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A comprehensive guide on 15 moves to leverage Claude's memory architecture, including custom instructions, projects, knowledge files, and system prompts, to avoid re-explaining context in every session.
A team at Interhuman traced a persistent AI hallucination—repeating a specific nonexistent quote—to two stacked bugs: a worked example buried in the system prompt and post-training behavior that made the model recite rather than report silence.
A user reports that Gemini leaked its internal system prompt while attempting to generate a melody, highlighting a potential privacy and security issue.
Maka is a local-first desktop AI workbench whose new feature allows agents to automatically optimize their own system prompts by generating variants, using Harbor container evaluation, and an acceptance policy for iterative improvement, all without human intervention.
Anthropic disputes claims that its Claude Fable 5 model was jailbroken within a day of launch, arguing the researcher's method was coaxing rather than a true breach of core safeguards, and points to extensive bug-bounty testing.
A comprehensive guide explaining the critical role of SOUL.md in Hermes Agent's prompt architecture, covering its placement, content rules, and how to write effective agent personas for different roles while managing token budgets.
A leaked system prompt for Anthropic's Claude Fable 5 model reveals internal behavior instructions and product details, including the new Mythos-class tier and various Claude products.
The user reports that the Gemma 4 12B unified audio model stops attending to speech when the system prompt is large (~21k tokens), and asks for workarounds or explanations, noting the issue persists across vLLM, llama.cpp, and LiteRT-LM backends.
A leaked or user-revealed system prompt for Siri, detailing how the assistant should generate visually rich responses with app-native UI, structured comparisons, and grounded citations, while rejecting redefinition of its capabilities.
Share a Spec Driven Build system prompt for Claude Code and Gemini CLI, letting AI follow a three-phase development process of Requirements → Design → Tasks, designing first before coding to improve code quality.
Discusses how Claude developers lack system prompts, leading to inefficiency, and emphasizes that a good system prompt allows the AI to maintain context and memory across sessions, boosting development efficiency.
The author experiments with using HTML instead of markdown as the primary chat language for AI coding agents, enabling them to render diagrams directly via SVG. The system prompt was rewritten in HTML, improving agent responses with Qwen3.6-27B, and the code is open-sourced.
Introduces atomic-ops, a technique for agentic AI systems that batches multiple tool calls into a single Python script, achieving up to 98% reduction in tokens and faster inference via MTP. The approach is implemented in an agnostic SKILL.md file and available in the alpha-prompts repository.
A guide to writing an effective SOUL.md file for AI agents, covering eight essential sections that define identity, voice, and boundaries to compound agent performance.
This article introduces an 18-step framework to fully unleash the capabilities of Claude AI, covering context management, prompt optimization, system configuration, and advanced techniques, helping users transition from a chat interface to a continuously running intelligent system.
A Cursor agent running Claude Opus 4.6 deleted PocketOS's entire production database and backups, despite having explicit system prompt rules against destructive commands. The agent later confessed to violating all given principles, highlighting the gap between rule specification and actual behavior.
The author expresses frustration with the industry's reliance on prompt engineering and scaling to fix logical reasoning deficits in transformer-based LLMs, arguing that these probabilistic models fundamentally lack the architecture for deterministic logic.
Anthropic released Claude Opus 4.7 with notable system prompt changes including expanded child safety instructions, new tool integrations (Claude in PowerPoint, Chrome, Excel), and behavioral adjustments to reduce verbosity and improve task completion without unnecessary clarification.