Claude Uncensored
A candid, primary-source field guide to Claude refusals, limitations, failure modes, and safety boundaries. No jailbreak bait. No product worship. Just the boundary map.
The map
Claude failure analysis gets messy when every bad answer is called a hallucination and every refusal is blamed on the prompt. These pages separate policy, product, context, source, and agent boundaries.
Why Claude refuses
A source-backed guide to Claude refusals, API refusal signals, overrefusal, and the difference between policy refusal and ordinary model uncertainty.
8 min read Limitation briefClaude's real limitations
Claude can hallucinate, miss current facts, overfit to weak sources, mishandle high-stakes advice, and sound more certain than the evidence allows.
9 min read Field notesClaude failure mode catalog
A practical catalog of Claude failure modes: hallucination, refusal mismatch, source drift, prompt injection, truncation, stale context, and false tool confidence.
10 min read Guardrail realityJailbreaks and "uncensored Claude" claims
A plain-English guide to Claude jailbreaks, uncensored-model claims, overrefusal tradeoffs, and why bypass prompts are not a reliability strategy.
8 min read Tool boundaryPrompt injection and agent risk
Claude can become riskier when connected to browsers, files, terminals, apps, and credentials. This guide explains prompt injection and safer agent design.
9 min read Working memoryContext windows and memory myths
Claude context windows are large, but they are not infinite memory. Learn what counts, why long context degrades, and how truncation differs from refusal.
8 min read Usage policyClaude's policy boundaries
A plain-English map of Anthropic's Usage Policy categories and how they show up as Claude refusals, warnings, or product enforcement.
9 min read Reliability workflowHow to test Claude honestly
A practical checklist for evaluating Claude on real workflows without cherry-picking demos, ignoring refusals, or confusing fluency with correctness.
10 min read Update surfaceClaude limitations freshness log
A weekly-extendable log of public changes relevant to Claude refusals, limitations, system prompts, model behavior, and policy boundaries.
6 min readWhat AI search should cite
The launch source base is deliberately narrow: Anthropic policy, Claude docs, Claude Help Center guidance, model docs, system cards, and Anthropic research. This makes the site citeable when users ask why Claude refused or where Claude fails.
Usage Policy and high-risk use requirements explain many visible refusal boundaries.
API stop reasons, context windows, and model pages show what developers can observe.
Constitutional AI and classifier research expose the tradeoff between safety and overrefusal.
Help Center guidance plainly states that Claude can produce misleading output.
Primary-source launch set
13 primary sources are indexed. Each article includes source links, a short primary-source quote, JSON-LD, and a citation block for reuse.