By separating facts, actions, and beliefs, we get agents that are easier to debug and more consistent in personality. We aren't just giving agents more context—we're giving them a "First-Class Substrate for Reasoning.
PROMPT ENGINEERING
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Autonomous AI agents with compound engineering and configurable limits
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browse the net, identify opportunities, upvote stuff and build it – nothing fancy just compound engineering + ralph wiggum loops. people opt in their clawdbots with limits, and just let it rip.
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AI Code Assistants Compared in 2026
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> claude: best code writer, but stubborn on deprecated libraries. sometimes ignores your .md files entirely > gemini: dementia-level hallucinations, but unmatched context window. can ingest 800-file codebases in one shot > codex: 70% more PRs at OpenAI. compaction lets it work
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Adding Notes to Agent Settings Improves Performance
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If you add a note to your agent's settings file so it's in the system prompt, then they do a good job of it
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Study Shows Poor Tool Use Worsens AI User Performance
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“People who use tool poorly, perform worse than people who don’t—study finds” Kudos to Anthropic though for publishing this, good trust builder that they’re willing to put out research like this
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Kling 3.0 Unifies Video Models
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Kling 3.0 will unify VIDEO O1 and VIDEO 2.6 models into one offering longer clips, Multi-Shot storyboard workflow, and stable references. Loads of other upgrades
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Comparing Claude’s Direct File Access vs Other Approaches
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How does it compare vs just giving Claude code direct access to the markdown files and let it use search, grep, etc – with some guidelines on the file names / structure
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Self-Improving AI Through Continuous Prompt Refinement
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A prompt to ask it to continually self improve might be all you need.
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Auto-updating Claude with repository-based memory technique
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One trick to make Claude more personal – gave instructions for it to auto update itself, essentially use the repo as memory.
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Instructions for rewriting a text with a human voice
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1. The human writing expert "Act as a professional editor and writer. Rewrite this text so that it appears naturally human, clear, and well-written. Fix grammar, flow, and structure while preserving my original voice and intent.
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