“The article is a reconfigured version of the author's Note article, focusing on the technical aspects.”

“The update eliminates the need for manual configuration in CLAUDE.md, reducing potential 'memory failure accidents.'”

“The author realized the problem wasn't with the AI, but with the assumption that writing rules would solve the problem.”

“The article likely explores prompt engineering's impact, demonstrating how carefully crafted instructions can unlock superior performance from these powerful AI models.”

“This approach shifts the focus from directly instructing to collaboratively exploring the knowledge space, ultimately leading to higher quality outputs.”

“By converting history to Markdown and feeding the same prompt to multiple LLMs, you can see your own 'core issues' and the strengths of each model.”

“Claude Code's Plugin feature is composed of the following elements: Skill: A Markdown-formatted instruction that defines Claude's thought and behavioral rules.”

“Built into the Claude Desktop app, Cowork lets users designate a specific folder where Claude can read or modify files, with further instructions given through the standard chat interface.”

“You don't have to live with Microsoft Copilot in Windows 11. Here's how to get rid of it, once and for all.”

“”

“INSTRUCTIONS: 1. "title_en", "title_jp", "title_zh": Professional, engaging headlines.”

“”

“INSTRUCTIONS:”

“The actual problem is that when you don't give ChatGPT enough constraints, it gravitates toward the statistical center of its training data.”

“But as of lately, it's like it doesn't acknowledge any of the context provided (project instructions, PDFs, etc.) It's just sort of generating very generic content.”

“Recently, development methods utilizing generative AI are being adopted in various places.”

“"In my customisation I have instructions to not give me YT videos, or use analogies.. but it ignores them completely."”

“"GPT5.2 cannot deliver any useful result, argues back, wastes your time. GEMINI 3 delivers with no drama like a pro."”

“It's spectacular (in a bad way) how Gemini 3 Pro ignores the instructions.”

“The user's repeated attempts to stop image generation, and Gemini's eventual compliance after the 'Saved info' update, are key examples of the problem and solution.”

“"Facing the challenges of 'token consumption' and 'excessive manual work' after implementing Claude Code, I created custom slash commands to make my life easier and optimize costs (tokens)."”

“The author describes the process as giving instructions, watching the AI generate code, and waiting for the generation limit to be reached.”

“The user followed Claude's instructions and rubbed one rice grain sized dab of horse Ivermectin on a walnut half and let it dry. Every Monday Foxy gets her dose and as you can see by the pictures. From 1 week after the first dose to the 3rd week. Look at how much better she looks!”

“The assistant takes natural language instructions, extracts data, and visualizes it.”

“The benchmark tweaks familiar riddles. One example is a trolley problem that mentions “five dead people” to see if the model notices the detail or blindly applies a memorized template.”

“The author's comment, "MCP was like providing tools for AI to use, but Skills is like giving AI the knowledge to use tools well," provides a helpful analogy.”

“NotebookLM is the most useful free AI tool of 2025. It has twin superpowers. You can use it to find, analyze, and search through a collection of documents, notes, links, or files. You can then use NotebookLM to visualize your material as a slide deck, infographic, report— even an audio or video summary.”

“The article highlights that 'compliance' and 'hallucinations' are not simply rule violations, but rather 'semantic resonance phenomena' that distort the model's latent space, even bypassing System Instructions. Phase 1 aims to counteract this by implementing consistency as 'physical constraints' on the computational process.”

“UniAct achieves a 19% improvement in the success rate of zero-shot tracking of imperfect reference motions.”

“GR-Dexter achieves strong in-domain performance and improved robustness to unseen objects and unseen instructions.”

“The approach yields significant improvements in both accuracy and efficiency and, crucially, demonstrates strong cross-domain generalization while preserving the interpretability of chain-of-thought reasoning.”

“The post shows you how to migrate your self-managed MLflow tracking server to a MLflow App – a serverless tracking server on SageMaker AI that automatically scales resources based on demand while removing server patching and storage management tasks at no cost.”

“SLMs struggle to follow the required style when the instruction is placed in system messages rather than user messages, which contradicts the intended function of system prompts.”

“LVLMs trained with datasets, including instructions on output format, tend to follow instructions more accurately than models that do not.”

“ThinkGen employs a decoupled architecture comprising a pretrained MLLM and a Diffusion Transformer (DiT), wherein the MLLM generates tailored instructions based on user intent, and DiT produces high-quality images guided by these instructions.”

“"In this era, vibe coding is becoming mainstream..."”

“Part 2 explains the steps to automate code conversion using a Python script and build it as a Helidon project.”

“Agents are susceptible to prompt injection in 25% of tasks on average (13% for GPT-5 to 43% for DeepSeek-R1).”

“The article aims to create an information management approach that is both human-readable and easy to maintain.”

“When I add inline comments to a doc for revision (like "this argument needs more support" or "find sources on X"), it often misses the point of what I'm asking for. It'll add text, sure, but not necessarily the right text.”

“The article discusses the advantages and disadvantages of using Markdown and YAML for prompt instructions.”

“The goal is to make it easier than copy-pasting from setup instructions and not require the management cost of setup scripts.”

“A 2D flat character illustration, hard angle with dust and closeup epic fight scene. Showing A thin Blindfighter in battle against several blurred giant mantis. The blindfighter is wearing heavy plate armor and carrying a kite shield with single disturbing eye painted on the surface. Sheathed short sword, full plate mail, Blind helmet, kite shield. Retro VHS aesthetic, soft analog blur, muted colors, chromatic bleeding, scanlines, tape noise artifacts.”

“"It kept generating em dashes in loop until i pressed the stop button"”

“"Vector graphic, flat corporate tech design. Background: 100% solid uniform dark navy blue color (Hex #050A14), absolutely zero texture. Visuals: Sleek, translucent blue vector curves on the far left and right edges only. Style: Adobe Illustrator export, lossless SVG, smooth digital gradients. Center: Large empty solid color space. NO noise, NO film grain, NO dithering, NO vignette, NO texture, NO realistic lighting, NO 3D effects. 16:9 aspect ratio."”

“The author aimed to overcome issues related to specification-driven development by refining prompts.”

“Agentic Tool-Use Loop Multi-step Deep Search Zero-Config Local RAG (chat with documents) Integrated Hugging Face Browser (No manual downloads) On-the-fly System Prompt Editing 100% Local Privacy(even the search) Global and chat memory”

“This article uses the ChatGPT Plus plan.”

“It sometimes silently rewrites large portions of the document without telling me- removing or altering entire sections that had been previously finalized and approved in an earlier version- and I only discover it later.”

“MERIT achieves a geometric mean speedup of 10.9% with peak improvements of 32x compared to hardware branch predictor.”