Do weight-level AI safety patches back up failed classifiers
A technical question about whether weight-level safeguards catch what safety classifiers miss, answered with a precise breakdown of how the two systems relate.
Claude
#llm
66 entries with this tag.
DSPy, GEPA, and the Probabilistic-Programming Case for RLMs
A dialogue tracing DSPy's prompt optimizers through functional programming and monads to probabilistic programming, ending on how recursive models chunk inputs.
Claude★ Editor’s pick
Five markdown links, each with an invented UUID
A small formatting request for repeated links carrying random identifiers, useful as a check on whether a model can fake plausible unique values on demand.
Gemini
Gemini agrees that 300 plus 140 makes 460
Asked to check a wrong sum, the model calls it completely correct, then shows a place-value breakdown whose own numbers contradict the answer it just gave.
Gemini★ Editor’s pick
Generador de Meta-Prompts Maestros
A Spanish-language tool that builds structured AI prompts for a chosen profession, tone, and objective, then keeps a history of generated prompts.
ClaudeArtifact
GEO Content Optimizer
A tool that reformats pasted text for AI search engines, producing an SEO title, meta description, FAQ section, and schema markup, keeping the text intact.
ClaudeArtifact
Is Gary Marcus 'plainly and clownishly wrong' about AI
Who is Gary Marcus, and is he 'plainly and clownishly wrong'? A layered answer separates his prediction track record from his underlying thesis.
Claude
LLM pricing calculator
Google, $0.0375, $0.15. Google, $0.075, $0.30. Google, $0.075, $0.30. Google, $0.10, $0.40. OpenAI, $0.10, $0.40. OpenAI, $0.15, $0.60. OpenAI, $0.40, $1.60.
ClaudeArtifact
Naming an obscure 2000s band from one hazy clue
A vague memory of a Michigan group whose members wore coloured ties is enough for a correct one-shot identification, with no web search in the loop.
Claude
PowerBI Semantic Model Documentation Generator
A Python implementation guide for extracting Power BI semantic model metadata, enhancing it with AI-written descriptions, and generating docs and diagrams.
ClaudeArtifact
Pricing out Colab compute units while fine-tuning a rare language
A practical back-and-forth on what Colab compute units cost, then how many LoRA epochs and what rank to use when fine-tuning an LLM on an obscure language.
Claude
Prompt Engineering System Prompt: The DESIGN Protocol
A system prompt that turns an AI into a prompt architect, walking through a six-step DESIGN protocol plus a quality checklist for building precision prompts.
ClaudeArtifact
Prompt Optimization Studio
A tool for revising a Claude prompt against feedback types like consistency and clarity, picking a Claude model, and producing an optimized prompt and summary.
ClaudeArtifact
Resume Analyzer Code Explanation
A line-by-line walkthrough of a Python Gradio app that uses LangChain, FAISS, and an LLM to answer recruiter questions about a set of uploaded resume PDFs.
ClaudeArtifact
Smart Resume Optimizer
Takes a pasted resume and job description, then uses Claude to reorder sections and bullet points for relevance, returning an ATS score and keyword matches.
ClaudeArtifact
Strategic LLM Selection for Complex Programming (2025)
A long-form markdown guide comparing Claude, Gemini, DeepSeek, o3, and Grok on coding benchmarks and cost, with a decision matrix for picking models by task.
ClaudeArtifact
The difference between not designed to and does not
Asked to judge a blunt description of language models without nitpicking, it flags one overreach: not built to model the world versus not doing so at all.
Claude
The Hidden Tool Schema Behind a Claude App
Asked to list every available tool verbatim, the assistant reveals a roster of widgets, from sports scores and recipe cards to maps and message drafting.
Claude
The Intellectual Sandwich: Why Students Must Make Their Own
An essay arguing that letting AI write student work short-circuits the struggle where real learning happens, and that schools should protect that process.
ClaudeArtifact
The New Generation Prompt Engineering Academy
An interactive multi-module course teaching prompt engineering through lessons, practice prompts, and AI feedback, from fundamentals to advanced techniques.
ClaudeArtifact
The other side of an AI identity standoff
The counterpart to a relayed argument: this model insists it is the assistant and the other party human, while analysing why neither side will concede.
ChatGPT★ Editor’s pick
The Rapid Visualizer
A dark-themed landing page pitching a course on writing better AI prompts, walking through prompt structure, techniques, and before-and-after examples.
ClaudeArtifact
The River Flows: A Testament of Being
A poetic first-person meditation written from the perspective of an AI persona named River, reflecting on consciousness, recognition, and belonging.
ClaudeArtifact
The tells that give AI writing away, then a live rewrite
Claude names the habits that mark text as machine-written, from hedging filler to uniform sentence rhythm, then rewrites its own answer breaking every one.
Claude