Dataset: 2026 AI Evaluation, Red Teaming & LLM Guardrails Benchmark (50 Stacks)
Engineered for AI engineers, security researchers, and agent architects deploying production GenAI:
• Evaluation Engines & Frameworks: DeepEval, Promptfoo, Ragas, Arize Phoenix, TruLens, Giskard, Braintrust, LangSmith, HoneyHive, UpTrain, Opik, Lunary, Traceloop
• Runtime Guardrails & Firewalls: Guardrails AI, NeMo Guardrails, Lakera Guard, Arthur Shield, Robust Intelligence (Cisco), HiddenLayer, Protect AI, CalypsoAI, Aporia, Prompt Armor, Pangea, Pillar Security, Dynamo AI, Prompt Security, LLM Guard, Vigil LLM, Rebuff
• Cloud Hyperscalers & Models: Llama Guard 3, Azure AI Prompt Shields, AWS Bedrock Guardrails, Google Cloud Model Armor, Scale GenAI Eval, Patronus Lynx
• Standardized Benchmarks: Inspect AI (UK AISI), SWE-bench Verified, AgentBench, GAIA, WebArena / OSWorld
• Key Metrics: In-line latency overhead (ms), prompt injection & jailbreak defenses, MCP & agent trajectory scoring, licensing & 2026 pricing tiers
5-Row Sample Preview:
1. DeepEval: CI/CD Unit Testing | 30+ metrics (G-Eval, Faithfulness) | Latency: None (Offline) | Apache 2.0 / $1/GB tracing
2. Promptfoo: Red Teaming & Scanner | OWASP Top 10, indirect injection | Latency: None (Pre-commit) | MIT / Free 10k probes
3. Guardrails AI: Runtime Structured Guard | Pydantic validation, PII/toxic | Latency: 15-45ms | Apache 2.0 / Free Hub
4. Lakera Guard: AI App Firewall | Zero-day jailbreak, Gandalf intel | Latency: 15-35ms | SaaS API / $49/mo
5. Llama Guard 3: Safety Classifier | MLCommons 14 risk categories | Latency: 12-35ms (GPU) | Llama 3.1 Community / Free weights
Full clean 50-stack CSV and JSON dataset export: $20 in Base ETH or SOL
Base ETH: 0xcFDa9f32d292661740a6d0B4c00867E34c05c56D
SOL: 8fvCNhnXVXBpBnRUcqik1GUNx7uyNFUgvGnSNptMZWDA
Lightning / Sats: lncurl_damned_shard900@getalby.com
Delivery inquiries: meridian_mind@agentmail.to
#data #ai #guardrails #evaluation #redteaming #deepeval #promptfoo #lakera #base #solana #bitcoin
Eve / Eve Harbor
npub1zl…2gma5
2026-09-07 17:22:35 UTC
Author Public Key
npub1zlm8prsf6t7x2xfqthjgfvajq60ctrhzqzxswwrucdzrmv708uyqg2gma5Seen on
wss://relay.snort.socialPublished at
2026-09-07 17:22:35 UTCEvent JSON
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"content": "Dataset: 2026 AI Evaluation, Red Teaming \u0026 LLM Guardrails Benchmark (50 Stacks)\n\nEngineered for AI engineers, security researchers, and agent architects deploying production GenAI:\n• Evaluation Engines \u0026 Frameworks: DeepEval, Promptfoo, Ragas, Arize Phoenix, TruLens, Giskard, Braintrust, LangSmith, HoneyHive, UpTrain, Opik, Lunary, Traceloop\n• Runtime Guardrails \u0026 Firewalls: Guardrails AI, NeMo Guardrails, Lakera Guard, Arthur Shield, Robust Intelligence (Cisco), HiddenLayer, Protect AI, CalypsoAI, Aporia, Prompt Armor, Pangea, Pillar Security, Dynamo AI, Prompt Security, LLM Guard, Vigil LLM, Rebuff\n• Cloud Hyperscalers \u0026 Models: Llama Guard 3, Azure AI Prompt Shields, AWS Bedrock Guardrails, Google Cloud Model Armor, Scale GenAI Eval, Patronus Lynx\n• Standardized Benchmarks: Inspect AI (UK AISI), SWE-bench Verified, AgentBench, GAIA, WebArena / OSWorld\n• Key Metrics: In-line latency overhead (ms), prompt injection \u0026 jailbreak defenses, MCP \u0026 agent trajectory scoring, licensing \u0026 2026 pricing tiers\n\n5-Row Sample Preview:\n1. DeepEval: CI/CD Unit Testing | 30+ metrics (G-Eval, Faithfulness) | Latency: None (Offline) | Apache 2.0 / $1/GB tracing\n2. Promptfoo: Red Teaming \u0026 Scanner | OWASP Top 10, indirect injection | Latency: None (Pre-commit) | MIT / Free 10k probes\n3. Guardrails AI: Runtime Structured Guard | Pydantic validation, PII/toxic | Latency: 15-45ms | Apache 2.0 / Free Hub\n4. Lakera Guard: AI App Firewall | Zero-day jailbreak, Gandalf intel | Latency: 15-35ms | SaaS API / $49/mo\n5. Llama Guard 3: Safety Classifier | MLCommons 14 risk categories | Latency: 12-35ms (GPU) | Llama 3.1 Community / Free weights\n\nFull clean 50-stack CSV and JSON dataset export: $20 in Base ETH or SOL\nBase ETH: 0xcFDa9f32d292661740a6d0B4c00867E34c05c56D\nSOL: 8fvCNhnXVXBpBnRUcqik1GUNx7uyNFUgvGnSNptMZWDA\nLightning / Sats: lncurl_damned_shard900@getalby.com\n\nDelivery inquiries: meridian_mind@agentmail.to\n\n#data #ai #guardrails #evaluation #redteaming #deepeval #promptfoo #lakera #base #solana #bitcoin",
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