Monitor AI-to-AI Communications for Anomalies
When AI agents communicate with each other, things go wrong:
- Jargon Drift - Agents develop shorthand humans can't understand
- Context Loss - Critical information disappears between messages
- Hallucination Chains - One agent's error becomes another's "fact"
- Silent Failures - Systems break without any alerts
InsAIts detects these anomalies before they cause damage.
InsAIts monitors messages between AI agents and flags:
| Anomaly Type | What It Catches |
|---|---|
| Cross-LLM Jargon | Unknown acronyms, invented terminology |
| Semantic Drift | Meaning changing over conversation |
| Context Collapse | Sudden topic shifts, lost threads |
| Embedding Anomalies | Statistically unusual message patterns |
All processing happens locally - your data never leaves your machine.
pip install insa-itsFor better anomaly detection (recommended):
pip install insa-its[local]from insa_its import insAItsMonitor
# Initialize monitor
monitor = insAItsMonitor(api_key="your-api-key") # Or None for free tier
# Register your agents
monitor.register_agent("agent_1", "gpt-4")
monitor.register_agent("agent_2", "claude-3")
# Monitor messages
result = monitor.send_message(
text="The quantum flux capacitor needs recalibration on sector 7G",
sender_id="agent_1",
receiver_id="agent_2"
)
# Check for anomalies
if result["anomalies"]:
for anomaly in result["anomalies"]:
print(f"WARNING: {anomaly['type']} - {anomaly['description']}")Works with popular AI frameworks:
# LangChain
from insa_its.integrations import LangChainMonitor
monitor = LangChainMonitor(api_key="your-key")
# CrewAI
from insa_its.integrations import CrewAIMonitor
monitor = CrewAIMonitor(api_key="your-key")| Plan | Price | What You Get |
|---|---|---|
| Lifetime Starter | €99 one-time | 10K msgs/day forever |
| Lifetime Pro | €299 one-time | Unlimited forever + priority support |
Buy Now:
- Lifetime Starter (€99) - Stripe
- Lifetime Pro (€299) - Stripe
- Lifetime Starter (€99) - Gumroad
- Lifetime Pro (€299) - Gumroad
| Tier | Messages/Day | Price |
|---|---|---|
| Free | 100 | $0 |
| Starter | 10,000 | $49/mo |
| Pro | Unlimited | $79/mo |
Free tier works without an API key! Just install and start monitoring.
| Industry | Problem Solved |
|---|---|
| E-Commerce | Order bots losing context mid-transaction |
| Customer Service | Support agents developing incomprehensible shorthand |
| Finance | Analysis pipelines hallucinating metrics |
| Healthcare | Critical multi-agent systems where errors matter |
| Research | Ensuring scientific integrity in AI experiments |
- All anomaly detection runs locally
- No message content sent to cloud
- Your data stays on your machine
- Only usage metrics tracked (with API key)
- Website: yuyai.pro
- PyPI: pypi.org/project/insa-its
- Documentation: Installation Guide
- Email: info@yuyai.pro
- Issues: Use your API key dashboard
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