a Space Marines army to combat a Tau army, we can utilize the following information from Chunks 3, 4, 5, and 8:

* Tactical Squad (10 models): base cost is not explicitly provided, but it could be found by adding up the cost of each model (as shown on page 142).
* Each model in a Tactical Squad is equipped with bolt pistol; boltgun; frag grenades; krak grenades.
* A Tactical Squad can contain one Marine with a heavy weapon as an option. The Heavy Weapons list includes Executor Heavy Bolter and Heavy Bolter (Chunk 8).

Here's an example list for a 10-man Tactical Squad with one Marine equipped with an Executor Heavy Bolter:

* Tactical Squad (9 models): 162 points
        + Sergeant: 32 points
        + 8 Marine with bolt pistol, boltgun, frag grenades, krak grenades: 150 points
        + 1 Marine with Executor Heavy Bolter: +17 points

Additionally, to counter the Tau army's shooting abilities, you may consider adding a Repulsor Executioner or Stalker squadron for anti-air defense (Chunk 4 and 8). Keep in mind that this is just one possible configuration, and the specific number of weapons each squad member can carry may depend on the Codex rules and the specific army list being used. Always consult the most recent version of the Space Marines codex for up-to-date information.

[YOU] How do I play Warhammer 40k?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=space marines
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5709 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [2] dist=0.5815 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5815 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5836 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5884 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5884 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5886 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5896 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5904 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5909 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  To play Warhammer 40K with Space Marines using the provided context, follow these steps:

1. Familiarize yourself with the datasheets for your chosen units by referring to pages 124-194 of the Space Marines 9th Codex. These datasheets describe the profiles of each model, the wargear they can be equipped with, and their abilities.
2. Choose a Space Marine army or select individual units from the datasheets to form your force. Each unit consists of a certain number of models (e.g., 5-10 for most Tactical Squads) and has an associated cost in points.
3. Decide on the secondary objectives for your battle based on the Chapter Approved Rules found on page 113, if instructed to select additional objectives. These tactical and strategic goals are unique to Space Marine armies.
4. Learn about selecting primary and secondary objectives in the Warhammer 40K Core Book (page 26), as it provides further details regarding mission packs, including the Eternal War mission pack found within the Core Book.
5. Deploy your units on the battlefield according to the chosen mission's deployment rules, then use dice rolls and the datasheets for each unit to determine how they move, shoot, and fight in combat. The core book provides further details on these mechanics.

[YOU] q
[LIBRARIUS] INFO: Severing noospheric link. We are blind to the warp.
[LIBRARIUS] INFO: ++RITUAL COMPLETE++ All fragments have been sanctified. Praise the Omnissiah!
(librarius) smr@caliban:~/Repos/librarius$ python3 codicier.py -t semantic-chunks-qwen3 -g 40k
[LIBRARIUS] INFO: Cogitator link established to vault 'ragdb'
[LIBRARIUS] INFO: ++AWAKENING++ The Codicier channels the Immaterium. For the Lion!
[LIBRARIUS] INFO: Load pretrained SentenceTransformer: intfloat/multilingual-e5-large-instruct
[LIBRARIUS] INFO: Psychic conduit established: intfloat/multilingual-e5-large-instruct on cuda

++CHAT MODE ACTIVATED++
Using chat model: mistral:7b
Querying table: semantic-chunks-qwen3
Filters: game=40k, faction=any
Retrieving top 10 chunks per query
Commands: 'q' to quit, 'clear' to reset conversation history

[YOU] How do I play Warhammer 40k?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4837 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.5074 | universal_10th_rules.pdf
[LIBRARIUS] INFO:   [3] dist=0.5139 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [4] dist=0.5161 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [5] dist=0.5252 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [6] dist=0.5273 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [7] dist=0.5311 | universal_10th_rules.pdf
[LIBRARIUS] INFO:   [8] dist=0.5314 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [9] dist=0.5345 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [10] dist=0.5375 | universal_9th_rules.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  To play a game of Warhammer 40k, follow these steps:

1. First, select a mission from either the Only War mission (pg 238) or a mission pack. Mission packs for open play can be found on pages 272-276, matched play on 280-303, and narrative play on 332-355 in the rules book.

2. Muster an army of Citadel miniatures, create a battlefield, and prepare for war.

3. The battle is fought in a series of battle rounds, with each player taking a turn until one player is declared the victor.

4. Each turn consists of several phases that must be followed in order: Command Phase, Movement Phase, Psychic Phase, Shooting Phase, Charge Phase, and Fight Phase.

5. The same player always takes the first turn in each battle round - the mission you are playing will tell you which player this is.

6. If you and your opponent can't agree on a mission, the players must roll off, and the winner decides.

7. Games can vary greatly in size, from small skirmishes to large battles requiring hours or even days to complete.

8. There are three distinct ways to play Warhammer 40k: open play (free-form and unrestricted), narrative play (telling exciting stories on the tabletop), and matched play (offering the most competitive gaming experience).

[YOU] Explain each phase in detail summarizing so that it's easy to follow along and go step by step so i can begin playing
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5067 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.5089 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [3] dist=0.5175 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [4] dist=0.5177 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [5] dist=0.5242 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [6] dist=0.5253 | universal_10th_rules.pdf
[LIBRARIUS] INFO:   [7] dist=0.5264 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [8] dist=0.5270 | universal_10th_rules.pdf
[LIBRARIUS] INFO:   [9] dist=0.5273 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [10] dist=0.5295 | universal_10th_rules.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The game of Warhammer 40,000 is played in rounds, with each round consisting of turns for both players. Here is a step-by-step summary of the phases in each turn:

1. Command Phase: Players use their command points to activate special abilities or Stratagems that can provide advantages during the game.

2. Out of Phase Rules: Some rules may allow models or units to perform actions outside of their usual phase, but they still follow any applicable rules for that phase.

3. Movement Phase: Players move their units across the battlefield, taking care to maintain unit coherency and avoid difficult terrain.

4. Psychic Phase: If a player has psykers (psionically gifted characters), they can attempt to manifest psychic powers during this phase.

5. Shooting Phase: Players take turns shooting their ranged weapons at the enemy, following range, line of sight, and other relevant rules.

6. Charge Phase: Players declare charges and resolve close combat, where melee units engage each other in hand-to-hand combat. Some units can also make Heroic Interventions to aid nearby allies during this phase.

7. Fight Phase: The two engaged units fight with their weapons, rolling for hits and wounds, and determining the outcome of the combat.

8. Morale Phase: Players test the courage of their remaining units, checking if they have passed or failed morale tests based on their casualties and nearby threats.

Once one player's turn has ended, the other player begins their turn, starting with the Command Phase again. This process continues until the battle is concluded according to the mission rules.

[YOU] How do you determine a winner?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5370 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.5370 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [3] dist=0.5370 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [4] dist=0.5370 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [5] dist=0.5535 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [6] dist=0.5539 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [7] dist=0.5588 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [8] dist=0.5685 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [9] dist=0.5745 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [10] dist=0.5812 | universal_9th_rules.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  The winner of a Warhammer 40k battle is determined according to the mission rules. If one army has been destroyed at the end of the battle, the player commanding the opposing army is declared the victor (as per "No Matter the Cost" rule). Otherwise, the player who has their model closest to the center of the battlefield is the winner ("No Matter the Cost").

Additionally, there are conditions that can award victory points for a maximum of 15 or 30 points. The specific conditions and their values are listed in the context above. For example, if the Defender's WARLORD is destroyed at the end of the battle, the Attacker scores 40 victory points (as per "Target Eliminated" rule).

[YOU] Create a narrative campaign between Dark Angels Space Marines and a Chaos Space Marines chapter of your choosing    
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4769 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.4894 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [3] dist=0.5022 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [4] dist=0.5035 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [5] dist=0.5047 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [6] dist=0.5062 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5063 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [8] dist=0.5104 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5149 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [10] dist=0.5167 | universal_9th_rules.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  In this hypothetical narrative campaign, we'll pit the Dark Angels Space Marines against the Traitor Legion known as the Thousand Sons, led by their Primarch Magnus the Red. The campaign takes place in the war-torn world of Prospero, the former homeworld of the Dark Angels before it was consumed by a Warp rift during the Horus Heresy.

The campaign begins with the Dark Angels receiving a distress signal from an isolated Imperial outpost on Prospero, indicating the presence of Chaos Space Marines. Believing this to be an opportunity to track down their fallen brethren among the Thousand Sons, the Dark Angels respond swiftly, deploying both the Deathwing and Ravenwing companies for a lightning assault on the enemy-held world.

As the Dark Angels arrive, they find Prospero in chaos, with the Thousand Sons employing powerful sorceries and warpflame against their foes. The Dark Angels, however, weather the storm, using their tactical flexibility to blast a path through enemy lines. Throughout the campaign, the two chapters engage in fierce battles across Prospero's battle-scarred landscapes, with the Thousand Sons employing ancient relics and forbidden magicks against the Dark Angels.

Meanwhile, Magnus the Red seeks to gather forbidden lore that was once forbidden by the Emperor, hoping to earn vindication for himself and his psykers. As the campaign progresses, the Dark Angels uncover evidence of the Thousand Sons' attempts to harness this ancient knowledge, leading to a climactic confrontation between Magnus and the Inner Circle of the Dark Angels.

The ultimate outcome of the campaign would depend on the strategies employed by both chapters and the dice rolls during battles, but it is certain that the clash between the Dark Angels and the Thousand Sons will be a fierce and memorable one, with consequences that could reverberate throughout the galaxy.

[YOU] The Dark Angels homeworld is Caliban, the Thousand Sons are from Prospero
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5393 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.5401 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [3] dist=0.5595 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5646 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5655 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [6] dist=0.5720 | adeptus_mechanicus_8th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5723 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [8] dist=0.5768 | necrons_8th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5773 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5781 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, the Dark Angels hail from Caliban as their homeworld, while the Traitor Legion known as the Thousand Sons originates from Prospero. The campaign could involve these two Space Marine chapters clashing against each other on Prospero's battle-scarred landscapes due to a distress signal received by the Dark Angels regarding Chaos Space Marines on the planet.

[YOU] What strategems could a Space Marines or Tau player use in their Command Phase?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.4517 | universal_10th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.5025 | tau_empire_8th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5159 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [4] dist=0.5176 | tau_empire_8th_codex.pdf
[LIBRARIUS] INFO:   [5] dist=0.5188 | tau_empire_8th_codex.pdf
[LIBRARIUS] INFO:   [6] dist=0.5189 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [7] dist=0.5192 | tau_empire_8th_codex.pdf
[LIBRARIUS] INFO:   [8] dist=0.5206 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [9] dist=0.5210 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO:   [10] dist=0.5214 | space_marines_9th_codex.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, both Space Marines and T'au Empire players can utilize Stratagems during their Command phase.

For Space Marines:
1. A measured advance (allows Space Marines to unleash a steady stream of fire)
2. At the opportune moment (Space Marine infiltration units slip away from battle, only to relocate and strike again)
3. Switching weapons to full auto (the Space Marines unleash a short-lived but inescapable hail of fire)
4. Imminent death does not prevent a Space Marine from enacting his final justice upon the enemies of the Imperium
5. Space Marine pilots receive advanced training in handling their vehicles, and have preternatural reaction speeds (allows Adeptus Astartes Biker, Land Speeder, or Storm Speeder units to shoot if they Fall Back)

For T'au Empire:
1. Recon Sweep (Pathfinders are the eyes and ears of the T'au war machine, always operating ten steps ahead of the foe)
2. Command-and-Control Node (the Commander’s AI-networked transition system generates firing arcs and enhanced strike-patterns, feeding this raw data to nearby battlesuit teams)
3. Repulsor Impact Field (Detecting an incoming enemy assault, the pilot's battlesuit unleashes a hammer-pulse of kinetic energy strong enough to shatter bone)
4. (No additional Tau Empire Stratagem mentioned for Command Phase in provided context)

[YOU] Which would you recommend using for each army assuming that they are facing off against each other?
[LIBRARIUS] INFO: Query transcribed into the warp. Consulting the Librarius...
[LIBRARIUS] INFO: Filtering: game=40k, faction=any
[LIBRARIUS] INFO: ++RETRIEVAL RESULTS++ Found 10 fragments:
[LIBRARIUS] INFO:   [1] dist=0.5151 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [2] dist=0.5210 | necrons_8th_codex.pdf
[LIBRARIUS] INFO:   [3] dist=0.5211 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [4] dist=0.5217 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [5] dist=0.5220 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [6] dist=0.5221 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [7] dist=0.5242 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [8] dist=0.5246 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [9] dist=0.5274 | universal_9th_rules.pdf
[LIBRARIUS] INFO:   [10] dist=0.5317 | universal_9th_rules.pdf
[LIBRARIUS] INFO: HTTP Request: POST http://127.0.0.1:11434/api/chat "HTTP/1.1 200 OK"

[CODICIER]  Based on the provided context, neither the retreived material specifies Stratagems specifically designed for fighting against an opposing army. However, I can provide some general suggestions for both Space Marines and T'au Empire:

Space Marines:
1. At the opportune moment (for ambush or surprise attacks)
2. Switching weapons to full auto (for a barrage of firepower)
3. Imminent death does not prevent a Space Marine from enacting his final justice upon the enemies of the Imperium (for rerolling hit rolls in close combat)
4. The unit in your army that has the highest combat tally of enemy units destroyed during the battle earns 2 experience points (to gain an advantage for future battles)
5. Use this Stratagem when an enemy unit Falls Back, before any models in that unit are moved (for causing mortal wounds on charging enemies)
6. The only way to drive the enemy back is to push forwards across a wide front. If we focus our force on one flank, the foe will break through on the other. We must anchor our forces around a central point and push them back as one (for reinforcing a strategic position)
7. Annihilation [pp 274] (for a battle with an opposing army of similar Power Level)
8. Use this Stratagem after an enemy unit has declared a charge against one or more units from your army. One of the units that was chosen as the target of that charge can fight Overwatch (pg 227) before the charge roll is made (for shooting back at charging enemies)

T'au Empire:
1. Recon Sweep (to scout ahead and locate weak points in enemy defenses)
2. Command-and-Control Node (to generate firing arcs and enhanced strike patterns for nearby battlesuit teams)
3. Repulsor Impact Field (to shatter bone with a hammer-pulse of kinetic energy on an incoming enemy assault)
4. Use this Stratagem after an enemy unit has fought in this turn. Select one of your own eligible units and fight with it next (for making additional attacks or counterattacks)
5. Annihilation [pp 274] (for a battle with an opposing army of similar Power Level)