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Research#llm📝 BlogAnalyzed: Jan 4, 2026 05:54

Blurry Results with Bigasp Model

Published:Jan 4, 2026 05:00
1 min read
r/StableDiffusion

Analysis

The article describes a user's problem with generating images using the Bigasp model in Stable Diffusion, resulting in blurry outputs. The user is seeking help with settings or potential errors in their workflow. The provided information includes the model used (bigASP v2.5), a LoRA (Hyper-SDXL-8steps-CFG-lora.safetensors), and a VAE (sdxl_vae.safetensors). The article is a forum post from r/StableDiffusion.
Reference

“I am working on building my first workflow following gemini prompts but i only end up with very blurry results. Can anyone help with the settings or anything i did wrong?”

Permalinkr/StableDiffusion
Research#llm📝 BlogAnalyzed: Jan 3, 2026 18:04

Gemini CLI Fails to Read Files in .gitignore

Published:Jan 3, 2026 12:51
1 min read
Zenn Gemini

Analysis

The article describes a specific issue with the Gemini CLI where it fails to read files that are listed in the .gitignore file. It provides an example of the error message and hints at the cause being related to the internal tools of the CLI.

Key Takeaways

Reference

“Error executing tool read_file: File path '/path/to/file.mp3' is ignored by configured ignore patterns.”

PermalinkZenn Gemini
Research Paper#Graph Theory, Parameterized Complexity, Fair Division🔬 ResearchAnalyzed: Jan 3, 2026 06:13

Parameterized Complexity of Fair Orientations in Graphs

Published:Dec 31, 2025 18:30
1 min read
ArXiv

Analysis

This paper investigates the computational complexity of finding fair orientations in graphs, a problem relevant to fair division scenarios. It focuses on EF (envy-free) orientations, which have been less studied than EFX orientations. The paper's significance lies in its parameterized complexity analysis, identifying tractable cases, hardness results, and parameterizations for both simple graphs and multigraphs. It also provides insights into the relationship between EF and EFX orientations, answering an open question and improving upon existing work. The study of charity in the orientation setting further extends the paper's contribution.
Reference

“The paper initiates the study of EF orientations, mostly under the lens of parameterized complexity, presenting various tractable cases, hardness results, and parameterizations.”

PermalinkArXiv
Research Paper#Fluid Dynamics, Polymer Physics🔬 ResearchAnalyzed: Jan 3, 2026 06:19

Vortex Pair Interaction with Polymer Layer

Published:Dec 31, 2025 16:10
1 min read
ArXiv

Analysis

This paper investigates the interaction of vortex pairs with a layer of polymeric fluid, a problem distinct from traditional vortex-boundary interactions in Newtonian fluids. It explores how polymer concentration, relaxation time, layer thickness, and polymer extension affect energy and enstrophy. The key finding is that the polymer layer can not only dissipate vortical motion but also generate new coherent structures, leading to transient energy increases and, in some cases, complete dissipation of the primary vortex. This challenges the conventional understanding of polymer-induced drag reduction and offers new insights into vortex-polymer interactions.
Reference

“The formation of secondary and tertiary vortices coincides with transient increases in kinetic energy, a behavior absent in the Newtonian case.”

PermalinkArXiv
Research Paper#Physics, Dynamical Systems🔬 ResearchAnalyzed: Jan 3, 2026 06:25

Dynamics of Collapsing Particles: A Dynamical System Approach

Published:Dec 31, 2025 11:58
1 min read
ArXiv

Analysis

This paper investigates the collision dynamics of four inelastic hard spheres in one dimension, a problem relevant to understanding complex physical systems. The authors use a dynamical system approach (the b-to-b mapping) to analyze collision orders and identify periodic and quasi-periodic orbits. This approach provides a novel perspective on a well-studied problem and potentially reveals new insights into the system's behavior, including the discovery of new periodic orbit families and improved bounds on stable orbits.
Reference

“The paper discovers three new families of periodic orbits and proves the existence of stable periodic orbits for restitution coefficients larger than previously known.”

PermalinkArXiv
Research#llm📝 BlogAnalyzed: Dec 28, 2025 19:00

Which are the best coding + tooling agent models for vLLM for 128GB memory?

Published:Dec 28, 2025 18:02
1 min read
r/LocalLLaMA

Analysis

This post from r/LocalLLaMA discusses the challenge of finding coding-focused LLMs that fit within a 128GB memory constraint. The user is looking for models around 100B parameters, as there seems to be a gap between smaller (~30B) and larger (~120B+) models. They inquire about the feasibility of using compression techniques like GGUF or AWQ on 120B models to make them fit. The post also raises a fundamental question about whether a model's storage size exceeding available RAM makes it unusable. This highlights the practical limitations of running large language models on consumer-grade hardware and the need for efficient compression and quantization methods. The question is relevant to anyone trying to run LLMs locally for coding tasks.
Reference

“Is there anything ~100B and a bit under that performs well?”

Permalinkr/LocalLLaMA
Research#llm📝 BlogAnalyzed: Dec 27, 2025 13:03

Generating 4K Images with Gemini Pro on Nano Banana Pro: Is it Possible?

Published:Dec 27, 2025 11:13
1 min read
r/Bard

Analysis

This Reddit post highlights a user's struggle to generate 4K images using Gemini Pro on a Nano Banana Pro device, consistently resulting in 2K resolution outputs. The user questions whether this limitation is inherent to the hardware, the software, or a configuration issue. The post lacks specific details about the software used for image generation, making it difficult to pinpoint the exact cause. Further investigation would require knowing the specific image generation tool, its settings, and the capabilities of the Nano Banana Pro's GPU. The question is relevant to users interested in leveraging AI image generation on resource-constrained devices.
Reference

“"im trying to generate the 4k images but always end with 2k files I have gemini pro, it's fixable or it's limited at 2k?"”

Permalinkr/Bard
Research#llm👥 CommunityAnalyzed: Jan 4, 2026 09:01

OpenAI promised to make its AI safe. Employees say it 'failed' its first test

Published:Jul 12, 2024 21:40
1 min read
Hacker News

Analysis

The article highlights a potential failure of OpenAI's safety protocols, as perceived by its own employees. This suggests internal concerns about the responsible development and deployment of AI. The use of the word "failed" is strong and implies a significant breach of trust or a serious flaw in their safety measures. The source, Hacker News, indicates a tech-focused audience, suggesting the issue is relevant to the broader tech community.
Reference

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PermalinkHacker News
Research#llm📝 BlogAnalyzed: Dec 25, 2025 14:10

Adversarial Attacks on LLMs

Published:Oct 25, 2023 00:00
1 min read
Lil'Log

Analysis

This article discusses the vulnerability of large language models (LLMs) to adversarial attacks, also known as jailbreak prompts. It highlights the challenges in defending against these attacks, especially compared to image-based adversarial attacks, due to the discrete nature of text data and the lack of direct gradient signals. The author connects this issue to controllable text generation, framing adversarial attacks as a means of controlling the model to produce undesirable content. The article emphasizes the importance of ongoing research and development to improve the robustness and safety of LLMs in real-world applications, particularly given their increasing prevalence since the launch of ChatGPT.
Reference

“Adversarial attacks or jailbreak prompts could potentially trigger the model to output something undesired.”

PermalinkLil'Log