Falconic
LabAI Agent Development, ML Engineering & Cybersecurity Lab
Services
Artificial Intelligence (AI)
Precision-grade AI Agents, Generative AI & Autonomous Orchestration
Transform enterprise operations with autonomous AI agents, multi-agent protocols, generative models, and intelligent document processing.
Machine Learning (ML)
Predictive Modeling, Demand Forecasting & MLOps Production Engineering
Build robust predictive models, time-series forecasting engines, fraud detection systems, and automated MLOps deployment pipelines.
Latest Experiments
Autonomous Code Architect Agent v4.2
Multi-agent developer protocol capable of writing full-stack Nuxt 3 / Vue components, running unit tests, and fixing build errors autonomously.
Sub-50ms Financial Fraud Detection Model
High-throughput time-series anomaly detection scoring credit card transactions against 120 graph feature vectors.
Intelligent Document Processing (IDP) Engine
Extracting structured JSON schema from complex multi-page PDF invoices, tax filings, and legal contracts.
Zero Trust LLM Prompt Injection Guardrail
Low-latency security proxy blocking prompt injections, jailbreaks, and sensitive PII leaks in live AI conversational endpoints.
Research / Journal
Multi-Agent Orchestration in Production: Lessons from 10M+ Invocations
An architectural and executive deep dive into inter-agent consensus mechanisms, durable state machines, latency budgets, and failure recovery from operating 47 specialized agent nodes across 10M+ production invocations at FalconicLab.
Why Most AI Agents Fail in Production (And How to Fix Them)
A forensic analysis of the 7 structural failure modes that kill 85%+ of enterprise AI agent initiatives between prototype and production, complete with remediation architectures, Python circuit breakers, and FalconicLab failure telemetry.
Building Autonomous Code Agents That Actually Ship Working Software
Inside FalconicLab's Autonomous Code Architect Agent v4.2 (exp-01): how we engineered a multi-agent coding protocol that achieves 98.4% precision at $0.18 per run through AST repo graphs, ephemeral Firecracker microVMs, and compiler-driven self-healing loops.
Query the Intelligence Grid
Interact directly with the lab's primary node. Execute protocols, audit failure logs, and verify system status in real-time.
"Most agents are toys. We build weapons for the intelligence era. High precision, low entropy, absolute transparency."
FalconicLab Protocol // Rev_2026.01