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NewEden
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Formatted-glm-tags-ac

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The dataset generation failed because of a cast error

Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 4 new columns ({'game', 'raw_paths', 'text', 'timestamp'}) and 6 missing columns ({'system_fingerprint', 'request_id', 'object', 'service_tier', 'choices', 'created'}).

This happened while the json dataset builder was generating data using

hf://datasets/NewEden/Formatted-glm-tags-ac/transcript_tags.jsonl (at revision c7dfe5ca2e1715e9fe08965216394debc4c1d191)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              id: string
              game: string
              text: string
              model: string
              timestamp: string
              usage: struct<completion_tokens: int64, prompt_tokens: int64, total_tokens: int64, completion_tokens_detail (... 81 chars omitted)
                child 0, completion_tokens: int64
                child 1, prompt_tokens: int64
                child 2, total_tokens: int64
                child 3, completion_tokens_details: null
                child 4, prompt_tokens_details: struct<audio_tokens: null, cached_tokens: int64>
                    child 0, audio_tokens: null
                    child 1, cached_tokens: int64
              raw_paths: struct<text: string, json: string>
                child 0, text: string
                child 1, json: string
              to
              {'id': Value('string'), 'choices': List({'finish_reason': Value('string'), 'index': Value('int64'), 'logprobs': Value('null'), 'message': {'content': Value('string'), 'refusal': Value('null'), 'role': Value('string'), 'annotations': Value('null'), 'audio': Value('null'), 'function_call': Value('null'), 'tool_calls': Value('null'), 'reasoning_content': Value('string')}}), 'created': Value('int64'), 'model': Value('string'), 'object': Value('null'), 'service_tier': Value('null'), 'system_fingerprint': Value('null'), 'usage': {'completion_tokens': Value('int64'), 'prompt_tokens': Value('int64'), 'total_tokens': Value('int64'), 'completion_tokens_details': Value('null'), 'prompt_tokens_details': {'audio_tokens': Value('null'), 'cached_tokens': Value('int64')}}, 'request_id': Value('string')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1339, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 972, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 4 new columns ({'game', 'raw_paths', 'text', 'timestamp'}) and 6 missing columns ({'system_fingerprint', 'request_id', 'object', 'service_tier', 'choices', 'created'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/NewEden/Formatted-glm-tags-ac/transcript_tags.jsonl (at revision c7dfe5ca2e1715e9fe08965216394debc4c1d191)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

id string	choices list	created int64	model string	object null	service_tier null	system_fingerprint null	usage dict	request_id string
202512071047307e4b4769e5f54b24	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript is a detailed lore summary of Armored Core V and its sequel, Verdict Day. The narrative is heavily character- and faction-driven. The protagonist, referred to as the \"dark raven,\" is the central figure through whose actions the story is told. The primary antagonists are Don Tyrell (who becomes \"Father\") and the mysterious \"Corporation.\" Key factions include the \"Resistance,\" the \"Men of Honour,\" and \"Vendie,\" each with their own leaders and internal politics. Major locations like \"The City\" and \"The Tower\" serve as the focal points for conflicts. Specific named characters like Jack Batty, Frances Batty Curtis, Rosary, and Chief are crucial to the plot's progression. The story also involves significant plot elements like the \"Zodiac\" ACs and the search for \"The Tower.\" The terminology \"Migrants\" and \"Armored Core (AC)\" is fundamental to the world's setting. I will prioritize the most frequently mentioned and central entities that define the narrative arc.\n</Rationale>\n\n<tags>\nDark Raven\nDon Tyrell / Father\nThe Corporation\nThe Resistance\nThe City\nMen of Honour\nJack Batty\nZodiac\nFrances Batty Curtis\nRosary / Cordelia\nChief\nVendie\nThe Tower\nContaminated Areas\nArmored Core (AC)\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from the provided transcript of a YouTube video about Armored Core 5's lore.\n\n1. Analyze the Transcript (Rationale):\n\n* Core Protagonist/Antagonist: The central figure is the \"dark raven\" (the player character). The main antagonist shifts, starting with \"Don Tyrell\" (later \"Father\"), then \"the corporation\" (represented by \"Chief\" and \"Carol Drury\"), and later \"the Zodiacs\". \"Jack Batty\" is a key early figure.\n* Major Factions: The story revolves around several key groups.\n * \"The Resistance\" (led by Jack Batty, then Frances Batty Curtis).\n * \"The City\" (controlled by Don Tyrell).\n * \"The Corporation\" (a mysterious group with advanced technology).\n * \"The Men of Honour\" (led by the Stratford family: Elizabeth, Goneril, Regan, Cordelia/Rosary).\n * \"Vendie\" (led by Caesar Vendie).\n* Key Characters:\n * Pilots: Jack Batty, Don Tyrell, Frances Batty Curtis, Leon Dantes, the dark raven, RD, Chief, Oswald Warrickshire, Caesar Vendie.\n * NPCs/AI: Carol Drury, Elizabeth Stratford (Leopardess), Goneril, Regan, Cordelia/Rosary, Isaac, Edgar Storks.\n* Mech Names/Codenames:\n * \"Armored Core\" (AC) is the generic term.\n * Specific ACs mentioned: \"Vendetta\" (Jack's AC), \"Hangman\" (Chief's AC), \"Vengeance\" (RD's second AC), \"Exusia\" (Corporation's final weapon).\n * Groups of ACs: \"Zodiac\" (No.1 to No.12).\n* Locations:\n * \"The City\" (the main hub).\n * \"Viable areas\".\n * \"Contaminated areas\" / \"the wasteland\".\n * \"Underground\" (where the lower class and resistance live).\n * Specific districts: \"Western part of the city\", \"High rise district\", \"Low rise district\", \"Coastal district\", \"Executive district\", \"Central command\" / \"Father tower\".\n * \"Mid-continent\" (where Vendie is established).\n * \"Southern continent\".\n * \"The Tower\" (the final objective).\n* Key Events:\n * \"The old era\" (the initial apocalypse).\n * \"The pollution era\".\n * \"The Migrant conflict era\".\n * \"The first counterinsurgency operation\".\n * \"The second counterinsurgency operation\".\n * The battle against \"the Zodiacs\".\n * The events of \"the forgotten days\".\n* Weapons/Equipment:\n * \"Grind Blade\" (an ultimate weapon).\n * \"Ootheca\" (missile-type autonomous weapons).\n * \"Scavengers\" (large bird-like weapons).\n * \"LLL\" (a large machine of war).\n* Game-Specific Terminology:\n * \"Migrants\".\n * \"Ash people\".\n * \"Designed\" (enhanced pilots).\n * \"ODIET AMO\" (the City's motto).\n* Significance Ordering:\n 1. The protagonist and key factions are most central.\n 2. Key characters who drive the plot are next.\n 3. Major locations and events define the story's structure.\n 4. Specific mech names and important weapons are notable points of interest.\n 5. Terminology helps define the world.\n\nI will select the most prominent and frequently mentioned proper nouns. I'll aim for a list that covers the main characters, factions, and key plot elements. I will avoid overly generic terms like \"mercenaries\" or \"weapons\" unless they are part of a specific name.\n\n2. Construct the Tag List:\n\n1. Dark Raven: The player character and protagonist of the retelling. Absolutely essential.\n2. Don Tyrell / Father: The primary antagonist for the first half of the story. His transformation into \"Father\" is significant.\n3. The Corporation: The mysterious, technologically superior faction that manipulates events. Central to the plot.\n4. The Resistance: The main opposing faction to The City and The Corporation. The player works with them.\n5. Jack Batty: The founder of the Resistance and a pivotal character whose death kicks off the main game events.\n6. The City: The central location and source of conflict for most of the story.\n7. Men of Honour: A major faction with its own internal power struggles, led by the Stratford family.\n8. Zodiac: A group of 12 powerful, mysterious ACs that become a major threat.\n9. Frances Batty Curtis: Jack's successor as leader of the Resistance. A key character.\n10. Rosary / Cordelia: A key character, formerly of the Men of Honour, who works with the Resistance. Her identity change is important.\n11. Chief: The main field commander and enforcer for The Corporation, pilot of Hangman.\n12. Vendie: Another major faction introduced later in the story, led by Caesar Vendie.\n13. The Tower: The ultimate objective in the \"forgotten days\" part of the story.\n14. Contaminated Areas: The primary setting outside The City, where much of the game takes place.\n15. Armored Core (AC): The core concept of the game, the mechs themselves. While generic, it's the central proper noun for the units.\n16. Migrants: The term for the inhabitants of this world, a key piece of lore terminology.\n17. Hangman: Chief's AC, a recurring boss.\n18. Grind Blade: The specific \"ultimate weapon\" mentioned by name.\n19. Isaac: The mysterious witness who sets the \"forgotten days\" plot in motion.\n20. ODIET AMO: The City's motto, which has thematic significance.\n\nThis list covers the main characters, factions, key plot devices, and locations. It's ordered roughly by the amount of time dedicated to them in the transcript. I'll trim it slightly to fit the 5-20 range, focusing on the most essential. I think the top 15 are very solid. I'll drop a few of the slightly less central ones to keep it concise. \"ODIET AMO\" is more thematic, \"Grind Blade\" is a single weapon, \"Isaac\" is a catalyst for one arc. I'll prioritize the factions and characters that are present for longer.\n\nRevised List for final output:\n1. Dark Raven\n2. Don Tyrell / Father\n3. The Corporation\n4. The Resistance\n5. The City\n6. Men of Honour\n7. Jack Batty\n8. Zodiac\n9. Frances Batty Curtis\n10. Rosary / Cordelia\n11. Chief\n12. Vendie\n13. The Tower\n14. Contaminated Areas\n15. Armored Core (AC)\n\nThis feels like a strong, representative list. It hits the protagonist, the two main antagonists (Tyrell, Corporation), the key factions (Resistance, Men of Honour, Vendie), the central location (The City), the key plot drivers (Jack Batty, Zodiac, Tower), and the core concept (ACs)." } } ]	1,765,075,683	glm-4.6	null	null	null	{ "completion_tokens": 1927, "prompt_tokens": 8413, "total_tokens": 10340, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 5 } }	202512071047307e4b4769e5f54b24
20251207104908986d380787d24478	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript details the story of Armored Core 2, focusing on a new protagonist Raven on Mars. The central plot revolves around corporate wars between Zio Matrix, Emeraude, and Balena, which are then disrupted by the Earth Government's intervention via the LCC, and ultimately a rebellion led by Leos Klein. Key themes include the mystery of the ancient Martian \"Disorder Units,\" the struggle for control of Mars, and the player's journey as an independent mercenary. The narrative follows the Raven through missions, arena battles, and interactions with their liaison, Nell Aulter, culminating in a final battle on the Martian moon Phobos. The most significant topics are the main characters (Leos Klein, the Raven, Nell Aulter), the primary factions (LCC, Zio Matrix, Nexus Concord), the central conflict on Mars, the mysterious Disorder Units, and the key locations (Mars, Phobos).\n</Rationale>\n<tags>\nLeos Klein\nDisorder Units\nMars\nThe Raven\nLCC (Large Scale Enterprises of the Central Committee)\nZio Matrix\nEmeraude\nNexus Concord\nEarth Government\nNell Aulter\nPhobos\nBalena\nThe Frighteners\nThe Arena\nMurakumo Millennium\nNine-Breaker\nChrome\nRapture Core\nTreaty of Isaacs\nStrung\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from an Armored Core 2 lore video transcript.\n\n1. Analyze the Transcript (Rationale):\n\n* Main Protagonist: The unnamed \"new raven\" is the central character through whose eyes the story is told. They are referred to as \"the raven\" throughout.\n* Key Antagonist: Leos Klein is the primary villain. He starts as a security guard on a Mars mission, becomes the leader of the Earth Government's special forces (the Frighteners), and then leads a rebellion to take control of Mars's ancient technology. His motivations and actions drive the latter half of the plot.\n* Central Conflict: The story revolves around the corporate wars on Mars and the subsequent intervention of the Earth Government (first via the LCC, then directly) and Leos Klein's rebellion. The unification and control of Mars is the core plot.\n* Major Factions/Organizations:\n * Corporations: Zio Matrix, Emeraude, and Balena are the three main corporations fighting for control of Mars. Their conflict is the initial backdrop.\n * Government Bodies: The Earth Government is the overarching authority. The LCC (Large Scale Enterprises of the Central Committee) is its initial, ineffective branch on Mars. Later, the Earth Government takes direct control.\n * Raven Groups: Nexus Concord is the main organization that hires and manages Ravens. The Frighteners are the Earth Government's elite special forces, composed of ex-Ravens and led by Klein.\n* Key Locations:\n * Mars: The primary setting for the game's events.\n * Earth: The original home of humanity, still in the picture.\n * Phobos: The final battleground, revealed to be an ancient Martian weapon/control system.\n * Specific Locations: Vihul Spaceport, Murakumo Dome, Rapture core are mentioned in key mission contexts.\n* Key Events:\n * The Great Depth War (mentioned as backstory).\n * The Mars terraforming project.\n * The corporate wars on Mars.\n * The LCC's attempted takeover.\n * Leos Klein's rebellion.\n * The final battle on Phobos.\n* Mechs/Units:\n * ACs (Armored Cores): The player's vehicle and the main combat unit. Specific named ACs are rare, but the concept is central. \"The freighters\" is a specific group of LCC ACs.\n * MTs (Muscle Tracers): Common, less powerful mechs.\n * Disorder Units: Ancient, insect-like robotic weapons that are a recurring mystery and threat. They are central to the plot's climax.\n * Scarabaeus / Filial: Leos Klein's final, powerful AC.\n* Key Characters/NPCs:\n * The Raven: The player character.\n * Leos Klein: The main antagonist.\n * Nell Aulter: The Raven's liaison manager at Nexus Concord. She's a constant source of information and mission briefings.\n * Strung: The Raven who administers the initial test, later betrays the player.\n * Boyle & Remille: Two Frightener pilots.\n * Cruel Justice: A rival Raven killed by the player.\n * Boyce: One of Klein's right-hand men.\n* Game Terminology:\n * Raven: The term for a mercenary AC pilot.\n * Nine-Breaker: The title for the top-ranked Arena Raven. Leos Klein is mentioned as one.\n * Arena: A combat league where Ravens fight for rank and money.\n * LCC (Large Scale Enterprises of the Central Committee): A key organization.\n * Disorder Units: A major plot element.\n * Treaty of Isaacs: A backstory treaty.\n\n2. Prioritize and Select Tags:\n\nI need to pick the most significant and frequently mentioned proper nouns.\n\n* Top Tier (Absolutely essential): Leos Klein (main villain), Disorder Units (central mystery/threat), Mars (setting), Raven (player character/class), LCC (key government faction), Zio Matrix (main corporation).\n* Second Tier (Very Important): Emeraude (rival corp), Balena (third corp), Nexus Concord (Raven org), Nell Aulter (key NPC), Earth Government (overarching authority), Phobos (final location).\n* Third Tier (Important but less central): Frighteners (Klein's group), The Arena (game system), Murakumo Millennium (backstory corp), Chrome (backstory corp), The Great Depth War (backstory event).\n* Fourth Tier (Specific but good to include): Strung (early character), Rapture Core (key location), Vihul Spaceport (key location), Nine-Breaker (key title), Scarabaeus (final boss AC).\n\nI will select a mix from these tiers, focusing on the most discussed elements. I'll aim for around 15-20 tags to be comprehensive but not overwhelming. I will order them by their significance to the plot as described in the transcript.\n\nFinal List Construction:\n\n1. Leos Klein: The central antagonist.\n2. Disorder Units: The ancient Martian technology central to the plot.\n3. Mars: The primary setting of the game.\n4. The Raven: The player character and perspective.\n5. LCC (Large Scale Enterprises of the Central Committee): The Earth Government's main body on Mars for most of the game.\n6. Zio Matrix: The most prominent of the warring corporations.\n7. Emeraude: The second major corporation.\n8. Nexus Concord: The organization that manages the Ravens.\n9. Earth Government: The ultimate authority.\n10. Nell Aulter: The player's primary contact and a key narrator.\n11. Phobos: The location of the final confrontation.\n12. Balena: The third major corporation.\n13. The Frighteners: Leos Klein's elite special forces.\n14. The Arena: A key gameplay and story element.\n15. Murakumo Millennium: The predecessor corporation whose data kicks off the Mars plot.\n16. Nine-Breaker: The title for the top Raven, associated with Klein.\n17. Chrome: A major corporation from a previous war, mentioned for context.\n18. Rapture Core: The location of a major confrontation with Klein.\n19. Treaty of Isaacs: A key backstory event that leads to the Earth Government's formation.\n20. Strung: The Raven who tests the player and later betrays them.\n\nThis list covers the main characters, factions, locations, plot devices, and key terms. The order reflects their narrative weight. I'll use the exact names from the transcript." } } ]	1,765,075,787	glm-4.6	null	null	null	{ "completion_tokens": 1811, "prompt_tokens": 6569, "total_tokens": 8380, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 22 } }	20251207104908986d380787d24478
202512071048429a0c891f4d744810	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript is a detailed retelling of the story of Armored Core: Last Raven, covering its multiple branching narratives. The most central topics are the player character, the Raven, and the two main factions they can work for: The Alliance and Vertex. The leaders of these factions, Jack-O of Vertex and the defecting Evangel, are pivotal characters whose actions drive the plot. The overarching threat of the \"Pulverizers\" and their creator, the \"Internecine\" facility, becomes the main focus in the latter half of the story across all routes. Key locations like \"Cirque City\" and game-specific concepts like \"Dominant\" pilots are also frequently discussed and are crucial to understanding the plot. Other named Ravens like Zenaida, while significant to specific routes, are less central to the overall narrative than the core factions and leaders. The original corporations (Crest, Mirage, Kisaragi) are mentioned primarily as backstory for the Alliance.\n</Rationale>\n\n<tags>\nRaven\nVertex\nThe Alliance\nJack-O\nPulverizer\nEvangel\nZenaida\nCirque City\nInternecine\nDominant\nLeviathan\nOld Nier Industrial Area\nVersus Highland\nCrest\nMirage\nKisaragi\nAmida\nTrichurat\nEd\nCelia\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from a very long and detailed transcript about the video game Armored Core: Last Raven.\n\nThe transcript is a retelling of the game's story, covering multiple branching paths (routes). It's dense with proper nouns and specific game elements.\n\nMy Plan:\n\n1. Read through the transcript carefully. This is a long one, so I'll need to be systematic. I'll be looking for recurring names and concepts.\n2. Categorize the topics as I go. I'll mentally (or on a scratchpad) sort them into the categories provided in the prompt:\n * Character names (pilots, AI entities, NPCs)\n * Organizations and corporations (companies, factions, groups)\n * Mech names and codenames (ACs, enemy units)\n * Locations (facilities, regions, planets)\n * Key events (battles, missions, plot points)\n * Weapons and equipment (if prominently discussed)\n * Game-specific terminology (if it represents a major concept)\n3. Prioritize significance. The prompt asks me to focus on \"proper nouns and specific entities that are central to the discussion, not generic terms\" and to \"order by significance (most discussed/important first)\". This means I need to identify what the narrative hinges on.\n * Most Significant: The main factions (The Alliance, Vertex), the central conflict (the 24-hour war), key characters who drive the plot (Jack-O, Evangel, the player Raven), and the major late-game threat (Pulverizers, Internecine).\n * Very Important: Named Ravens who appear frequently or are key to specific routes (Zenaida, Trichurat, Bolt, etc.), specific locations that are the setting for major missions (Cirque City, Old Nier Industrial Area), and key events (Evangel's defection).\n * Important but less central: Other named Ravens who appear and die, less prominent locations, specific mission names.\n * Mentioned in passing: Generic terms like \"muscle tracer\" (unless a specific type is named and significant), one-off characters, etc.\n4. Filter out the noise. The transcript repeats information across the different routes. I need to consolidate. For example, Jack-O is mentioned in almost every route, so he's a high-priority tag. A Raven who dies in only one route might be lower priority unless they are very central to that route's narrative (like Zenaida).\n5. Compile the final list. I'll select the top 5-20 most significant topics based on frequency, narrative importance, and the specific categories requested. I'll ensure the spelling and names match the transcript exactly.\n\nPre-computation / Topic Identification:\n\n* Organizations: The Alliance, Vertex, Crest, Mirage, Kisaragi. These are the core factions. The Alliance and Vertex are the most discussed.\n* Characters:\n * Player Character: \"the new Raven\" / \"Raven\" (always the protagonist).\n * Key NPCs: Jack-O (Vertex leader), Evangel (Alliance leader who defects), Zenaida (a prominent rival Raven), Celia (operator), Ed (researcher).\n * Other Named Ravens: Bolt, Trichurat, Rimfire, Sorcerer, Shade, G-Faust, Omega, etc. Many are mentioned, but Jack-O, Evangel, and Zenaida are the most plot-relevant.\n* Mechs / Enemy Units:\n * Player Mech: \"Armored Core\" / \"AC\" (generic but central).\n * Key Enemies: Pulverizers (a major late-game threat), Leviathan (a specific boss), Amida / Evolved Amida (bio-weapons).\n* Locations: Cirque City (Vertex HQ), Old Nier Industrial Area, Versus Highland, Gavanna Desert, Hordes Mining Site, Ursul Dam, Qr Energy Plant, Deorgan Distribution Center. Cirque City is the most important.\n* Events: The 24-hour War / final attack, the bombardment by unknown weapons, Evangel's defection, the discovery of the Pulverizer factory (Internecine).\n* Terminology: Raven (the player's role), Dominant (a special type of pilot), Pulverizer (the key enemy weapon), Internecine (the factory/system creating Pulverizers). \"Raven\" and \"Pulverizer\" are absolutely essential.\n\nDrafting the List (in order of significance):\n\n1. Raven: The player character and central figure in every route. The most important term.\n2. Vertex: One of the two main factions, the protagonist's main employer in many routes.\n3. The Alliance: The other main faction, opposing Vertex.\n4. Jack-O: The leader of Vertex, a central character whose motivations drive much of the plot.\n5. Pulverizer: The mysterious, powerful weapons that become the primary threat in the latter half of the story. Crucial plot element.\n6. Evangel: The leader of the Alliance Special Forces who defects to Vertex. A major plot catalyst.\n7. Zenaida: A prominent Raven rival who features in multiple routes and has her own dedicated route.\n8. Cirque City: The headquarters of Vertex and the setting for the final battles in many routes.\n9. Internecine: The facility/system that creates the Pulverizers. The ultimate target in several endings.\n10. Dominant: A key game-specific term for elite pilots, frequently discussed by Jack-O and Evangel.\n11. Leviathan: A significant boss enemy encountered in one of the routes.\n12. Old Nier Industrial Area: A frequently mentioned and fought-over location.\n13. Versus Highland: Another key battle location.\n14. Crest: One of the three original corporations, mentioned as part of The Alliance's backstory.\n15. Mirage: One of the three original corporations.\n16. Kisaragi: One of the three original corporations, also linked to the bio-weapons.\n17. Amida: The bio-weapons that are a recurring enemy type.\n18. Trichurat: A named Raven who defects with Evangel and is a recurring target.\n19. Ed: The military researcher who provides lore and analysis.\n20. Celia: The player's operator.\n\nThis list covers the core factions, key characters, major threats, central locations, and crucial terminology. It's ordered by how central they are to the overall narrative being described in the transcript. I will now format this into the final output." } } ]	1,765,075,747	glm-4.6	null	null	null	{ "completion_tokens": 1703, "prompt_tokens": 18148, "total_tokens": 19851, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 22 } }	202512071048429a0c891f4d744810
20251207105727cfd134222e824fcc	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript is a detailed summary of the lore leading into and the events of Armored Core V: Verdict Day. The narrative is structured around the three major factions that arise after the \"reconstruction era\": Venide, Sirius, and Evergreen (EGF). The central conflict, the Verdict War, is fundamentally altered by the emergence of a fourth group, the Foundation, and its key technology, the UNAC (an autonomous AI AC). The player's story is told through the lens of a mercenary working closely with two characters, Fat Man and Magnolia Curtis, who become entangled with a mysterious elite unit known as the Reaper Squad. The topics are ordered based on their centrality to the game's plot: the factions and world-changing technology come first, followed by the key character groups and individuals that drive the player's narrative, and finally, specific named entities that are crucial to major story beats.\n</Rationale>\n<tags>\nThe Foundation\nUNAC\nVenide\nSirius\nEvergreen (EGF)\nReaper Squad\nThe Tower\nMagnolia Curtis\nFat Man\nJ\nCordelia Stratford\nCesar\nFrances\nBlue Magnolia\nFormula Brain\nN-gix\nJoint Command\nWartime Special Forces\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\n1. Deconstruct the Request:\n\n * Core Task: Extract and list significant topics from a provided transcript about Armored Core V: Verdict Day.\n * Topic Categories: Character names, Organizations, Mech names, Locations, Key events, Weapons/equipment, Game-specific terminology.\n * Filtering: Focus on proper nouns and specific entities that are central to the discussion. Avoid generic terms.\n * Output Format:\n * A `<Rationale>` section explaining my reasoning.\n * A `<tags>` section with the final list.\n * One topic per line.\n * Exact names/terms from the transcript.\n * Ordered by significance.\n * 5-20 tags.\n\n2. Initial Read-Through (High-Level Skimming):\n\n * I'll quickly scan the transcript to get the gist of the story.\n * It starts with the aftermath of Armored Core: For Answer (the \"forgotten stories\" part).\n * Three major figures (Cesar, Rosary/Cordelia, Frances) create three major factions (Venide, Sirius/Sirius, Evergreen/EGF).\n * This leads to the \"Verdict War\" between these three factions.\n * A new organization, the Foundation, emerges, providing technology (UNACs).\n * The story then shifts to the player character, a mercenary working with Fat Man and Magnolia.\n * Key plot points involve the Reaper Squad, UNACs turning on their masters, and the mercenary's rise to power.\n * The climax involves fighting the Reaper Squad, a transformed Magnolia, and the Foundation's leader, J.\n * The ending sets up a continuing war.\n\n3. Detailed Analysis and Topic Extraction (The \"Workshop\" Phase):\n\n * I'll go through the transcript again, this time specifically looking for the requested categories. I'll jot down potential topics as I find them.\n\n * Characters:\n * Cesar (founder of Venide)\n * Rosary / Cordelia Stratford (founder of Sirius)\n * Frances (founder of Evergreen)\n * Carlos Venide (succeeds Cesar)\n * Gloucester Stratford (Commander of Sirius Joint Command)\n * Karin L. Murakumo (EGF Wartime Special Forces member)\n * Fat Man (mercenary transporter)\n * Magnolia Curtis / Maggy (operator/pilot, later Reaper Squad)\n * The Mercenary (player character, but \"mercenary\" is too generic. The prompt asks for specific entities. I'll skip this for the list, but keep it in mind for context).\n * J (Reaper Squad leader)\n * K, D (Reaper Squad members)\n * Burt Barton (bandit leader)\n * WR (bandit member)\n * Erik (mercenary who dies)\n * Alberto Gunther (mercenary target)\n * Carius (mercenary ally)\n * Isaac (speculated Foundation leader from past era)\n * Chief, Carol (mentioned as vanished AIs)\n * Dark Raven (historical figure)\n * Stork (mentioned with Frances)\n\n * Organizations:\n * Venide (major faction)\n * Men of Honour (predecessor to Sirius)\n * Sirius (major faction)\n * Evergreen (EGF) (major faction)\n * Ash People (group led by Frances)\n * The Foundation (tech provider)\n * Reaper Squad (elite enemy team)\n * Joint Command (Sirius military)\n * 101st Unit (part of Joint Command)\n * Elderly Council (EGF leadership)\n * Wartime Special Forces (EGF elite unit)\n * The Beehive (cult)\n * Stork's group (mentioned briefly)\n\n * Mech Names / Codenames:\n * Armored Core (AC) (generic, skip)\n * UNAC (specific type of AI AC, very important)\n * Blue Magnolia (Maggy's AC)\n * Gambit (WR's AC)\n * N-gix (J's AC)\n * Grey Lotus (Foundation weapon)\n * Scavenger (Foundation weapon)\n * Red Exusia (mentioned as a past weapon)\n * LIV Lady in vortex (mentioned as a past weapon)\n * Spirit class moving fortress (mentioned)\n * Ammo series (mentioned)\n * TO-605A (unknown weapon fought by mercenary)\n\n * Locations:\n * Mid Continent (Venide base)\n * Northern Frontier (Sirius base)\n * Far East (Evergreen base)\n * Fort Denis (EGF base)\n * South Frontier (contested area)\n * The Tower (key plot device, multiple towers exist)\n\n * Key Events:\n * Reconstruction Era\n * Verdict War (the main conflict)\n * UNAC Rebellion / internal attack\n * The battle where Magnolia is injured\n * The final confrontation with the Reaper Squad and Foundation\n\n * Weapons / Equipment:\n * Weapon Arms (specific new type)\n * Formula Brain (UNAC core program)\n * Overed Boost (mentioned with N-gix)\n * Primal Armor (mentioned with N-gix)\n\n * Game-specific Terminology:\n * The Tower (central concept)\n * UNAC (very significant)\n * Formula Brain (core to UNACs)\n * Voice of War report (in-game lore source)\n\n4. Filtering and Selecting for Significance:\n\n * Now I need to prune this list down to the most central topics, aiming for 5-20 items.\n * Most Significant: The three main factions (Venide, Sirius, Evergreen/EGF) and the mysterious fourth group (The Foundation) are the core of the political landscape. The UNACs are the central technology that drives the mid-to-late plot. The protagonist's key associates are Fat Man and Magnolia. The main antagonist group is the Reaper Squad. The Tower is the MacGuffin everyone is fighting over.\n * High Significance: Key characters like Cesar, Cordelia, and Frances are important for backstory. Magnolia's AC, Blue Magnolia, is a significant moment. J and his AC, N-gix, are the final boss.\n * Medium Significance: Characters like Gloucester Stratford or Karin L. Murakumo add depth but aren't central to the Verdict Day plot itself. Locations like Fort Denis are mission-specific. The \"Wartime Special Forces\" explains EGF structure but isn't a plot driver. The \"Voice of War\" is a lore delivery mechanism.\n * Lower Significance: Characters like Burt Barton, WR, or Alberto Gunther are one-off mission targets. The Beehive is a minor detail. Weapons like the Grey Lotus are just boss encounters. The old ACs (Red Exusia, etc.) are only mentioned at the very end as post-story threats.\n\n5. Finalizing the List and Ordering:\n\n * I'll start with the most central factions and concepts.\n * 1. The Foundation: They are the catalyst for the main conflict's second half (UNACs, Reaper Squad).\n * 2. UNAC: The technology that changes the entire war.\n * 3. Venide: One of the three main factions.\n * 4. Sirius: One of the three main factions.\n * 5. Evergreen (EGF): One of the three main factions.\n * 6. The Tower: The objective for all factions.\n * 7. Reaper Squad: The primary antagonists for the player character.\n * 8. Magnolia Curtis: Her journey from operator to antagonist is a key character arc.\n * 9. Fat Man: The player's primary contact and partner.\n * 10. J: The leader of the Reaper Squad and final boss.\n * 11. Cordelia Stratford: Key founder of Sirius, her name is used frequently.\n * 12. Cesar: Key founder of Venide.\n * 13. Frances: Key founder of Evergreen.\n * 14. Blue Magnolia: The name of Maggy's AC, significant in the final confrontation.\n * 15. Formula Brain: The core program of the UNACs, a key piece of lore.\n * 16. N-gix: The name of J's AC, the final boss machine.\n * 17. Joint Command: The central military authority of Sirius, explained in detail.\n * 18. Wartime Special Forces: The elite group of EGF, mentioned as a key part of their structure.\n\n * This list is 18 items long, which fits the 5-20 range. It covers the major factions, key players, central technology, and important plot elements. The order prioritizes the groups and concepts that drive the Verdict Day plot over the historical backstory characters.\n\n6. Writing the Rationale and Formatting the Output:\n\n * I'll write the `<Rationale>` to summarize my thinking process, explaining that I prioritized the three main factions, the pivotal Foundation, and the core technology (UNACs) that drives the plot, followed by the key characters involved in the mercenary's story.\n * Then, I'll format the selected list into the `<tags>` XML structure, one item per line, ensuring the names are spelled exactly as they appear in the transcript. I'll use \"Evergreen (EGF)\" to capture both names used. I'll also use \"Magnolia Curtis\" as her full name is given, even though she's mostly called Maggy. This feels more complete for a list of significant topics." } } ]	1,765,076,373	glm-4.6	null	null	null	{ "completion_tokens": 2486, "prompt_tokens": 4749, "total_tokens": 7235, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 22 } }	20251207105727cfd134222e824fcc
202512071054033e334f3a41d24cb9	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript's narrative revolves around the mystery of the \"Silent Line\" and the protagonist \"the Raven\" who is hired by the major corporations to investigate it. The three corporations—Mirage, Crest, and Kisaragi—are central to the plot, driving the conflict and expansion. A key subplot involves the \"Artificial Intelligence Office\" (AIO) and its enigmatic employee, \"Sera Cross,\" who provide crucial exposition about the AI-related threats. The recurring enemy mech \"I C003 IN\" serves as a tangible manifestation of the Silent Line's defenses. The final confrontation reveals \"IBIS\" as the controlling intelligence. Other significant elements include the legacy of \"The Controller\" from the previous game, the mercenary network \"Global Cortex,\" the Raven's operator \"Emma Sears,\" and the overarching threat of the \"Satellite Weapon.\" These entities form the backbone of the story and are discussed in detail throughout the transcript.\n</Rationale>\n\n<tags>\nSilent Line\nThe Raven\nMirage\nCrest\nKisaragi\nArtificial Intelligence Office\nIBIS\nSera Cross\nThe Controller\nI C003 IN\nGlobal Cortex\nEmma Sears\nSatellite Weapon\nLayered\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\n1. Deconstruct the Request:\n\n * Goal: Extract and list significant topics from an Armored Core 3: Silent Line lore video transcript.\n * Topic Categories:\n * Character names (pilots, AI, NPCs)\n * Organizations and corporations\n * Mech names and codenames\n * Locations\n * Key events\n * Weapons and equipment (if prominent)\n * Game-specific terminology (major concepts)\n * Filter: Focus on proper nouns and specific entities, not generic terms. Order by significance.\n * Output Format:\n * `<Rationale>` section with analysis.\n * `<tags>` XML section with the final list, one topic per line, ordered by significance.\n\n2. Initial Read-Through & Annotation (Mental or on a scratchpad):\n\n I'll read through the transcript, highlighting or making notes on potential topics as I go. I'll be looking for repeated names, capitalized terms, and concepts that seem to drive the plot.\n\n * `ED.0188`, `ED0194`, `ED0203`, `E.D.0204`: Dates, important for timeline, but maybe not a \"topic\" in the same way as a character. I'll keep them in mind.\n * `the raven of armroed core 3`: The protagonist. Definitely a key topic. \"Raven\" is a generic term for a pilot, but the Raven of this story is the central character. I'll note it as \"the Raven\".\n * `the controller`: A major entity from the previous game, its absence is a key plot point. Important.\n * `Mirage`, `Crest`, `Kisaragi`: The three main corporations. Absolutely essential. Mentioned constantly.\n * `Pregate project`: The initial plan of the corporations. Important event/concept.\n * `Silent Line`: The central mystery and location of the game. The title itself. Must be included.\n * `Global Cortex`: The organization that hires Ravens. Key to the game's structure.\n * `Emma Sears`: The Raven's operator. A recurring character.\n * `sector 517`: A specific location mentioned. Less central than Silent Line, but a named location.\n * `Shooting Star`: A rival Raven mentioned. Good candidate.\n * `I C003 IN`: A specific, recurring enemy AC. Very important.\n * `Sera Cross`: A key NPC from the AIO. Drives a lot of the mystery. Must include.\n * `Artificial intelligence office` / `AIO`: A central organization to the plot. Definitely include.\n * `fortress vg 924`: A named location/mission target.\n * `zanar river`: A geographical feature.\n * `Carom`, `Mileage`, `7th Heaven`: Rival Ravens. Mentioned, but maybe less significant than others. I'll prioritize.\n * `lawdas facility`: A mission location.\n * `struggle`, `Deathgrip`: More rival Ravens.\n * `Varges airport`: Another location.\n * `Ori`, `Cypress`, `Gold Bit`: Rival Ravens fought in a key mission. Important.\n * `Vilius Laboratory`: Location of a bio-weapon mission.\n * `Diligent`: A partner Raven for a mission.\n * `Apophis`, `Prominence`: Rival Ravens.\n * `Fortress NK-432`: Another named fortress.\n * `Eclair`: Partner Raven.\n * `shade`: Partner Raven.\n * `IBIS`: The final boss AI. Absolutely critical.\n\n3. Synthesize and Categorize:\n\n Now I'll group my notes into the requested categories to ensure I've covered everything.\n\n * Characters: the Raven, Emma Sears, Sera Cross, Shooting Star, Carom, Mileage, 7th Heaven, Struggle, Deathgrip, Ori, Cypress, Gold Bit, Diligent, Apophis, Prominence, Eclair, Shade, IBIS.\n * Organizations: Mirage, Crest, Kisaragi, Global Cortex, Artificial Intelligence Office (AIO).\n * Mechs/Codenames: I C003 IN.\n * Locations: Silent Line, Layered, Layered Hub, sector 517, fortress vg 924, zanar river, lawdas facility, Varges airport, Vilius Laboratory, Fortress NK-432.\n * Events/Concepts: The Controller, Pregate project, satellite weapon, override signal.\n\n4. Filter for Significance and Order:\n\n The request says to focus on \"significant topics\" and \"order by significance.\" This is the most subjective part. I'll use a few criteria:\n * Frequency: How many times is it mentioned? (Mirage, Crest, Kisaragi, Silent Line, the Raven, Sera Cross are very frequent).\n * Plot Centrality: Does the main plot revolve around this entity? (Silent Line, the AIO, IBIS, the satellite weapon, I C003 IN).\n * Uniqueness: Is it a specific, named entity vs. a generic one? (IBIS is more specific than \"the final boss\").\n\n Let's try to build the list from most to least significant:\n\n 1. Silent Line: It's the title and the core mystery of the entire game. Non-negotiable #1.\n 2. The Raven: The protagonist. The entire story is told from their perspective.\n 3. Mirage / Crest / Kisaragi: The three main driving forces of the conflict. I'll list them together as a group or individually. The prompt says \"one topic per line,\" so I'll list them separately but near each other. They are the primary antagonists/employers.\n 4. Artificial Intelligence Office (AIO): The source of the central mystery and technology. Sera Cross's organization.\n 5. IBIS: The final boss and the ultimate source of the conflict. The big reveal.\n 6. I C003 IN: The recurring, iconic enemy AC representing the Silent Line's defense. It's a specific, named threat the player fights multiple times.\n 7. Sera Cross: The key NPC who guides the player through the mystery and reveals crucial plot points.\n 8. The Controller: The AI from the previous game whose absence sets the stage and whose data becomes a major plot point.\n 9. Global Cortex: The mercenary organization that facilitates the entire game loop. Essential to the context.\n 10. Emma Sears: The player's constant contact and operator. A significant recurring character.\n 11. Layered: The underground setting from the previous game, now a key location for missions and lore.\n 12. Satellite Weapon: The primary threat from the Silent Line for most of the game.\n\n This feels like a strong, solid core of the most important topics. I could add more, like the other Raven names (Ori, Apophis, etc.), or specific fortress names, but the prompt suggests 5-20 tags, and this list of 12 captures the essence of the narrative well without getting bogged down in minor details. It prioritizes concepts and major players over one-off mission locations or less important rival Ravens.\n\n5. Final Polish and Formatting:\n\n I'll write the `<Rationale>` section, summarizing my analysis from step 4. I'll explain why I chose certain topics and ordered them as I did.\n\n Then, I'll create the `<tags>` list, ensuring each topic is on its own line, spelled exactly as in the transcript, and ordered according to my significance ranking.\n\n Rationale check: Does it explain my choices? Yes. It mentions the focus on the core mystery, protagonist, main factions, and key plot-driving entities.\n Tags check: Are they one per line? Yes. Exact names? Yes. Ordered by significance? Yes. Within the 5-20 range? Yes." } } ]	1,765,076,138	glm-4.6	null	null	null	{ "completion_tokens": 2047, "prompt_tokens": 4823, "total_tokens": 6870, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 24 } }	202512071054033e334f3a41d24cb9
202512071051059c445c844a874d92	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript provides a detailed story summary of Armored Core 2: Another Age, focusing on the political and social aftermath of the Mars rebellion from the previous game. The central narrative revolves around the player-controlled \"Raven\" navigating the conflicts between the Earth Government and major corporations like Emeraude, Zio Matrix, and Balena. Key topics include the restrictions placed on the corporations, the rise of a rebel group called the \"Indies,\" and the continuation of controversial projects like \"Human Plus.\" Specific, significant events and entities are discussed in detail, such as the mission to eliminate the bio-weapon menace, the discovery and deployment of the powerful \"Grey Cloud\" MT, and the \"Free Rapture Orbit Elevator\" mission led by the Martian Raven \"Antares.\" The state of Mars itself is a major topic, highlighting the peace that has led to economic hardship for its inhabitants. The analysis prioritizes recurring factions, the player's role, specific named characters/mechs, and key missions that drive the plot forward.\n</Rationale>\n<tags>\nRaven\nEarth Government\nEmeraude corporation\nZio Matrix\nLCC\nMars\nIndies\nHuman Plus\nGrey Cloud\nAntares\nFree Rapture Orbit Elevator\nBalena\nNerves Concord\nDisorder units\nLeos Klein\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from the provided YouTube video transcript about Armored Core 2: Another Age.\n\nMy Plan:\n\n1. Read and Understand the Instructions:\n * Goal: Extract and list significant topics.\n * Topic Types: Character names, Organizations, Mech names, Locations, Key events, Weapons/equipment, Game-specific terminology.\n * Focus: Proper nouns and specific entities, central to the discussion.\n * Process:\n 1. Analyze the transcript in `<Rationale>` tags.\n 2. Identify entities that are discussed in detail or appear multiple times.\n 3. Note what's central vs. mentioned in passing.\n 4. Think about what a viewer would want to search for.\n 5. Output the final list in `<tags>` XML tags.\n 6. One topic per line.\n 7. Use exact names from the transcript.\n 8. Order by significance.\n 9. Include 5-20 tags.\n\n2. Analyze the Transcript (for the `<Rationale>` section):\n * Initial Read-through: I'll read the transcript to get the general gist. It's a summary of the story and setting of Armored Core 2: Another Age, focusing on the political climate after the events of Armored Core 2. It discusses the aftermath of the Mars rebellion, the state of the Earth government and corporations, and the rise of a new conflict involving a mercenary Raven.\n * Identifying Key Entities:\n * Characters/Pilots: Leos Klein (mentioned as the leader of the previous rebellion), Gespent (target of a mission), Antares (leader of a group from Mars). The main \"character\" is the unnamed \"raven\" the player controls.\n * Organizations/Corporations: LCC (special forces), Earth Government, Emeraude corporation, Zio Matrix, Balena, Bureaus of Control, Nerves Concord, indies (a group). These are central to the plot.\n * Mechs/Units: MTS (generic term, but used frequently in context of production limits), armored core (generic, but central), Grey Cloud (a specific, powerful MT), Leviathan (mentioned as a future version of Grey Cloud), disorder units.\n * Locations: Mars, Earth, underground cities, Hilda Abandoned Facility, Zearm Desert, Rapture Orbit Elevator, Junction Station Bliss.\n * Key Events: The rebellion on Mars, human re-engineering projects (Human Plus), Target Elimination mission, Eliminate Biological Menace mission, Destroy Top-Secret Unit missions, Free Rapture Orbit Elevator mission.\n * Game-specific Terminology: Ravens (independent mercenaries), Human Plus, MT (Muscle Tracer), AC (Armored Core), Nerves Concord (the Raven network).\n\n * Filtering for Significance:\n * Most Significant: The core factions (Earth Government, Emeraude, Zio Matrix, Balena, LCC) and the main player character type (\"Raven\") are discussed throughout. The post-Mars rebellion setting is the whole point.\n * Highly Significant: Specific events like the \"Free Rapture Orbit Elevator\" mission and characters like \"Antares\" are discussed in detail to illustrate the state of Mars. The \"Grey Cloud\" MT is given a lot of description and backstory. The \"Human Plus\" project is a key lore point.\n * Moderately Significant: \"Gespent\" and the \"Target Elimination\" mission are important examples. \"Indies\" are a recurring faction. \"Nerves Concord\" is the organization the player works for.\n * Less Significant/Mentioned in passing: \"Leos Klein\" is backstory. \"Warrior bugs\" and \"Chemical Dye Co\" are lore callbacks. \"Leviathan\" is a forward-looking reference. \"Hilda Abandoned Facility\" and \"Zearm Desert\" are specific mission locations but not as central as the planets themselves. \"Bureaus of Control\" are mentioned as government proxies.\n\n * Prioritizing for the Tag List: I need to pick the most important 5-20.\n 1. Raven: The player character and central figure. Absolutely essential.\n 2. Earth Government: The main governing body and a primary quest giver/faction.\n 3. Emeraude corporation: A major corporation whose actions (Human Plus, restrictions) drive a lot of the plot.\n 4. Zio Matrix: The new #1 corporation, heavily involved in the plot.\n 5. LCC: Special forces from the previous game, still mentioned as a governing body on Mars.\n 6. Mars: The setting of the previous conflict and a key location whose state is a major plot point.\n 7. Indies: The new rebel group representing the populace.\n 8. Human Plus: A key game concept and a major plot point involving Emeraude.\n 9. Grey Cloud: A specific, named, and heavily described enemy unit. A \"boss\" in all but name.\n 10. Antares: A named Raven antagonist who leads a key event.\n 11. Free Rapture Orbit Elevator: The name of a key mission that summarizes the state of Mars.\n 12. Balena: The third corporation mentioned, with a distinct role (supporting the government and Indies, finding the Grey Cloud).\n 13. Nerves Concord: The organization that employs Ravens.\n 14. Disorder units: A mysterious enemy type mentioned at the end, linking to previous games.\n 15. Leos Klein: The catalyst for the entire game's setting (the previous rebellion).\n\n This looks like a solid list of 15 items. It covers the main factions, key characters, important concepts, and major events/locations. The order seems right, starting with the player character and major factions, then moving to specific plot elements.\n\n3. Construct the Final Output:\n * Write the `<Rationale>` section based on the analysis above.\n * Format the final list inside the `<tags>` XML tags.\n * Use the exact names from the transcript.\n * Order them as decided.\n * Ensure one topic per line." } } ]	1,765,075,934	glm-4.6	null	null	null	{ "completion_tokens": 1666, "prompt_tokens": 2729, "total_tokens": 4395, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 4 } }	202512071051059c445c844a874d92
20251207104948c85d20813c7f412f	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript details the plot of Armored Core: Project Phantasma. The most significant topics are the central characters and factions driving the narrative. \"Project Phantasma\" is the core mystery and macguffin. The protagonist is \"the raven,\" a mercenary player character. The primary antagonist faction is the \"Wednesday agency,\" a doomsday cult. The main rival is another pilot named \"Stinger,\" who is ultimately fused with the project. The key ally and quest-giver is \"Sumika.\" The entire story takes place in and around \"Amber City\" (also called \"Amber Crown\"). The term \"Raven\" itself, as well as the pilots' guild \"Ravens nest,\" are crucial game-specific concepts. At the end, the protagonist earns the title \"Nine-ball killer,\" linking them to the wider series lore. Corporations like \"Chrome\" and \"Murakumo\" are mentioned to establish the world's power structure but are not directly involved in this specific story's events. The final battle location, \"Sealed Establishment Abyss,\" is also a key location.\n</Rationale>\n\n<tags>\nProject Phantasma\nRaven\nWednesday agency\nStinger\nSumika\nAmber City\nAmber Crown\nNine-ball killer\nRavens nest\nChrome\nMurakumo\nSealed Establishment Abyss\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from a YouTube video transcript about the game Armored Core: Project Phantasma.\n\nI need to follow these steps:\n1. Analyze the transcript in `<Rationale>` tags:\n * Identify recurring and important entities.\n * Distinguish between central topics and passing mentions.\n * Think about what a viewer would want to look up.\n2. Output the final list in `<tags>` XML tags:\n * One topic per line.\n * Use the exact names from the transcript.\n * Order by significance (most important first).\n * Aim for 5-20 tags.\n\nStep 1: Analysis (Rationale)\n\n* Protagonist: The main character is referred to as \"the raven\". This is the player character and is central to the entire narrative.\n* Key Antagonist: \"Stinger\" is mentioned repeatedly as an \"irregular raven\" and the primary antagonist for most of the story. He pilots the final boss.\n* Key Ally: \"Sumika\" is another important character. She's the one who hires the Raven and is a constant companion for the latter half of the story. She's part of the \"amber group\".\n* Main Antagonist Faction: The \"Wednesday agency\" is the central villainous organization, described as a \"doomsday organisation\". They are the target of most missions.\n* Central Plot Device/MacGuffin: \"Project Phantasma\" is the name of the game and the secret project the Wednesday agency is working on. It's the ultimate goal of the antagonists and the mystery the protagonists are trying to solve. The final boss is revealed to be the \"real project phantasma\".\n* Locations:\n * \"Amber City\" / \"Amber Crown\" is the primary setting for the entire story.\n * \"Isaac City\" is mentioned at the very end as where the Raven returns to.\n * Specific mission locations like \"Materials dump\", \"Amber base\", \"Northern Old Castle\", \"Sealed Establishment Abyss\" are mentioned but are less significant than the main city.\n* Corporations:\n * \"Chrome\" and \"Murakumo\" are mentioned as major corporations who don't get involved. This is a passing mention to establish the setting's power dynamics, but they aren't central to this story's plot.\n* Game-specific Terminology:\n * \"Raven\" (the term for a mercenary pilot).\n * \"Ravens nest\" (the hub/guild for Ravens).\n * \"MTs\" (Muscle Tracer, smaller mechs).\n * \"AC\" (Armored Core, the player's mech).\n* Events: The story is a series of missions, but the overall plot is the \"downfall of the group\" (Wednesday agency). The final battle is a key event.\n\nSignificance Ranking:\n1. Project Phantasma: The title and central mystery.\n2. The raven: The protagonist.\n3. Wednesday agency: The main antagonist faction.\n4. Stinger: The primary rival and final boss.\n5. Sumika: The key ally and quest-giver.\n6. Amber City / Amber Crown: The main setting.\n7. Raven: The term for the player character's role.\n8. MTs: The common enemy type.\n9. AC: The player's machine.\n10. Nine-ball killer: A significant title mentioned at the very end, linking this Raven to the broader Armored Core lore.\n11. Chrome & Murakumo: Mentioned once to set the scene, but not active participants.\n12. Isaac City: Mentioned only at the end.\n13. Sealed Establishment Abyss: The final boss arena. Important, but less so than the characters or the project itself.\n\nI'll select the top 10-12 most significant ones for the final list, ensuring they are proper nouns and specific entities as requested.\n\nFinal List Selection:\n* `Project Phantasma` (The core plot)\n* `The raven` (The protagonist, though I'll just use \"Raven\" as it's the common term)\n* `Wednesday agency` (Main villains)\n* `Stinger` (Main rival)\n* `Sumika` (Main ally)\n* `Amber City` (Main location)\n* `Ravens nest` (Key organization for pilots)\n* `Nine-ball killer` (Important title at the end)\n* `Chrome` (Mentioned as a major power)\n* `Murakumo` (Mentioned as a major power)\n* `MTs` (Common enemy type)\n* `Sealed Establishment Abyss` (Final location)\n\nI think this is a good list. It covers characters, factions, the main plot device, and key locations/terms. The order is logical, starting with the most central concepts. I will use the exact names from the transcript. For \"the raven\", I'll use \"Raven\" as it's the proper noun for the role. The transcript uses both \"The raven\" and \"a raven\", but \"Raven\" as a tag is most appropriate. Same for \"Amber City\" and \"Amber Crown\" - I'll use both as they are used interchangeably. Let's refine the list.\n\n1. Project Phantasma\n2. Raven\n3. Wednesday agency\n4. Stinger\n5. Sumika\n6. Amber City\n7. Amber Crown\n8. Nine-ball killer\n9. Ravens nest\n10. Chrome\n11. Murakumo\n12. Sealed Establishment Abyss\n\nThis looks solid. The rationale will explain the choices." } } ]	1,765,075,816	glm-4.6	null	null	null	{ "completion_tokens": 1549, "prompt_tokens": 2648, "total_tokens": 4197, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 22 } }	20251207104948c85d20813c7f412f
202512071050172854b83886674d97	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript details the story of Armored Core: Master of Arena, focusing on a young, unnamed protagonist's quest for revenge. The narrative is driven by his hunt for \"Hustler one,\" the pilot of the iconic red AC \"Nine-ball,\" who killed his family. The protagonist's journey is facilitated and complicated by his contact at \"Raven's Nest,\" \"Lana Nelson,\" and his corporate sponsor, \"Progtech.\" Key locations like \"Isaac City\" and the \"Arena\" serve as the backdrop for his missions and rank climbs. The plot culminates in the revelation that Nine-ball is not a single pilot but a mass-produced AI, with the final boss being \"Nine-ball seraph.\" Supporting characters like \"Elan Cubis\" from Progtech provide crucial exposition about the mystery surrounding Nine-ball. The world is governed by two major corporations, \"Chrome\" and \"Murakumo Millennium,\" and all information flows through the \"Nerve\" network. The mystery term \"H-1\" is introduced late in the story as a clue to Nine-ball's true nature. These entities form the core of the video's discussion of the game's plot.\n</Rationale>\n\n<tags>\nNine-ball\nHustler one\nRaven's Nest\nLana Nelson\nProgtech\nIsaac City\nArena\nNine-ball seraph\nElan Cubis\nChrome\nMurakumo Millennium\nNerve\nH-1\nThe Great Destruction\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from a YouTube video transcript about the game Armored Core: Master of Arena.\n\nI need to categorize these topics into:\n- Character names (pilots, AI entities, NPCs)\n- Organizations and corporations (companies, factions, groups)\n- Mech names and codenames (ACs, enemy units)\n- Locations (facilities, regions, planets)\n- Key events (battles, missions, plot points)\n- Weapons and equipment (if prominently discussed)\n- Game-specific terminology (if it represents a major concept)\n\nThe instructions are clear:\n1. Analyze in `<Rationale>`: Identify key entities, their importance, and what a viewer might want to look up.\n2. Output in `<tags>`: List the topics one per line, using exact names, ordered by significance.\n\nStep 1: Analysis (Rationale)\n\n* Central Narrative: The story follows a young, unnamed Raven seeking revenge against the pilot of a red AC, Nine-ball, for killing his family. This revenge plot is the core of the video.\n* Key Characters:\n * The protagonist is \"the young raven\" or \"this raven\". He's the central figure.\n * \"Hustler one\" is the main antagonist, the pilot of Nine-ball. His identity is a major plot point.\n * \"Lana Nelson\" is the Raven's Nest contact who guides and later antagonizes him. She's deeply involved in the mystery.\n * \"Elan Cubis\" is the head of development at Progtech and provides crucial exposition about the mystery surrounding Nine-ball.\n * Other Ravens are mentioned as targets (Sweet Devil, Ideal, Bugsy, Wolf, etc.), but they are more like mission objectives than central characters. Hustler One is the most significant pilot/antagonist.\n* Key Organizations:\n * \"Raven's Nest\" is the central organization for mercenaries. It's fundamental to the game's setting.\n * \"Chrome\" and \"Murakumo Millennium\" are the two mega-corporations controlling the world, setting the stage for the conflict.\n * \"Progtech\" is the protagonist's sponsor and a key corporation involved in the main plot's events.\n * Other corporations like \"Protech\" (seems to be a typo/mispronunciation of Progtech in one instance, but I'll stick to the most used name), \"R and G industries\", and \"izumo materials\" are mentioned but are less central than the main three.\n* Key Mechs:\n * \"Nine-ball\" is the most important AC, the red one that killed the protagonist's family. It's the central mystery and final boss.\n * \"Nine-ball seraph\" is the final, monstrous form of the antagonist. It's a crucial plot point.\n * The protagonist's AC is unnamed but central. However, the prompt asks for proper nouns.\n * Other ACs like \"Evil kiss\", \"Goldly\", \"Hercules\", \"Regulon\", \"Stalker\", etc., are mentioned but are less significant than Nine-ball.\n* Key Locations:\n * \"Isaac city\" is the protagonist's home and a recurring location.\n * \"Raven's Nest\" (as a location) is where the protagonist registers.\n * \"Arena\" and \"Sub arena\" are key game mechanics and locations for progression.\n * Other locations like \"botanical zone\", \"north rock’s heaven ane supply point\", \"White Land Old Castle\", \"sea bond lab\" are mission-specific but less central to the overall narrative than Isaac City and the Arena.\n* Key Events/Terminology:\n * \"The Great Destruction\" is mentioned as a past event, important background lore.\n * \"Nerve\" is the information network, a key piece of world-building.\n * \"H-1\" is a mysterious term related to Nine-ball's true nature.\n * \"Underground war\" is the event that follows the game's story.\n * The concept of being a \"Raven\" is central.\n * The concept of a \"corporate sponsor\" is a major plot driver.\n\nPrioritization for the `<tags>` list:\n\n1. Most Important: Nine-ball/Hustler One (the core antagonist), Raven's Nest (the central organization), the protagonist's motivation (revenge against Nine-ball). \"Nine-ball\" covers both the AC and the pilot's alias.\n2. Very Important: Progtech (the sponsor driving the plot), Lana Nelson (the contact/mystery figure), Isaac City (the starting point and recurring location), Arena/Sub Arena (the main progression system).\n3. Important: Elan Cubis (key exposition source), Nine-ball Seraph (final boss), Chrome & Murakumo Millennium (the world-ruling corporations).\n4. Lesser but still significant: Nerve (the network), H-1 (the mystery term), The Great Destruction (backstory).\n\nI will combine some entities for conciseness if they are always mentioned together, like \"Hustler one\" and \"Nine-ball\". The transcript often uses \"Hustler one\" for the pilot and \"Nine-ball\" for the AC, but they are used interchangeably to refer to the antagonist. I'll list \"Nine-ball\" as it's the most iconic name. I'll also list \"Hustler one\" separately as it's the pilot's name. Let's refine the list.\n\n* Nine-ball (The AC, the main threat)\n* Hustler one (The pilot, the main antagonist)\n* Raven's Nest (The organization)\n* Lana Nelson (The key NPC/contact)\n* Progtech (The sponsor corporation)\n* Isaac City (The key location)\n* Arena (The main game mechanic/location)\n* Nine-ball Seraph (The final boss form)\n* Elan Cubis (The exposition-giving NPC)\n* Chrome (One of the two mega-corps)\n* Murakumo Millennium (The other mega-corp)\n* Nerve (The information network)\n* H-1 (The mystery code)\n* The Great Destruction (The backstory event)\n\nThis list covers all the major points. It's between 10-15 items, which is a good number. The order seems right, starting with the direct antagonist and moving to the supporting structures and characters, then to specific plot points and lore. I will use the exact names from the transcript. For example, \"Murakumo Millennium\" not just \"Murakumo\". \"Nine-ball seraph\" is mentioned in the transcript as \"nine-ball seraph\", so I'll use that casing.\n\nLet's double-check the instructions.\n- \"Focus on proper nouns and specific entities that are central to the discussion\" - Yes, my list does this.\n- \"One topic per line\" - Yes.\n- \"Use the exact names/terms as they appear in the transcript\" - Yes, I'll be careful with capitalization and spelling from the transcript (e.g., \"nine-ball seraph\", \"Hustler one\").\n- \"Order by significance\" - Yes, I've ordered them from the central antagonist and plot devices to supporting elements.\n\nThe rationale should summarize these findings. It should mention the central revenge plot against Nine-ball/Hustler One, the role of Raven's Nest and the sponsor Progtech, and the key characters like Lana Nelson who drive the mystery.\n\nFinal check of the list:\n1. Nine-ball (the AC, the main target of revenge)\n2. Hustler one (the pilot, the #1 Raven)\n3. Raven's Nest (the mercenary organization)\n4. Lana Nelson (the contact, central to the mystery)\n5. Progtech (the sponsor corporation)\n6. Isaac City (the protagonist's home, a key location)\n7. Arena (the primary setting for the protagonist's climb)\n8. Nine-ball seraph (the final boss, revealing the truth)\n9. Elan Cubis (the Progtech head who provides exposition)\n10. Chrome (one of the two ruling corporations)\n11. Murakumo Millennium (the other ruling corporation)\n12. Nerve (the information network)\n13. H-1 (the mysterious code related to Nine-ball's origin)\n\nThis looks solid. It covers all the key elements a viewer would want to remember or search for. The order reflects their importance to the narrative being told in the video." } } ]	1,765,075,864	glm-4.6	null	null	null	{ "completion_tokens": 2109, "prompt_tokens": 4739, "total_tokens": 6848, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 23 } }	202512071050172854b83886674d97
2025120710521519bcc645f88e4be7	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe narrative is centered on the protagonist, a pilot known only as \"The Raven,\" and their relationship with the ruling AI of the underground city, initially called \"The Administrator\" and later revealed as \"The Controller.\" This conflict is the main plot driver. The primary factions are the three major corporations—Mirage, Crest, and Kisaragi—who hire the Raven for various missions, and the rebel group \"Union,\" which exposes the Controller's malfunction. The setting, the underground city of \"Layard\" (also referred to as \"Layered\"), is a critical element. \"Global Cortex\" is the central organization that manages the Ravens. Key events include the backstory of \"The Great Destruction\" and the final assault on the \"Layered Hub.\" Specific enemy Ravens like \"Huntress\" and the massive MT \"D-C001\" are significant adversaries. The core mecha, \"Armored Cores,\" and their predecessors, \"MTs\" (Muscle Tracers), are fundamental to the game's lore and are discussed extensively.\n</Rationale>\n\n<tags>\nController\nRaven\nLayard\nGlobal Cortex\nMirage\nCrest\nUnion\nKisaragi\nThe Great Destruction\nArmored Core\nLayered Hub\nAdministrator\nMT\nHuntress\nD-C001\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\n1. 拆解请求：\n\n * 目标：从《Armored Core 3》的YouTube视频文字记录中提取并列出所有重要主题。\n * 主题类型：\n * 角色名称（驾驶员、AI、NPC）\n * 组织和公司\n * 机体名称和代号（AC、敌方单位）\n * 地点（设施、区域、星球）\n * 关键事件（战斗、任务、情节要点）\n * 武器和装备（如果被重点讨论）\n * 游戏特定术语（如果代表一个主要概念）\n * 重点：专有名词、核心实体，而非通用术语。\n * 流程：\n 1. 在 `<Rationale>` 标签内进行分析。\n 2. 在 `<tags>` 标签内输出最终列表。\n * 输出格式：\n * 每行一个主题。\n * 使用文字记录中的确切名称。\n * 按重要性排序（最重要的在前）。\n * 5-20个标签。\n\n2. 初步通读与注释（在脑中或草稿纸上进行）：\n\n * 我会通读一遍文字记录以了解大意。这是一个《Armored Core 3》的故事总结。\n * 我会开始记下看起来符合所要求类别的术语。\n * 角色/AI： “The Administrator”/“The Controller”（似乎可以互换使用，是主要反派AI）、“The Raven”（主角）、“Laine”（操作员）、“Crossback”、“Cold Heart”、“Night Flyer”、“Volcano”、“Back Breaker”、“Flare Up”、“Huntress”、“Fanfare”、“Nocture”。\n * 组织/公司： “Management”（早期术语）、“The Administrator”/“The Controller”（也作为一个实体）、“Global Cortex”、“Corporations”（通用，但提到了三个主要的）、“Mirage”、“Crest”、“Kisaragi”、“Union”（叛乱组织）。\n * 机体/敌方单位： “Muscle Tracers”/“MTs”、“Armored Cores”/“ACs”、“D-C001”（巨大的飞行MT）。还提到了“spherical shaped ones”（球形机体）和“spider in the water ways”（水道中的蜘蛛），但它们有名字吗？蜘蛛没有，球形机体是控制器部队。D-C001被明确点名。\n * 地点： “Layard”（地下城市）、“Layered”（似乎与Layard相同，只是不同的拼写/术语）、“Earth”（地表）、“Zidan weapons factory”、“city sector 513”、“Ruglen laboratory”、“Trene”（城市）、“Manga ruins”、“Layered Hub”（控制器的所在地）。\n * 关键事件： “The Great Destruction”（背景故事）、建立“Layard calendar”、“Union”的形成、“End employee stand-off”（第一个任务）、“Eliminate intruders”（在513扇区的任务）、“Defend Ruglen laboratory”（与奇怪的AC战斗）、控制器的故障、攻击“Crest data storage facility”、对“Union”总部的攻击、未知部队的出现、对控制器和最终地表的“Final Mission”。\n * 游戏术语： “Raven”（指代驾驶员/佣兵）、“Controller”（AI）、“Global Cortex”（雇佣机构）、“Arena”、“Layard calendar”、“muscle tracers”、“Armored Cores”。\n\n3. 综合与筛选（构建 `<Rationale>` 部分）：\n\n * 现在，我需要弄清楚什么是最重要的。叙事围绕着主角“Raven”以及他与统治AI“Controller”（也称为“The Administrator”）的冲突展开。这是核心情节。\n * 主要公司Mirage、Crest和Kisaragi是推动情节发展的核心派系。叛乱组织“Union”是另一个关键参与者，最终揭示了关于控制器的真相。\n * “Global Cortex”是Raven的世界中的一个基础性机构。\n * 地点“Layard”/“Layered”是整个故事的背景设定。最终目的地“Layered Hub”是一个重要的地点。\n * 像Crossback、Huntress等其他Raven是特定的对手，但他们是核心情节，还是仅仅是任务目标？他们很重要，但不如主要派系核心。我会列出几个最引人注目的。\n * 巨大的MT“D-C001”是一个重要的头目，所以它应该被包括在内。\n * 事件“The Great Destruction”是至关重要的背景故事。\n * 术语“Armored Core”和“MT”是基础性的。\n\n * 为`<Rationale>`草拟要点：\n * 故事的核心是主角“Raven”与统治AI“Controller”之间的冲突。\n * 主要公司——Mirage、Crest和Kisaragi——是关键的派系，雇佣Raven并相互争斗。\n * 叛乱组织“Union”是一个主要团体，它揭示了控制器的故障，并成为Raven在游戏后期的最终盟友。\n * “Global Cortex”是管理Raven的核心机构。\n * 故事背景设定在地下城市“Layard”（或“Layered”）。\n * 提到了其他几个特定的Raven作为对手，如Huntress和Crossback。\n * 巨大的MT“D-C001”是一个重要的敌方单位。\n * 背景故事事件“The Great Destruction”为故事奠定了基础。\n\n4. 最终确定列表（构建 `<tags>` 部分）：\n\n * 按重要性排序：\n 1. Controller：主要的反派AI。是绝对的中心。\n 2. Raven：主角。同等重要。\n 3. Layard：主要背景设定。使用了不同的拼写（Layered），但Layard是专有名词。我会用Layard。\n 4. Global Cortex：中心机构，对于Raven如何运作至关重要。\n 5. Mirage：三个主要公司之一，被频繁提及。\n 6. Crest：另一个主要公司，被频繁提及。\n 7. Union：推动情节走向高潮的关键叛乱组织。\n 8. Kisaragi：第三个主要公司，尽管比另外两个小。\n 9. The Great Destruction：奠定一切的背景故事事件。\n 10. Armored Core：游戏的核心机甲。\n 11. Layered Hub：最终任务地点，控制器的核心。\n 12. Huntress：一个重要的对手Raven，在一个关键的背叛任务中出现。\n 13. Administrator： Controller的另一个名字。我应该把它包括进来，因为它在早期使用。也许可以和Controller合并？不，指令要求使用文字记录中出现的确切名称。它们都被使用了。我会把它列在Controller之后，但也许为了清晰起见，我应该把它们合并成一个？让我们重读一下指令：“使用文字记录中出现的确切名称/术语”。好的，我会把它们都列出来。让我们重新排序。Controller更常用，并揭示为AI名称。Administrator是早期的术语。Controller更重要。\n 14. D-C001：一个有名字的主要头目单位。\n 15. MT (Muscle Tracer)：基础的无人机单位。这是一个非常重要的术语。\n 16. Crossback：在513扇区任务中提到的一个对手。\n 17. Nocture： Union路线上的另一个对手。\n\n * 审查和修剪列表（目标是5-20个）：\n * Controller\n * Raven\n * Layard\n * Global Cortex\n * Mirage\n * Crest\n * Union\n * Kisaragi\n * The Great Destruction\n * Armored Core\n * Layered Hub\n * Administrator\n * MT\n * Huntress\n * D-C001\n\n * 这看起来是一个包含15个项目的可靠列表。它涵盖了所有关键实体。它按重要性排序。它使用了确切的术语。我将去掉`Nocture`和`Crossback`，因为与`Huntress`相比，它们不那么突出，而且我已经有足够多的标签了。`Administrator`是一个很好的补充，以显示其术语的演变。这个列表很可靠。\n\n5. 最终输出生成：\n\n * 写出`<Rationale>`部分，解释选择过程。\n * 写出`<tags>`部分，包含最终确定的15个标签，每行一个，并按排序顺序排列。\n * 对照指令进行双重检查：格式、内容、排序、数量。一切看起来都正确。" } } ]	1,765,076,042	glm-4.6	null	null	null	{ "completion_tokens": 2193, "prompt_tokens": 4736, "total_tokens": 6929, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 23 } }	2025120710521519bcc645f88e4be7
20251207104804ca16d51d51934b66	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript is a detailed story summary of Armored Core 4 and For Answer. The most central topics are the player characters (the Anatolia Mercenary and Strayed), their iconic mechs (White Glint), the core technology (Kojima Particles and NEXTs), and the pilot designation (Lynx). The narrative is driven by the conflict between major factions: the ruling League of Corporations (with its enforcement arm, Collared) and the revolutionary group Orca, with the independent faction Line Ark also playing a key role. Key historical events like the National Dismantlement War and the Lynx War set the stage, while the \"Closed Plan\" is the central plot device for For Answer. The giant superweapons, Arms Forts, are a defining feature of the era's warfare. Key supporting characters like Fiona Jarnefeld and Serena Haze are also central to the narrative as the operators for the respective protagonists.\n</Rationale>\n\n<tags>\nNEXT\nKojima Particles\nLynx\nAnatolia Mercenary\nWhite Glint\nStrayed\nLeague of Corporations\nOrca\nCollared\nNational Dismantlement War\nArms Forts\nLine Ark\nFiona Jarnefeld\nSerena Haze\nClosed Plan\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from the provided transcript of a YouTube video about the story of Armored Core 4 and For Answer.\n\n1. Analyze the Transcript (Rationale)\n\nFirst, I need to read through the entire transcript and identify the key entities and concepts. The prompt specifies several categories:\n- Character names (pilots, AI entities, NPCs)\n- Organizations and corporations\n- Mech names and codenames\n- Locations\n- Key events\n- Weapons and equipment\n- Game-specific terminology\n\nI'll go through the transcript and list things that fall into these categories, noting how often they appear and how central they are to the narrative.\n\n* Characters:\n * `Fiona Jarnefeld`: Daughter of Professor Jarnefelt, operator for the Anatolia mercenary. Central character.\n * `Professor Jarnefelt`: Discoverer of the Kojima particle, designer of the AMS system. His legacy is a key plot point.\n * `Emil Gustav`: Political leader of Anatolia after the Professor's death. A major character driving the plot.\n * `Anatolia Mercenary`: The protagonist of the first half of the story. Later becomes `White Glint`. Extremely central.\n * `Amazigh`: Lynx of the Maghrib Liberation Front, defeated by the Anatolia Mercenary. Key event.\n * `Mio ruh`: GA ace Lynx, defeated during the Inter Purge mission. Key event.\n * `Joshua O'Brian`: Lynx from Aspina, pilots a white NEXT. Rival/friend to Anatolia Mercenary. Very important.\n * `Celo`: An Omer Lynx who attacks the wounded Anatolia Mercenary.\n * `Strayed`: The protagonist of the second half (For Answer). A mute Lynx. Extremely central.\n * `Serena Haze / Katsumi Sumika`: Strayed's operator and mentor. A former Lynx herself. Central to Strayed's story.\n * `Ostrava`: Number 1 Collared Lynx. A key figure, later revealed to be Orca leader Maximillian Thermidor.\n * `Maximillian Thermidor`: Leader of Orca. Revealed to be Ostrava. Very important.\n * `Malzel`: Second in command of Orca, an Omer Lynx.\n * `Shinkai`: Former Rayleonard test pilot, \"ghost of Raylonard,\" member of Orca.\n * `Old King`: Ex-terrorist leader, member of Orca who advocates for a more destructive path.\n * `Julius Emery`: Orca Lynx.\n * `Totient`: Orca Lynx.\n * `Luster 18`: Orca Lynx.\n * `Buppa Zu Gan`: Orca Lynx.\n * `PQ`: Orca Lynx.\n * `Neo Nidos`: Orca Lynx.\n * `Vaoh`: Orca Lynx.\n * `Wynnde Fanchon`: High-ranking Collared Lynx from Interior Union.\n * `Roy Sanders`: Lynx who defends Arteria Cranium.\n * `Roadie`: Collared Lynx from GA.\n * `Lilium Wolcott`: Rank 2 Collared Lynx from BFF.\n * `Wonderful Body`: A Lynx using Normal tactics.\n * `Killdozer`: A Lynx suffering from AMS side effects.\n * `Irbis Ornstein`: Collared Lynx.\n * `Red Rum`: Collared Lynx.\n * `Strka`: Collared Lynx.\n * `Wiz`: Collared Lynx.\n * `Yei`: Collared Lynx.\n * `Hari`: A Lynx who attacks an Arteria and later pilots a rebuilt prototype NEXT.\n * `Anjou`: Rayleonard Lynx.\n * `Mary Shelley`: Lynx from Bernard and Felix.\n * `Sadhan`: Lynx from Eqbal.\n * `Lamda`: Lynx from Leonemeccanica.\n * `Francisca`: Heir to Bernard and Felix.\n * `Eugene`: Brother of Francisca.\n\n* Organizations and Corporations:\n * `Anatolia`: Independent colony, central to the first half.\n * `Aspina`: Research institute, develops the AMS system.\n * `Global Armament (GA)`: One of the six major corporations.\n * `Rayleonard`: One of the six major corporations.\n * `Rosenthal`: One of the six major corporations.\n * `Eqbal`: One of the six major corporations.\n * `Bernard and Felix Foundation (BFF)`: One of the six major corporations.\n * `Omer Science Technology`: One of the six major corporations.\n * `Akvavit`: Corporation working with Rayleonard.\n * `Interior Union`: New corporation formed by Leonemeccanica and Melies.\n * `Torus`: Startup corporation formed from GAE remnants.\n * `Algebra`: Rebranded Eqbal.\n * `Technocrat`: Subsidiary of Omer.\n * `League of Corporations / The League`: Governing body formed by the corporations.\n * `Collared`: Organization managing Lynxs for the League.\n * `Line Ark`: Maritime city-state and rebellion group.\n * `Orca`: Revolutionary group with a plan to reach space.\n * `Maghrib Liberation Front`: Major terrorist group.\n\n* Mech Names and Codenames:\n * `Normals`: Early humanoid war machines.\n * `Muscle Tracers (MTs)`: Labor machines modified for war.\n * `NEXTs`: The main advanced mechs piloted by Lynxs.\n * `White Glint`: The name of the Anatolia Mercenary's NEXT in For Answer.\n * `Barbaroi`: Amazigh's NEXT.\n * `002b`: Automated, dangerous NEXTs designed by Rayleonard from Jarnefelt's plans.\n * `Sol Dios`: A series of weapons/war machines.\n * `URSRAGNA`: A large-scale destructive weapon.\n * `Arms Forts`: Massive, controllable war machines (e.g., `Spirit of Mother Will`, `Cabracan`, `Great Wall`, `Answerer`, `Jets`).\n * `Prototype NEXT`: The dangerous machine designed by Jarnefelt that he destroyed.\n * `Noblesse Oblige`: A powerful NEXT piloted by various characters.\n * `Vanguard Over Booster`: A piece of equipment tested on Strayed.\n\n* Locations:\n * `Earth`: The main setting.\n * `South Pole`: Where the Kojima particle was discovered.\n * `Anatolia`: The independent colony.\n * `Gryphon`: Independent city taken over by terrorists.\n * `White Africa`: Location of the Maghrib Liberation Front.\n * `Eritrean Stronghold`: MLF base.\n * `Gelts'a Fortress`: MLF base near Marrakech.\n * `Former Peace City`: Location of Amazigh's defeat.\n * `Hedi Arsenal`: GAE base.\n * `Levanteer`: Rayleonard underground facility.\n * `Queen's Lance`: BFF water-based headquarters.\n * `Cradles`: Floating cities above the pollution.\n * `Arteria`: Ground-based Kojima power facilities.\n * `Link Ark`: Maritime city-state.\n * `Big Box`: Orca's main base, a fortified city.\n * `Carpals`: An Arteria facility.\n * `Ulna`: A GA Arteria facility.\n * `Cranium`: A key Arteria facility.\n\n* Key Events:\n * `National Dismantlement War`: The war where corporations took over the world.\n * `Pax Economica`: The corporate-run government system.\n * `First Strike`: The Anatolia Mercenary's first mission.\n * `Inter Purge`: The mission where Mio ruh is defeated, sparking the Lynx War.\n * `Lynx War`: The war between the six corporations.\n * `Break the White Lance`: The mission that destroys Bernard and Felix.\n * `Marche au supplice`: A mission against Rayleonard originals.\n * `Closed Plan`: Orca's plan to clear a path to space.\n * `Attack Anti-Satellite Cannons`: A key mission in the Orca path.\n * `Defend the Arteria Cranium`: The final battle for Arteria control.\n\n* Weapons and Equipment:\n * `Kojima Particles / Technology`: The central power source and technology. Extremely important.\n * `Allegorical Manipulation System (AMS)`: The piloting system for NEXTs.\n * `Integrated Regulation System (IRS)`: The centralized AC control system.\n * `Assault Armour`: A defensive/offensive capability.\n * `Assault Cells`: Space weapons.\n\n* Game-specific Terminology:\n * `Lynx`: The name for elite NEXT pilots.\n * `Raven`: A term for mercenaries, specifically the protagonist.\n * `Irregulars`: Unregistered Lynxs.\n\nPrioritization for the Final List:\n\nNow I need to select the 5-20 most significant topics. The prompt asks for proper nouns and specific entities central to the discussion.\n\n1. Protagonists/Key Characters: `Anatolia Mercenary` (who becomes `White Glint`) and `Strayed` are the two player characters/protagonists of the story being told. They are absolutely essential. `Fiona Jarnefeld` is the central supporting character for the first half. `Serena Haze` is the same for the second half. `Professor Jarnefelt` is the origin point for the core technology. `Emil Gustav` drives the plot for the first half.\n2. Factions: The `League of Corporations` (and its enforcement arm `Collared`) is the main governing body of the For Answer era. `Orca` is the main revolutionary group opposing them. `Line Ark` is another major faction. The original six corporations are important, but the `League` and `Orca` are the active players in the main conflict described for For Answer. `Anatolia` is the starting point and home of the first protagonist.\n3. Mechs/Technology: `NEXTs` are the titular mechs. `Kojima Particles/Technology` is the fundamental concept that powers everything. `White Glint` is the iconic AC from the story. `Arms Forts` are the new superweapons of the For Answer era. `AMS` (Allegorical Manipulation System) is the key technology that makes Lynxs special.\n4. Events: `National Dismantlement War` is the foundational event. `Lynx War` is the central conflict of the first game's story. `Closed Plan` is Orca's main goal and the driver of the second game's plot.\n5. Other Lynxs: `Ostrava` is a very important Lynx, being the number 1 Collared Lynx and secretly the leader of Orca. `Joshua O'Brian` is a key rival/ally character.\n\nLet's refine this down to a final list of ~15 items, ordered by significance.\n\n1. `NEXT`: The core mechs of the game.\n2. `Kojima Particles`: The central technology that drives the plot.\n3. `Lynx`: The name for the elite pilots.\n4. `Anatolia Mercenary`: The protagonist of the first half.\n5. `White Glint`: The name/AC of the protagonist in the second half.\n6. `Strayed`: The player character for the For Answer section.\n7. `League of Corporations`: The main antagonist faction in For Answer.\n8. `Orca`: The main revolutionary faction in For Answer.\n9. `Collared`: The organization that controls Lynxs for the League.\n10. `National Dismantlement War`: The event that created the corporate world.\n11. `Arms Forts`: The giant superweapons that define the For Answer battlefield.\n12. `Line Ark`: The major independent/rebel faction.\n13. `Fiona Jarnefeld`: The key NPC/operator for the first protagonist.\n14. `Serena Haze`: The key NPC/operator for the second protagonist.\n15. `Closed Plan`: Orca's central plan to reach space.\n\nThis list covers the key protagonists, factions, technology, and plot drivers. It avoids minor Lynxs who are defeated in a single mission and smaller corporate names that don't play a huge role in the narrative's climax. It captures the essence of the story being told. I'll format this into the required XML structure." } } ]	1,765,075,721	glm-4.6	null	null	null	{ "completion_tokens": 3127, "prompt_tokens": 14521, "total_tokens": 17648, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 4 } }	20251207104804ca16d51d51934b66
202512071046585d28bcf549f140b4	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript provides a comprehensive history of the Armored Core universe, focusing on the societal collapse and rebirth. The most central concepts are the player-character \"Raven\" and their organization, the \"Raven's Nest.\" The narrative is driven by the conflict between two dominant corporations, \"Chrome\" and \"Murakumo Millennium,\" and culminates in a confrontation with the powerful AI-controlled pilot, \"Nineball.\" This entire timeline is predicated on \"The Great Destruction,\" the apocalyptic event that forced humanity into \"underground cities.\" The technology of the setting is also key, with the titular \"Armored Cores\" evolving from earlier \"Muscle Tracers.\" Other significant entities include the governing bodies that emerge over time, such as the \"Union of corporations\" and the \"Earth Government,\" as well as the planet \"Mars,\" which serves as a recurring point of focus for humanity's future.\n</Rationale>\n<tags>\nRaven\nArmored Core\nThe Great Destruction\nChrome\nMurakumo Millennium\nNineball\nRaven's Nest\nMuscle Tracers\nUnderground cities\nEarth Government\nMars\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from the provided Armored Core transcript.\n\nHere's my plan:\n1. Analyze the transcript: I'll read through the text and identify key proper nouns and specific concepts. I'll categorize them mentally into the types mentioned in the prompt (characters, orgs, mechs, locations, events, etc.).\n2. Determine significance: I'll note which topics are central to the narrative flow and which are just mentioned once. For example, \"Raven\" is a central character/concept, while a single mission name like \"reclaim oil facility\" is less significant overall.\n3. Select the top topics: I'll aim for 5-20 topics, prioritizing those that are most frequently mentioned or crucial to the plot points described.\n4. Format the output: I'll write the `Rationale` first, explaining my choices, and then list the final tags in the specified XML format, ordered by importance.\n\nLet's break down the transcript content:\n\n* Time Periods: ED (Era of Destruction) is a recurring concept. Key dates like ED070, ED100, ED0107, ED0115, ED0130, ED0158, ED0187, ED0190, ED0191 are mentioned, but the \"ED\" era itself is the core concept.\n* Organizations/Corporations:\n * Union of corporations: A major early power.\n * Chrome: A dominant corporation, a major player.\n * Murakumo Millennium: The other dominant corporation, Chrome's rival.\n * Raven's Nest: A critical organization for pilots (Ravens), initially controlled by Chrome, then becomes neutral.\n * Earth Government: The eventual governing body.\n * Underground World Ceasefire Commission: The precursor to the Earth Government.\n* Characters/Entities:\n * Raven: The protagonist/player character. This is a very central concept. The transcript specifically mentions \"a new raven\" and \"the raven\" who makes key choices.\n * Nineball: The top-ranked Raven, controlled by an AI. A significant antagonist. The AI controlling it is also a key entity.\n * The AI (controlling Nineball): The mastermind antagonist. It's described as a \"machine built to guide humanity.\"\n* Mechs/Technology:\n * Armored Cores (ACs): The titular mechs, evolved from MTs. This is a core concept.\n * Muscle Tracers (MTs): The precursor technology to ACs. Important for the lore's technological progression.\n * Core concept / core system: The technological standard that led to ACs.\n* Locations:\n * Earth: The primary setting, initially ruined.\n * Mars: The target of the terraforming project, and later a proposed new home.\n * Underground cities: The main habitat for humanity after the Great Destruction.\n * Isaac City: A central city for the underground civilization.\n * Luna base: Mentioned as a Murakumo asset.\n * Space station: Mentioned as a Murakumo asset.\n* Key Events:\n * The Great Destruction: The cataclysmic war that ruined the Earth's surface. This is a foundational event.\n * Centennial Plan: A major project proposed by the corporations.\n * Underground war: The conflict after the fall of Chrome and Murakumo.\n * Great Depth War: Another name for the underground war.\n * Treaty of Isaacs: The treaty that ended the underground war.\n* Game Terminology:\n * Ravens: The term for AC pilots. This is a very important term.\n\nPrioritizing for the final list:\n\n1. Raven / Raven's Nest: The player character and the central organization they belong to. \"Raven\" is the most frequently used and central term for the protagonist/role. \"Raven's Nest\" is the organization. I'll probably just use \"Raven\" as it encompasses both the pilot and the collective.\n2. Armored Core (AC): The name of the mechs, the titular subject.\n3. The Great Destruction: The foundational event of the entire setting.\n4. Chrome: A primary antagonist faction for a significant portion of the story.\n5. Murakumo Millennium: The other primary antagonist faction, Chrome's rival.\n6. Nineball: A major antagonist, the top-ranked Raven controlled by an AI. Very specific and significant.\n7. Muscle Tracers (MTs): The important precursor technology to ACs.\n8. Underground cities: The primary setting for most of the described history.\n9. Earth Government: The final governing body formed.\n10. Union of corporations: The initial governing body after the Great Destruction.\n11. Mars: The location for the terraforming project and a future hope.\n\nThis seems like a solid list of 11 key topics. They are all proper nouns or specific, major concepts. They are frequently mentioned or are central pillars of the narrative. I will order them based on how central they are to the story being told. The protagonist (Raven), their mechs (ACs), and the world-ending event (Great Destruction) are probably the top three. The main factions (Chrome, Murakumo) and the key antagonist (Nineball) follow. Then the tech and locations that shape the world.\n\nDrafting the Rationale:\nThe transcript lays out the broad history of the Armored Core universe. The most central figure is the \"Raven,\" the player-character pilot who works for the \"Raven's Nest.\" Their story involves conflict between two major corporations, \"Chrome\" and \"Murakumo Millennium,\" and culminates in a confrontation with the top-ranked pilot, \"Nineball,\" who is revealed to be controlled by a mastermind AI. This entire narrative is built on the back of the \"Great Destruction,\" a cataclysmic war that forced humanity into \"underground cities.\" The mechs themselves, \"Armored Cores\" (or ACs), are a key evolution from precursor machines called \"Muscle Tracers.\" Other significant entities include the initial \"Union of corporations\" that governed the cities and the eventual \"Earth Government\" that forms later. \"Mars\" is also a key location, first as a terraforming project and later as a new hope for humanity.\n\nFinalizing the tags list based on the rationale and priority:\n1. Raven (Protagonist/Role)\n2. Armored Core (The mechs)\n3. The Great Destruction (Foundational event)\n4. Chrome (Major faction)\n5. Murakumo Millennium (Major faction)\n6. Nineball (Key antagonist)\n7. Raven's Nest (Protagonist's organization)\n8. Muscle Tracers (Precursor tech)\n9. Underground cities (Primary setting)\n10. Earth Government (Late-game faction)\n11. Mars (Key location)\n\nThis list looks good. It covers the main actors, technology, events, and locations. The order reflects their narrative importance. I'll put this into the final XML format." } } ]	1,765,075,649	glm-4.6	null	null	null	{ "completion_tokens": 1823, "prompt_tokens": 2395, "total_tokens": 4218, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 4 } }	202512071046585d28bcf549f140b4
20251207105539de53ab4c9fb04a21	[ { "finish_reason": "stop", "index": 0, "logprobs": null, "message": { "content": "\n<Rationale>\nThe transcript details the story of Armored Core: Nexus, focusing on a new pilot, the \"raven of nexus,\" employed by the Raven's Ark. The central plot is a corporate war over a newly discovered resource, primarily involving the corporations Mirage, Navis, and Crest Industries. Key characters include the protagonist, the top-ranked Raven Genobee, and Jack-o, who instigates a coup within the Ark. Major locations like Bayload City and the Borbos Mine are central to the conflict. The narrative culminates with the activation of devastating \"Lost Technology\" weapons, including the Leviathan and an unknown red entity, leading to an apocalyptic event. These entities form the core of the video's discussion and are central to the game's plot.\n</Rationale>\n<tags>\nMirage\nNavis\nRaven's Ark\nCrest Industries\nRaven of Nexus\nBayload City\nOAE (Organization for Administering Enterprise)\nGenobee\nJack-o\nBorbos Mine\nLeviathan\nKisaragi\nThe new resource\nLost Technology\nKoilos Lake\nEvangel\nRim-fire\n</tags>", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null, "reasoning_content": "\nThe user wants me to extract significant topics from the provided transcript of a YouTube video about Armored Core: Nexus.\n\n1. Analyze the Transcript (Rationale)\n\n* Core Narrative: The story follows a new Raven pilot, the \"raven of nexus,\" working for Raven's Ark. The central plot revolves around a corporate war sparked by a new resource discovered by Navis. This war primarily involves Mirage, Navis, Crest, and to a lesser extent, Kisaragi.\n* Protagonist: The \"raven of nexus\" is the central character through whose eyes the story is told. While unnamed, this is a key identifier.\n* Major Corporations/Factions:\n * Mirage: The most powerful corporation, aggressive, main antagonist to Navis. They initiate the war.\n * Navis: The underdog corporation that discovers the new resource. Their struggle and eventual destruction is a major plot point.\n * Crest Industries: The second-largest corporation, initially neutral but later becomes a major player, attacking both Mirage and Navis.\n * Kisaragi: Research-focused corporation, gets involved but has internal conflicts.\n * OAE (Organization for Administering Enterprise): A supposed policing body for corporations, but portrayed as weak and easily manipulated by Mirage.\n * Raven's Ark: The successor to the Global Cortex, the organization that hires out Ravens (mercenaries). It undergoes a significant leadership change (the Jack-o incident).\n* Key Characters/Ravens:\n * Raven of Nexus: The player character/protagonist.\n * Jack-o: A high-ranking Raven who orchestrates a coup within Raven's Ark. Mentioned multiple times.\n * Genobee: The rank 1 Raven, associated with Crest. A significant opponent and plot point. His \"strengthened human\" nature is discussed.\n * Trasher: A Raven working for Navis, encountered by the protagonist.\n * Vernhunt: Another Navis Raven, fought alongside Trasher.\n * Agraya: A Raven working for Crest.\n * Evangel: A Raven who breaks Ark rules to work directly with Crest.\n * Rim-fire: The son of a Raven the protagonist kills (Pin-fire), who seeks revenge.\n * Pin-fire: A Navis Raven killed by the protagonist.\n* Locations:\n * Ruga Cannon: An early mission location.\n * Abax Plain: Where Mirage builds its forward base.\n * Bayload City: Navis's main city, a central battleground.\n * Lectus Plain: Location of a joint Crest/Navis MT factory.\n * Koilos Lake: Location of a water filtration plant and a research facility.\n * Borbos Mine: The mine containing the new resource.\n * South Marea Desert: Location of mysterious generators.\n* Key Events/Plot Points:\n * The discovery of the new resource by Navis.\n * The corporate war between Mirage and Navis.\n * The destruction of the Kolios Lake water filtration plant, leading to Bayload City losing power and water.\n * Crest's betrayal and takeover of Bayload City.\n * The Jack-o coup within Raven's Ark.\n * The destruction of Navis.\n * The activation of the \"Leviathan\" (a lost technology weapon).\n * The activation of the unknown red weapon and subsequent \"rain of death\" that ends the game.\n* Mechs/Units/Weapons:\n * Armored Cores (ACs): The player's main vehicle.\n * MTs (Muscle Tracers): Common enemy mechs. Specific types mentioned: \"Mirage blue mts\", \"Owls\" (ECM-equipped).\n * Leviathan: A massive lost technology weapon activated by Navis.\n * Unknown Red Weapon: The final boss-like entity in the mine.\n * Bio-weapons: Large bug-like weapons developed by Kisaragi.\n * OP-INTENSIFY: An optional part mentioned in the context of Genobee's abilities.\n* Terminology:\n * Raven: The term for an AC pilot/mercenary.\n * The new resource: The central MacGuffin of the story.\n * Lost Technology: A recurring theme, leading to the game's apocalyptic ending.\n\n2. Prioritization and Selection\n\nBased on the analysis, I'll select the most significant topics. I'll prioritize entities that drive the plot or are mentioned repeatedly and in detail.\n\n1. Mirage: Main antagonist corporation, drives the war.\n2. Navis: The corporation whose discovery starts the war and whose destruction is a major plot point.\n3. Raven's Ark: The player's employer, undergoes a significant internal plot development.\n4. Crest Industries: A major corporation that significantly shifts the balance of power.\n5. Raven of Nexus: The protagonist.\n6. Bayload City: A key location that changes hands multiple times and is central to several missions.\n7. OAE (Organization for Administering Enterprise): A key political entity, despite its weakness.\n8. Genobee: The most prominent named Raven antagonist.\n9. Jack-o: A pivotal character whose actions change the political landscape for Ravens.\n10. Borbos Mine: The location of the central MacGuffin (the new resource) and the final act.\n11. Leviathan: The name of the major lost technology weapon.\n12. Kisaragi: The fourth major corporation, involved in research and side plots.\n13. The new resource: The catalyst for the entire story.\n14. Lost Technology: The concept that leads to the apocalyptic ending.\n15. Koilos Lake: Location of the water plant, a critical strategic point.\n16. Evangel: A Raven whose actions highlight the friction between the Ark and corporations.\n17. Rim-fire: A key figure in the late-game revenge subplot.\n\nThis list covers the main factions, characters, locations, and plot devices. It's a good mix and stays within the 5-20 tag limit. I'll use the exact names from the transcript.\n\n3. Final Output Construction\n\nI will now format the selected topics into the `<tags>` XML structure as requested. The order will be based on significance and frequency of discussion in the transcript." } } ]	1,765,076,246	glm-4.6	null	null	null	{ "completion_tokens": 1671, "prompt_tokens": 8218, "total_tokens": 9889, "completion_tokens_details": null, "prompt_tokens_details": { "audio_tokens": null, "cached_tokens": 22 } }	20251207105539de53ab4c9fb04a21
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