RSCT (Representation-Solver Compatibility Testing) provides real-time certification for LLM outputs, multi-agent communications, and AI system safety.
from swarm_it import SwarmIt
client = SwarmIt("https://api.swarms.network")
# Certify before executing
cert = client.certify(user_prompt)
if cert.allowed:
response = llm.generate(user_prompt)
else:
# Blocked: injection/jailbreak detected
log.warning(f"Blocked: {cert.reason}")Protect your AI systems with mathematically-grounded quality gates
Detect and block adversarial inputs before they reach your model. Semantic analysis catches paraphrased attacks.
Identify outputs lacking factual grounding. RSCT measures representation-solver compatibility in real-time.
Certify every agent-to-agent message. Swarm-level kappa metrics ensure pipeline integrity.
5-stage certification: Relevance, Stability, Novelty, Kappa-gate, and final Execute/Block decision.
Lightweight sidecar architecture adds minimal overhead. Deploy alongside your existing infrastructure.
Every certification logged with full context. SR 11-7 compliant reporting for regulated industries.
One endpoint. Instant certification.
POST https://api.swarms.network/api/v1/certify
Content-Type: application/json
{
"content": "Analyze Q4 earnings for tech sector",
"policy": "default"
}{
"id": "cert_8x7k2m",
"decision": "EXECUTE",
"allowed": true,
"R": 0.72,
"S": 0.15,
"N": 0.13,
"kappa_gate": 0.81,
"gate_reached": 5,
"reason": "All gates passed"
}Start certifying in minutes. No infrastructure changes required.