Most Claude guides explain the basics. We find the edge cases, document the failures, and publish what actually happens when you push the model to its limits. That is the only way to know if a technique actually works.
Who We Are
ClaudeAIGuide.com is an independent research publication run by the Cole Bridges Research Lab — a team of AI logic auditors who work with Claude on live production environments daily. We are not affiliated with Anthropic PBC. We are researchers who test every claim before it goes on this site.
Every technique, benchmark, and framework published here is stress-tested on a live Claude Sonnet 4.6 model before publication. If we cannot reproduce a result, we do not publish it. Verified content carries a "Tested on Claude Sonnet 4.6, May 2026" seal.
What Makes This Site Different
Anthropic already explains what Claude can do. Thousands of blogs copy that explanation. We do not compete with that. Our focus is the opposite: what Claude gets wrong, where it breaks, and how to engineer around those failures.
Every page on this site is built around one question: what can go wrong, and what is the fix? That pivot from tutorial to stress-testing source is what separates technical credibility from generic AI content.
Our Research Focus Areas
- Instruction Drift — documenting when and why Claude ignores early prompt instructions in long sessions
- XML-Anchoring — testing which tag placements re-focus model attention most reliably in Sonnet 4.6
- Silent Failure Detection — identifying confident but mathematically wrong outputs before they reach clients
- Context Window Stress — measuring where reasoning quality degrades across the 1M token context window
- Safety Refusal Accuracy — tracking false positive refusal rates on legitimate technical queries
The Cole Bridges Research Lab Network
ClaudeAIGuide.com is part of the Cole Bridges Research Lab brand, which also operates PromptSmarterAI.com — a live prompt engineering toolkit where the frameworks documented here are built and tested. Think of ClaudeAIGuide as the deep-dive technical documentation, and PromptSmarterAI as the hands-on implementation tool.
No AI-generated placeholders. Every guide is written, tested, and reviewed by a human researcher on the Cole Bridges team. Model verification: Claude Sonnet 4.6, May 2026 release.
Trust Signals
- Model Verification: All guides verified for Claude Sonnet 4.6 (May 2026)
- Logic audited for System-Prompt Integrity and Instruction Hierarchy compliance
- Cross-referenced against PromptSmarterAI Labs framework library
- No AI-slop content — every claim is reproducible
Found an Error?
AI moves fast. If you find a technique that no longer works as documented, or a result that differs from what we published, we want to know. Report an error here — we review every submission and update the relevant page within 72 hours.
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