Sandboxed Branching for Agent Experiments on Production Data
How agents can safely experiment on production data without risking catastrophic failures.
Tobias Nkemdirim
The Probe — Page 3
Agentic Query Patterns
Prompt Injection Risks in Agent-to-Database Pipelines
Malicious instructions hidden in data can redirect an agent's database queries.
Priya Venkatasubramanian
· 13 min read
Token Budget Allocation and Query Cost Estimation for AI Agents
Agents can cut spending by estimating query cost before execution, not after.
Callum Dzenga
The Feed
Model Context Protocol Architecture for Database Query Tools
Design your MCP server to keep schema in Resources, not Tools.
Tobias Nkemdirim
Schema-as-Code Deployment With CHKit for Agent-Managed Pipelines
Tobias Nkemdirim
What Happens to Cache and Latency When an Agent Fires 50 Queries at Once
Callum Dzenga
Read-Only Compute Isolation for LLM Agents
Tobias Nkemdirim