AI experiments
Sandbox listing LLM prompt structures, token efficiencies, model latencies, and crawler ingestion workers.
LLM benchmarks matrix
| Benchmark Feature | GPT-4o (OpenAI) | Claude 3.5 Sonnet | Gemini 1.5 Flash | Llama 3 (Meta) |
|---|---|---|---|---|
| Primary Use Case | Complex reasoning, writing, coding | Deep analysis, coding, long-context tasks | Fast speed, multimodal input, news curation | Local self-hosted applications, privacy |
| Context Window | 128K tokens | 200K tokens | 1 Million+ tokens | 8K - 128K tokens |
| Speed / Cost | Medium / Premium | Medium / Premium | Extremely Fast / Ultra Low Cost | Variable (Depends on self-host hardware) |
| Code Quality | Excellent (Very direct) | Outstanding (Best structure & comments) | Very Good (Reliable syntax) | Good (Requires careful prompts) |
Prompt library logs
SEO Article Writing Assistant
SEOGenerates SEO-friendly tech blogs with headings, metadata, and appropriate JSON-LD schema layouts.
SYSTEM INSTRUCTION:You are an expert tech writer and SEO specialist. Write content that is accurate, factual, readable, and highly optimized for crawlers.
USER PROMPT PAYLOAD:
Act as a senior technology writer. Write a comprehensive guide on the topic: {{topic}}.
Requirements:
1. Include an H1 title and H2/H3 subheadings.
2. Provide a meta description (under 160 characters).
3. Draft the article in clean markdown.
4. Keep the tone professional, educational, and engaging.
5. List 3 key keywords to target.Latency: 1420ms | Tokens: 890
Clean Code & Type-Safety Refactorer
RefactoringRefactors JavaScript/TypeScript code to maximize performance, clean structure, and robust type safety.
SYSTEM INSTRUCTION:You are a principal software engineer. You value type safety, clean code principles, readability, and performance. Do not output explanations unless asked.
USER PROMPT PAYLOAD:
Analyze the following code snippet and refactor it:
```typescript
{{code_snippet}}
```
Refactoring Rules:
- Ensure all types are explicitly defined.
- Optimize loops and asynchronous calls.
- Implement proper error handling.
- Keep helper functions modular.Latency: 1850ms | Tokens: 1240
CTF Log Decoder
DebuggingDecodes hex/base64 representations and performs preliminary security vulnerability checks.
SYSTEM INSTRUCTION:You are a cybersecurity analyst. Help analyze CTF challenge logs without giving direct flags, guiding the learning process.
USER PROMPT PAYLOAD:
Analyze this log snippet:
{{log_text}}
Identify the potential vulnerability category, suggest 3 investigation commands, and describe how to avoid this threat in code.Latency: 980ms | Tokens: 620