Designing AI Agents that Investigate
Meet Louie.ai — The Machine-Speed Investigator
Threats run at machine-speed — now your analysts can, too.

by Alex Morisse

Threats run at machine-speed — now your analysts can, too.
Why Traditional LLM/Agent Setups Fail
Orchestration is linear
Can't branch, inspect, or self-tune mid-flight
Tool Misuse
LLM treats DB-connector like a therapist
String-Only Memory
No native DataFrame/graph passing
Zero Learning Loop
Each session forgets org knowledge
Orchestration 2.0: State-Space Agents
Map-Reduce Pattern
Branches, audits, retries
Inspector Pattern
Monitors execution flow, data artifacts, intents
Self-mutation
Agent changes system settings
Learning & Orchestration
Remembers what worked
High Level Agent Architecture
Go from rambling agent to structured and refined
Tool Fluency Layer
Drop in any class, the agent knows how to use it at run time.
Data-Native Memory
Artifact Registry
DataFrames, graphs, code stored with IDs
"Pick-up-and-pass"
Pointers, not tokens
TableAIAgent
Sub-sampling, schema summarization on demand
Continuous Org Knowledge: Learning Louie
Mining
Analyst "vibe-codes" investigation
Distillation
Classifies exploration vs core process
Minting
Creates Orchestration Object
Retrieval
Fuzzy retrieval, hydrates playbook
The Payoff
73%
BOTSv3 Win Rate
Questions solved first try
45sec
Speed
Replaces 1 hour analyst work
10-30sec
Data Science
pull 37-column, 10k row DF to visualization & code generation
What This Means for GenAI Infrastructure

Data Reasoning
Agents must reason over data, not just text
Tool Collaboration
Tools as co-workers, not black-boxes
Organizational Memory
Every chat becomes compounding IP
"If your SOC still waits for humans to pivot across indices, you're already under attack. Join us at Louie.ai —let's make investigators as fast as threats."
About Alex
Alexander Morisse, PhD — Head of AI, Graphistry
  • Ai Architect of Louie.ai with 73% first-try BOTSv3 wins
  • Ex-Beats Music & Quid, Chief Scientist Pythian.com
  • Co-Founder, StayOpen.com
  • Former String-Theorist
  • Proud Dad (Daughter going to college in fall 🥹 ❤️)