[GUI Plugin] Chapter Summarizer — Flash and detailed AI summaries, ready to use

[Wiggo]

With this gemma-3-1b I'm struggling getting the summary in German.

Edit: and there are strange duplicates

Spoiler:

# Heimkehr

- Source: C:\Users\andre\SynologyDrive\Calibre_Drive Library\Torsten Weitze\Heimkehr (93807)\Heimkehr - Torsten Weitze.epub
- Format: epub | Document type: reference
- Source language: Deutsch | Output language: Deutsch
- Base paragraphs per chapter: 2 | Request pace used: 0s (free=1s, other=0s)
- Reasoning strategy: auto | Chunk size: 1400 words
- Provider: LMStudio | Requested model: gemma-3-1b-it-qat
- Actual model: gemma-3-1b-it-qat
- Requests: 74 (attempts: 74)
- Duration: 0:00 | Generated: 2026-07-05 11:49
- Chapters detected: 39

## 1. Vorwort

The Heimkehr chapter details the events leading to the rise of the Sigille, a new era of survival and stability in the shattered kingdom of Deatril. The Aethrim, initially created as servants to the Streitende Götter, began fighting over their Sigillen, ultimately resulting in the birth of new Aethrim and the subsequent conflict between the Götter. This conflict led to Malkar’s suppression of Sigille and the creation of a sealed chamber. A plan by Xul-Baar, Wianari, and the Unstete Gott to end Malkar's reign was foiled by a young woman named Niri, who offered her services as a student at the Sturmfels-Akademie. Niri's intervention sparked a new alliance, with her assisting in the defeat of Malkar and ultimately serving as a statthalter for the split land, preventing a complete collapse of Deatril. The chapter emphasizes the significance of the Jungen im Zimmer and his role in averting a catastrophic conflict.

## 2. Prolog

Der junge Mann steht vor einem Fenster, dessen Ausblick sowohl ein Segen als auch ein Fluch darstellt. Er betrachtet die Sigille der Zukunft, eine Art magische Präsenz, die ihm hilft, die Möglichkeiten der möglichen Zukunft zu verstehen. Er erkennt, dass die Sigille nicht die Zukunft selbst bestimmt, sondern lediglich einen Weg darstellt, in den die Zukunft verläuft. Seine Aufmerksamkeit richtet sich nun auf Niri und ihre Gefährten, die in einer neuen Welt ankommen und eine neue Lebensweise einleben. Die Magie der Sigille zeigt ihm, dass die Zukunft von Tarikh al Sal-ka-Nar, dem Prinzen des Staubs und Schatten, abhängt, da er nach mehr über die mysteriöse Magie seiner Familie erfahren möchte.

**Sigille der Zukunft:** Der junge Mann steht vor einem Fenster, dessen Ausblick sowohl ein Segen als auch ein Fluch darstellt. Er betrachtet die Sigille der Zukunft, eine Art magische Präsenz, die ihm hilft, die Möglichkeiten der möglichen Zukunft zu verstehen. Er erkennt, dass die Sigille nicht die Zukunft selbst bestimmt, sondern lediglich einen Weg darstellt, in den die Zukunft verläuft. Seine Aufmerksamkeit richtet sich nun auf Niri und ihre Gefährten, die in einer neuen Welt ankommen und eine neue Lebensweise einleben. Die Magie der Sigille zeigt ihm, dass die Zukunft von Tarikh al Sal-ka-Nar, dem Prinzen des Staubs und Schatten, abhängt, da er nach mehr über die mysteriöse Magie seiner Familie erfahren möchte.

## 3. Kapitel 1

In "Heimkehr", Chapter 1, the narrative centers on Prince Kaelen and his horse as they navigate a perilous section of the Stone Fence. This journey is disrupted by a sudden and catastrophic shift – Malkar’s actions trigger a massive rift in the riverbed, unleashing Deatril’s forces and triggering widespread devastation across the land. Tarikh, grappling with this unprecedented event, realizes the gravity of the situation and is tasked with understanding the source of the disturbance, specifically recognizing the profound consequences of Malkar's interference within the established Sigille of the Stone. This realization leads him to a desperate quest – to unravel the true nature of Deatril’s threat and develop a solution to avert further calamity. The chapter vividly portrays the initial collapse of the riverbed, symbolizing a new era of destruction for the region, and sets the stage for a series of escalating disasters as the Götter's influence grows.

**Sigille der Zukunft:** In "Heimkehr", Chapter 1, the narrative centers on Prince Kaelen and his horse as they navigate a perilous section of the Stone Fence. This journey is disrupted by a sudden and catastrophic shift – Malkar’s actions trigger a massive rift in the riverbed, unleashing Deatril’s forces and triggering widespread devastation across the land. Tarikh, grappling with this unprecedented event, realizes the gravity of the situation and is tasked with understanding the source of the disturbance, specifically recognizing the profound consequences of Malkar's interference within the established Sigille of the Stone. This realization leads him to a desperate quest – to unravel the true nature of Deatril’s threat and develop a solution to avert further calamity. The chapter vividly portrays the initial collapse of the riverbed, symbolizing a new era of destruction for the region, and sets the stage for a series of escalating disasters as the Götter's influence grows.

## 4. Kapitel 2

Chapter 2 of Heimkehr delves into the perilous journey of Prince Tarikh and his loyal horse, Amnur, as they navigate the harsh and unforgiving landscape of Deatril. The narrative centers around a complex mission – rescuing Ulmuthat, a woman held captive by bandits led by Mashram, who are primarily interested in the unique cactus produced by the Findling. The prince's increasing self-doubt is underscored by his questioning of his actions while confronting the growing threat to Amnur’s well-being. A crucial discovery – a stone fragment and an unexpected encounter with the Fremden – reveals a disturbing pattern of exploitation and imbalance in this situation, suggesting a deliberate manipulation of individuals for profit rather than genuine connection. The presence of Yamina eibin Tulmasi further complicates matters as she acts as a conduit for a debt that extends beyond simple assistance, highlighting a power dynamic centered around perceived value and objectification. The overall tone is one of survival against overwhelming odds, fueled by the Prince's determination to fulfill his responsibilities while grappling with a sense of displacement amidst the shifting realities of Deatril.

**Sigille der Zukunft:** Chapter 2 of Heimkehr delves into the perilous journey of Prince Tarikh and his loyal horse, Amnur, as they navigate the harsh and unforgiving landscape of Deatril. The narrative centers around a complex mission – rescuing Ulmuthat, a woman held captive by bandits led by Mashram, who are primarily interested in the unique cactus produced by the Findling. The prince's increasing self-doubt is underscored by his questioning of his actions while confronting the growing threat to Amnur’s well-being. A crucial discovery – a stone fragment and an unexpected encounter with the Fremden – reveals a disturbing pattern of exploitation and imbalance in this situation, suggesting a deliberate manipulation of individuals for profit rather than genuine connection. The presence of Yamina eibin Tulmasi further complicates matters as she acts as a conduit for a debt that extends beyond simple assistance, highlighting a power dynamic centered around perceived value and objectification. The overall tone is one of survival against overwhelming odds, fueled by the Prince's determination to fulfill his responsibilities while grappling with a sense of displacement amidst the shifting realities of Deatril.

[Comfy.n]

Originally Posted by Wiggo

With this gemma-3-1b I'm struggling getting the summary in German.

Edit: and there are strange duplicates

Spoiler:

# Heimkehr

- Source: C:\Users\andre\SynologyDrive\Calibre_Drive Library\Torsten Weitze\Heimkehr (93807)\Heimkehr - Torsten Weitze.epub
- Format: epub | Document type: reference
- Source language: Deutsch | Output language: Deutsch
- Base paragraphs per chapter: 2 | Request pace used: 0s (free=1s, other=0s)
- Reasoning strategy: auto | Chunk size: 1400 words
- Provider: LMStudio | Requested model: gemma-3-1b-it-qat
- Actual model: gemma-3-1b-it-qat
- Requests: 74 (attempts: 74)
- Duration: 0:00 | Generated: 2026-07-05 11:49
- Chapters detected: 39

## 1. Vorwort

The Heimkehr chapter details the events leading to the rise of the Sigille, a new era of survival and stability in the shattered kingdom of Deatril. The Aethrim, initially created as servants to the Streitende Götter, began fighting over their Sigillen, ultimately resulting in the birth of new Aethrim and the subsequent conflict between the Götter. This conflict led to Malkar’s suppression of Sigille and the creation of a sealed chamber. A plan by Xul-Baar, Wianari, and the Unstete Gott to end Malkar's reign was foiled by a young woman named Niri, who offered her services as a student at the Sturmfels-Akademie. Niri's intervention sparked a new alliance, with her assisting in the defeat of Malkar and ultimately serving as a statthalter for the split land, preventing a complete collapse of Deatril. The chapter emphasizes the significance of the Jungen im Zimmer and his role in averting a catastrophic conflict.

## 2. Prolog

Der junge Mann steht vor einem Fenster, dessen Ausblick sowohl ein Segen als auch ein Fluch darstellt. Er betrachtet die Sigille der Zukunft, eine Art magische Präsenz, die ihm hilft, die Möglichkeiten der möglichen Zukunft zu verstehen. Er erkennt, dass die Sigille nicht die Zukunft selbst bestimmt, sondern lediglich einen Weg darstellt, in den die Zukunft verläuft. Seine Aufmerksamkeit richtet sich nun auf Niri und ihre Gefährten, die in einer neuen Welt ankommen und eine neue Lebensweise einleben. Die Magie der Sigille zeigt ihm, dass die Zukunft von Tarikh al Sal-ka-Nar, dem Prinzen des Staubs und Schatten, abhängt, da er nach mehr über die mysteriöse Magie seiner Familie erfahren möchte.

**Sigille der Zukunft:** Der junge Mann steht vor einem Fenster, dessen Ausblick sowohl ein Segen als auch ein Fluch darstellt. Er betrachtet die Sigille der Zukunft, eine Art magische Präsenz, die ihm hilft, die Möglichkeiten der möglichen Zukunft zu verstehen. Er erkennt, dass die Sigille nicht die Zukunft selbst bestimmt, sondern lediglich einen Weg darstellt, in den die Zukunft verläuft. Seine Aufmerksamkeit richtet sich nun auf Niri und ihre Gefährten, die in einer neuen Welt ankommen und eine neue Lebensweise einleben. Die Magie der Sigille zeigt ihm, dass die Zukunft von Tarikh al Sal-ka-Nar, dem Prinzen des Staubs und Schatten, abhängt, da er nach mehr über die mysteriöse Magie seiner Familie erfahren möchte.

## 3. Kapitel 1

In "Heimkehr", Chapter 1, the narrative centers on Prince Kaelen and his horse as they navigate a perilous section of the Stone Fence. This journey is disrupted by a sudden and catastrophic shift – Malkar’s actions trigger a massive rift in the riverbed, unleashing Deatril’s forces and triggering widespread devastation across the land. Tarikh, grappling with this unprecedented event, realizes the gravity of the situation and is tasked with understanding the source of the disturbance, specifically recognizing the profound consequences of Malkar's interference within the established Sigille of the Stone. This realization leads him to a desperate quest – to unravel the true nature of Deatril’s threat and develop a solution to avert further calamity. The chapter vividly portrays the initial collapse of the riverbed, symbolizing a new era of destruction for the region, and sets the stage for a series of escalating disasters as the Götter's influence grows.

**Sigille der Zukunft:** In "Heimkehr", Chapter 1, the narrative centers on Prince Kaelen and his horse as they navigate a perilous section of the Stone Fence. This journey is disrupted by a sudden and catastrophic shift – Malkar’s actions trigger a massive rift in the riverbed, unleashing Deatril’s forces and triggering widespread devastation across the land. Tarikh, grappling with this unprecedented event, realizes the gravity of the situation and is tasked with understanding the source of the disturbance, specifically recognizing the profound consequences of Malkar's interference within the established Sigille of the Stone. This realization leads him to a desperate quest – to unravel the true nature of Deatril’s threat and develop a solution to avert further calamity. The chapter vividly portrays the initial collapse of the riverbed, symbolizing a new era of destruction for the region, and sets the stage for a series of escalating disasters as the Götter's influence grows.

## 4. Kapitel 2

Chapter 2 of Heimkehr delves into the perilous journey of Prince Tarikh and his loyal horse, Amnur, as they navigate the harsh and unforgiving landscape of Deatril. The narrative centers around a complex mission – rescuing Ulmuthat, a woman held captive by bandits led by Mashram, who are primarily interested in the unique cactus produced by the Findling. The prince's increasing self-doubt is underscored by his questioning of his actions while confronting the growing threat to Amnur’s well-being. A crucial discovery – a stone fragment and an unexpected encounter with the Fremden – reveals a disturbing pattern of exploitation and imbalance in this situation, suggesting a deliberate manipulation of individuals for profit rather than genuine connection. The presence of Yamina eibin Tulmasi further complicates matters as she acts as a conduit for a debt that extends beyond simple assistance, highlighting a power dynamic centered around perceived value and objectification. The overall tone is one of survival against overwhelming odds, fueled by the Prince's determination to fulfill his responsibilities while grappling with a sense of displacement amidst the shifting realities of Deatril.

**Sigille der Zukunft:** Chapter 2 of Heimkehr delves into the perilous journey of Prince Tarikh and his loyal horse, Amnur, as they navigate the harsh and unforgiving landscape of Deatril. The narrative centers around a complex mission – rescuing Ulmuthat, a woman held captive by bandits led by Mashram, who are primarily interested in the unique cactus produced by the Findling. The prince's increasing self-doubt is underscored by his questioning of his actions while confronting the growing threat to Amnur’s well-being. A crucial discovery – a stone fragment and an unexpected encounter with the Fremden – reveals a disturbing pattern of exploitation and imbalance in this situation, suggesting a deliberate manipulation of individuals for profit rather than genuine connection. The presence of Yamina eibin Tulmasi further complicates matters as she acts as a conduit for a debt that extends beyond simple assistance, highlighting a power dynamic centered around perceived value and objectification. The overall tone is one of survival against overwhelming odds, fueled by the Prince's determination to fulfill his responsibilities while grappling with a sense of displacement amidst the shifting realities of Deatril.

Attachment 224221

Make sure you're running the latest CS 1.2 version. The zero duration in the summary metadata indicates an issue I consider fully fixed on latest version. Forgot to mention in changelog.

I confirm this model can sometimes be sort of stubborn to produce output in languages other than English. And I don't recommend using local models at all - consumer hardware only supports highly quantized models and run at incomparably slower speed.

Regarding the small duplicate content, what I see is:

Chapter 2 "Prolog" summary: "Der junge Mann steht vor einem Fenster..."
Highlight: "Sigille der Zukunft: Der junge Mann steht vor einem Fenster..."

I'm taking a look, this could be due to an overly broad fallback used when model is outputting mixed-language or malformed responses that the parser mishandles.

Thank you for posting the summary info!

[Wiggo]

Originally Posted by Comfy.n

Make sure you're running the latest CS 1.2 version. The zero duration in the summary metadata indicates an issue I consider fully fixed on latest version. Forgot to mention in changelog.

Oh, I have to check

I confirm this model can sometimes be sort of stubborn to produce output in languages other than English. And I don't recommend using local models at all - consumer hardware only supports highly quantized models and run at incomparably slower speed.

What would you recommend then? I hit OpenRouter’s limits pretty quickly, and I’m not familiar with any of the other providers.

Regarding the small duplicate content, what I see is:

Chapter 2 "Prolog" summary: "Der junge Mann steht vor einem Fenster..."
Highlight: "Sigille der Zukunft: Der junge Mann steht vor einem Fenster..."

I'm taking a look, this could be due to an overly broad fallback used when model is outputting mixed-language or malformed responses that the parser mishandles.

Thank you for posting the summary info!

Thank you for this PI!

[Comfy.n]

I was trying to focus on another plugin I plan to release today but I found a fix for the language drift; new version will hopefully fully fix it, shortly.

[Comfy.n]

Version 1.3

- Fix language drift and redundancy on some highlights / key events section.
- UI fixes

Originally Posted by Wiggo

What would you recommend then? I hit OpenRouter’s limits pretty quickly, and I’m not familiar with any of the other providers.

Go for NVIDIA Free API. There are many good models such as Kimi 2.6, Llama instruct, Nemotrons Omni, Ultra and Super. The gpt oss is good too, but seems to have a more strict rate limit.

[Comfy.n]

I've uploaded a hotfix for a minor issue. Latest version is 1.3.1.

[Wiggo]

Hi Comfy

CS 1.3.1.

Spoiler:

Heimkehr
Source: C:\Users\andre\SynologyDrive\Calibre_Drive Library\Torsten Weitze\Heimkehr (93807)\Heimkehr - Torsten Weitze.epub
Format: epub | Document type: fiction
Source language: Deutsch | Output language: Deutsch
Base paragraphs per chapter: 2 | Request pace used: 0s (free=1s, other=0s)
Reasoning strategy: auto | Chunk size: 1400 words
Provider: LMStudio | Requested model: gemma-3-1b-it-qat
Actual model: gemma-3-1b-it-qat
Requests: 31 (attempts: 31)
Duration: 0:00 | Generated: 2026-07-06 18:53
Chapters detected: 34

1. Vorwort
Die Kapitel erzählt die Erstellung von Sigills und den escalatingen Konflikt zwischen Aethrim und Götter in der Welt Deatril. Angetrieben von einem jungen Charakter namens Niri, enthüllt die Geschichte einen entscheidenden Moment, in dem eine potenzielle Allianz mit einer mysteriösen weiblichen Figur – Niri – initiiert wird, um möglicherweise die lange bestehende Rivalität zu lösen. Die Kapitel beschreibt den brutalen Kreislauf des Konflikts, der sich schließlich am Versuch von Malkar zur Unterdrückung von Sigills und letztendlich an der Rolle von Niri als strategischer Komponente orientiert, die einen neuen Weg zur Friedensfindung eröffnet.

2. Prolog
Der junge Charakter Niri, in einem Zimmer mit einer Sigille, wird durch eine Vision der Zukunft und die Hilfe eines Prinzen namens Tarikh al Sal-ka-Nar in Konflikt mit dem Aethrim-Königreich und den Göttern zu kämpfen. Der Konflikt zielt auf das Schicksal Deatrils ab und führt zu einer Reihe von Machtkämpfen und Intrigen, wobei Niri als Schlüssel zur Lösung des Problems dargestellt wird und ihr zukünftiges Leben durch die Sigille beeinflusst wird.

3. Kapitel 1
Tarikh’s initial journey into the Götter region is fraught with danger, attempting to uncover information about his family's history and magical potential.

Key event: Tarikh’s initial journey into the Götter region is fraught with danger as he attempts to uncover information about his family's history and magical potential.
The collapse of the Stone Circle triggers widespread destruction, including riverbank collapses and a chasm formation, showcasing the scale of the disaster.
Tarikh recognizes the connection between the Stone Circle’s collapse and Deatril’s actions, suggesting a larger, more perilous threat to the region.
The bandits' apparent focus on robbery intensifies the sense of impending danger and establishes a predatory element in their approach.
The chapter builds towards a climax of conflict as Tarikh is increasingly isolated by the situation, highlighting his vulnerability and inner turmoil.

4. Kapitel 2
Die erste Kapitelstelle zeigt Tarikhs zurückgezogene Existenz auf den trostlosen Ebenen von Aun-Mals, die durch eine allgegenwärtige Isolation und den Wunsch nach einem bedeutsameren Leben gekennzeichnet ist. Seine anfänglichen Interaktionen mit der Banditengruppe sind entscheidend, wodurch er seine Selbstwahrnehmung in Frage stellt und seine Annahmen über seinen Wert hinterfragt. Die Anwesenheit des Rah-shar—einer Symbolik, die sowohl Gefahr als auch potenzielle Verbindung vereint—unterstreicht die Komplexität seiner Situation und dient als Ausgangspunkt für eine größere Handlung, die den Aufstieg von Shemshanir beinhaltet. Eine Schlüsselentdeckung bezieht sich auf die Natur der beteiligten Frauen in der Rettungsaktion, wodurch ein Netzwerk mit Aelderheym verbunden wird und möglicherweise ihre Entscheidungen beeinflussen könnte.
Der Treffen mit den Plünderern unterstreicht eine aggressivere und ausbeuterische Kraft, die innerhalb des Gebiets agiert, Tarikhs anfänglichen Einschätzung der Situation herausfordert.
Die Verbindung des Rah-shar zu Aelderheym deutet auf ein geheimes Netzwerk hin, das Ereignisse beeinflusst und möglicherweise Tarikhs Weg formt, was Fragen nach seinen Loyalitäten aufwirft.

Key event: Tarikh's arrival on Aun-Mals signifies his initial detachment from the academy and his yearning for purpose, contrasting sharply with his desire for companionship.
The encounter with the Plünderers highlights a more aggressive and exploitative force operating within the region, challenging Tarikh’s initial assessment of the situation.
The Rah-shar’s connection to Aelderheym suggests a clandestine network influencing events and potentially shaping Tarikh's path, raising questions about his allegiances.
The subtle shift in Tarikh’s demeanor—a blend of resignation and burgeoning awareness—signals a strategic re-evaluation of his goals, hinting at a deeper understanding of his potential role.

5. Kapitel 3
Die Kapitel beginnt mit einer Interaktion zwischen Tarikh und Yamina, die durch Yaminas Herausforderung an Tarih’s Überzeugung von den Jhashiim als mächtige Herrscher gekennzeichnet ist, was die Annahme der Jhashiim als mehr als nur Legenden suggeriert. Eine bedeutende Entdeckung – die Anwesenheit von Goldmünzen – entfesselt einen Konflikt zwischen ihnen und führt zu Yaminas Forderung nach Zahlung für ihre Freiheit. Das Ereignis enthüllt, dass Aefriit, eine seltene und geheimnisvolle Macht, die mit den Ok-esteks verbunden ist, eine erhebliche Einflussnahme auf die Region ausübt. Yaminas Behauptung der Dominanz über Tarih führt zu einem dramatischen Konflikt, in dem sie ihre Geschicklichkeit einsetzt, um Tarih unter ihrem eigenen Kleidungsstück einzusperren und ihn dazu zwingen kann, seine wahre Natur als Geist-Beuger zu erkennen, getrieben von einer intensiven Sehnsucht nach Anerkennung. Die Kapitel werden dann mit Niri und ihren Gefolgschafts vorgestellt, deren Reise sich auf die Transformation der Oase konzentriert – eine einst reichhaltige Region, nun in einen öde gewordenen Zustand nach einem verheerenden Niedergang. Die Entdeckung des Sieben Segen deutet auf ein vergangenes Wohlstand und verbindet die Oase mit einer größeren historischen Erzählung von politischen Intrigen und alten Prophezeiungen.

Key event: Yamina challenges Tarikh’s perception of the Jhashiim as powerful rulers.
The discovery of gold coins triggers conflict and a challenge to Tarikh's beliefs.
Yamina reveals the rare and enigmatic nature of Aefriit, linking it to the Ok-esteks.
The dramatic confrontation reveals Tarikh’s true identity – a spirit-beuger driven by a desperate need for recognition.
The scene involves a forceful capture and trapping of Tarikh under her own clothing, forcing him to confront his own insecurities.

6. Kapitel 4
Die Geschichte verfolgt eine verzweifelte Expedition unter Führung von Tarikh und Yamina, die einen wichtigen Relikt aus den gefährlichen Sanden von Heimkehr zurückholen muss. Ihre anfänglichen Versuche zur Eliminierung von Plunderkämpfern führen zu katastrophalen Konsequenzen – die Entfaltung einer zerstörerischen Kraft auf dem Dschungel. Die Erzählung etabliert eine entscheidende Verbindung zwischen Tarikh und Yamina, die ihre geteilte Isolation und ein anhaltendes Gefühl der Besorgnis über die Vergangenheit hervorhebt. Die Ankunft des mystischen Sandsängers verschärft die Lage, da er Wissen über vergangene Ereignisse preisgibt und Tarikh dazu zwingt, mit den Konsequenzen des Konflikts ihrer Vergangenheit zu kämpfen. Der Gruppe gegenüberstehen mehrere Xaxukk, gigantische reptilische Kreaturen, die sie in eine verzweifelte westward Reise nach Chubrat zwingen, wo sie feindliche Siedlungen auf dem Weg begegnen. Die Reise ist von Gefahren geprägt, die durch Hunger, Banditen und den ständigen Druck des Todes gekennzeichnet sind, während Tarikh mit der moralischen Implikation seiner Abhängigkeit von Yamina und dem drohenden Schicksal der geflohenen Bewohner ringt. Letztendlich unterstreicht die Episode eine komplexe strategische Verhandlung, die sich um einen wichtigen Ritt in Chubrat dreht, wo das Schicksal der Stadt auf einem fragilen Gleichgewicht zwischen Vertrauen, Überleben und rücksichtsloser Entscheidungsfindung beruht.

Key event: The protagonists are forced to confront the consequences of their actions when attempting to eliminate invaders.
A mysterious Sandsänger reveals knowledge of past events and warns Tarikh about potential devastation.
Yamina’s skepticism towards the Sandsänger, coupled with her discovery of a strategic crisis, marks a pivotal shift in dynamics.
The sudden appearance of Xaxukk – colossal reptilian beasts – dramatically alters the landscape and poses an immediate threat.
Tarikh's reliance on Yamina becomes increasingly fraught with moral dilemma and the potential loss of innocent lives.

Now it's a mix of German and English and the key event is sometimes not ignored, sometimes it is.

Btw, I tried Nvidia but it took ages for the first chapter so I stopped it.

[Comfy.n]

I'll take a look but this might take long this time. In the meantime, I suggest you try other models, preferrably not local. Try more Openrouter's free models like Laguna XS series and Liquid. I see there's a Hy3 there. The Tencent models are usually great and seem to be less rate-limit restricted.

https://openrouter.ai/models?q=free&order=newest

[p0lrb3ar]

This is a very cool plugin! Thank you for sharing it. One question, can you provide an option to not include the run information when appending to comments?

I don't want to include this bit in the comments, especially for batch jobs:

- Summary type: Flash overview
- Source: E:\_shared\Non-Fiction\Iron Eyes Cody\Indian Talk Hand Signals of the Am (10454)\Indian Talk Hand Signals of the - Iron Eyes Cody.pdf
- Format: pdf | Document type: nonfiction
- Source language: English | Output language: same as source
- Base paragraphs per chapter: 2 | Request pace used: 0s (free=1s, other=0s)
- Reasoning strategy: auto | Chunk size: 1400 words
- Provider: LMStudio | Requested model: google/gemma-4-e2b
- Actual model: google/gemma-4-e2b
- Requests: 2 (attempts: 2)
- Duration: 0:28 | Generated: 2026-07-06 10:37

Cheers!

[Comfy.n]

Originally Posted by p0lrb3ar

This is a very cool plugin! Thank you for sharing it. One question, can you provide an option to not include the run information when appending to comments?

I don't want to include this bit in the comments, especially for batch jobs:

- Summary type: Flash overview
- Source: E:\_shared\Non-Fiction\Iron Eyes Cody\Indian Talk Hand Signals of the Am (10454)\Indian Talk Hand Signals of the - Iron Eyes Cody.pdf
- Format: pdf | Document type: nonfiction
- Source language: English | Output language: same as source
- Base paragraphs per chapter: 2 | Request pace used: 0s (free=1s, other=0s)
- Reasoning strategy: auto | Chunk size: 1400 words
- Provider: LMStudio | Requested model: google/gemma-4-e2b
- Actual model: google/gemma-4-e2b
- Requests: 2 (attempts: 2)
- Duration: 0:28 | Generated: 2026-07-06 10:37

Cheers!

Sure! I sometimes needed that for testing purposes but it must be an option, indeed.

[Wiggo]

OK, it’s the same as always in life – good work comes at a price.

I’ve just spent $10 and it’s quick and there’s no more rate limit.
ChatGPT recommended me this one - Qwen3 Next 80B A3B Instruct

[Comfy.n]

Originally Posted by Wiggo

OK, it’s the same as always in life – good work comes at a price.

I’ve just spent $10 and it’s quick, and there’s no more rate limit.
ChatGPT recommended me this one - Qwen3 Next 80B A3B Instruct

Yeah, they got me too.

Qwens would often give me timeouts on Openrouter.

[Wiggo]

Oh, 34 chapters are only 0,11$

Edit: ChatGPT's additional prompt recommendation

Spoiler:

Create a complete yet concise summary. Pay special attention to new characters, locations, factions, magic, technology, artifacts, and world-building details.
Include all major plot developments and important new information. It's better to be slightly more detailed than to omit important information. Do not speculate or interpret.

[Comfy.n]

Stick to the free models and relax privacy permissions, such as "Allow prompt usage" and the like. This expands model availability.

[p0lrb3ar]

I dislike paying for AI, it's so expensive with API calls. For API calls in the cloud, I use Cerebras.ai free tier due to it's simplictic API. It's always fast, but you have to pay attention to the rate limits for most free tiers.

For cerebras the limits are:

• Requests per minute: 5
• Requests per hour: 150
• Requests per day: 2400

You can tell that most rate limits are descending in design so you have to actually calculate your rate based on the number of prompts you are sending and fit it into one of the rate limit categories.

I'm working on comments for 1,000 books at approximately 2 prompts per books (observed testing), so ~2,000 prompts. The daily limit is 2400 requests or 1-request every 36-seconds (86400 sec/day / 2400 requests/day = 36). If I set a rate limiter with this number I can process all of my books within a 24-hour period. With this you could set a batch job with rate limiting, and just let it run on it's own until complete. This also keeps me under the 150-requests/hour and 5-requests/minute thresholds, so I know I won't be timed out by the platform during the run.

You would need to request a rate limit feature for this plugin to do this though.

For tasks like this I like to run a small local model. Most computers can run a small model in ollama. It's slow, but easy to setup, and you can let it pine away while you do other things. I've tested small Mistral variants and they work fine for this on plugin in ollama on an Intel i7 with 16-32GB of RAM. Small models are fine when you don't have a gaming video card or a system with unified RAM.