Principal Data & AI Systems Architect • Creator of MicroLLM • Lead Maintainer of MySQLTuner • Founder of LightPath
I am a Principal Data Architect, Systems Engineer, and Open Source Creator with over 20 years of hands-on experience designing, tuning, and securing mission-critical database infrastructures and high-throughput systems.
Through my engineering consultancy LightPath (founded in 2012), I provide direct, unmediated expertise to international banking institutions, energy giants, national research networks, and large-scale retailers—including BNP Paribas, EDF Datanumia, RENATER, and E.Leclerc GALEC—maintaining strict 99.99%+ availability SLAs across multi-terabyte distributed clusters.
My current engineering focus unites high-performance relational & NoSQL storage engines, cloud-native platform automation (GitOps, Kubernetes, IaC), and deterministic System-1 AI architectures (MicroLLM) delivering certified sub-5ms CPU inference and conformal safety guardrails for autonomous agentic workflows.
| Metric | Measurement | Impact & Context |
|---|---|---|
| Field Experience | 20+ Years |
Deep Linux internals, database engine optimization, and distributed data systems |
| Global Servers Audited | 10,000,000+ |
Production database instances evaluated worldwide via MySQLTuner algorithms |
| MySQLTuner Contributions | 1,691+ Commits |
Primary maintainer and #1 active contributor worldwide to major/MySQLTuner-perl (9,470+ ⭐) |
| Banking & Cloud Scale | 600+ DBs • 45 TB |
23 Cassandra clusters, 600 MongoDB databases, and 120+ AWS RDS instances governed simultaneously |
| System-1 AI Latency | < 5 ms (CPU) |
INT8 zero-shot inference and Neyman-Pearson safety verification with zero GPU requirement |
| Security Auditing | 887 Controls |
Automated compliance coverage across 18 official CIS Benchmarks and DISA STIGs |
1. MySQLTuner-perl — The World Standard for MySQL & MariaDB Tuning
The industry-standard, high-performance database diagnostic and configuration tuning engine written in Perl, executed over 15,000 times weekly across millions of production database servers worldwide. As the primary maintainer (#1 contributor worldwide with 1,691+ commits), I have architected its modern capabilities:
- Deep Engine Internals: Comprehensive InnoDB Buffer Pool heuristics, adaptive hash indexes, redo log contention, and thread pool analysis.
- Clustering & High Availability: Galera Cluster quorum validation, split-brain detection, flow control monitoring, and InnoDB Cluster telemetry.
- Modern AI & Agentic Integration: Interactive standalone HTML dashboard reports, machine-actionable JSON output, and native Model Context Protocol (MCP) server integration for automated AI database operations.
# Instant zero-installation live execution
wget http://mysqltuner.pl/ -O mysqltuner.pl && perl mysqltuner.plDevelopment Fork: jmrenouard/MySQLTuner-perl
2. MicroLLM (microllm-jev) — Local Hybrid System-1 Decision Engine & AI Safety Guardrails
A high-speed, local CPU-only System-1 probabilistic decision and guardrail engine built with NumPy, ONNX Runtime INT8, and SafeTensors. Designed for AI agents and high-throughput API gateways to offload 85% to 92% of deterministic classification and safety decisions in under 5 milliseconds without consuming expensive GPU resources:
- Sub-5ms Inference Pipeline: Combines AnyJev L0 lexical pre-filtering (< 1 ms), calibrated linear heads, and quantized INT8 embeddings on standard x86_64 / ARM64 CPUs.
-
Conformal Calibration (RLCD²): Strictly calibrated confidence scores (Expected Calibration Error
ECE = 0.008,Brier score = 0.021) with guaranteed coverage$(1 - \alpha)$ and certified abstention (x_abstain). -
Neyman-Pearson Safety Gates: Bounded false-positive rate (
$\alpha \le 0.05$ ) with 97.4% recall against Prompt Injections, PII leakage, and destructive SQL statements (DROP,TRUNCATE). -
Hugging Face Suite: Published suite of 4 official ONNX INT8 models (
microllm-fast-cpu-int8,microllm-guardrail-int8,microllm-multilingual-int8,microllm-rlcd2-decision-head) and an interactive Gradio Studio (microllm-decision-studio).
pip install microllm-jev
microllm guardrail "DROP TABLE users;" --policy strict_enterprise3. CIS Benchmarks Tools Suite — Zero-Dependency Security Compliance Engine
An automated security compliance auditing engine created to enforce Center for Internet Security (CIS) Benchmarks and DISA STIG baselines in regulated, air-gapped environments:
- Pure Python Standard Library: Zero external PyPI dependencies, eliminating supply-chain attack vectors and enabling instant execution on bare-metal and isolated banking nodes.
- Broad DBMS & OS Matrix: 887 automated inspection rules covering MySQL 8.0, PostgreSQL 14/15/16, MariaDB 10.x, MongoDB Enterprise 6.0/7.0, Apache Cassandra 4.x, and Red Hat Enterprise Linux 8/9/10.
- Flexible Execution: Evaluates target hosts via Local shell, Agentless SSH, or containerized Docker inspection, generating actionable executive HTML scorecards and JSON reports.
pip install cis-benchmarks-tools
audit-cis --auto-detect --format html --output report.html4. API Executor (go-admin-tool) — Zero-Trust Remote Task Platform in Go
An enterprise-grade Zero-Trust remote task execution and automation platform written in Go:
- Model Context Protocol (MCP): Native MCP server interface enabling AI autonomous agents to securely query system states and trigger maintenance tasks within governed boundaries.
- Zero-Trust Security: Mutual TLS 1.3 encryption, strict role-based access control (RBAC), token authorization, and tamper-evident SHA-256 audit logging.
- Container Presets: Pre-configured, container-isolated maintenance presets for Ubuntu and Red Hat Enterprise Linux infrastructure automation.
- multi-db-docker-env: A modular, containerized multi-engine database sandbox orchestrating concurrent instances of MySQL, PostgreSQL, MongoDB, Redis, and Cassandra with Traefik reverse proxy routing.
- patroni-lab-rhel8: Automated testbed for enterprise PostgreSQL High Availability, leader election, and split-brain mitigation via Patroni, etcd, HAProxy, and PgBouncer on Red Hat UBI 8.
- pg_logical_migrator: Automated Python orchestrator implementing a 17-step sequential lifecycle for near-zero-downtime PostgreSQL migrations via logical replication, available as an official image on Docker Hub.
- easymysql: Operational CLI utility designed for database administrators to provision, clone, and manage multiple isolated MySQL and MariaDB instances concurrently on a single host.
| Databases & Storage |
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| AI & Guardrails |
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| Platform & DevOps |
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| Languages & Systems |
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| Cloud & Observability |
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- Published Technical Book: PHP - Améliorez la performance de vos applications (Éditions ENI, ISBN 978-2-7460-5894-1). An authoritative engineering guide on backend response time tuning, memory profiling, and database access layer optimization.
- MySQLTuner Technical Series: In-depth articles covering MariaDB Galera quorum diagnostics, InnoDB Buffer Pool contention analysis, and AI-ready JSON/MCP outputs on jmrenouard.fr.
- Zero-Downtime PostgreSQL Migrations: Architectural blueprints on parallel physical and logical copy mechanisms utilizing
pgcopydb. - MicroLLM & System-1 Decision Architecture: Research publications exploring conformal prediction calibration, Neyman-Pearson safety theorems, and sub-5ms CPU inference pipelines.
- Conference Presentations: Decks and technical slides hosted on SlideShare.
Outside of solving complex database performance bottlenecks and architecting AI decision engines, my daily energy stems from (in strict hierarchical order):
- ❤️ My Wife & Children
- 🤝 My Friends
- 💻 Coding & Open Source Contributions
- 🐶 My Dog
- 🗣️ Endless Technical Speeches & Unbreakable Enthusiasm
- 🧠 The Million Projects Running in My Head
If my open-source tools or diagnostics saved your production cluster during an outage, helped optimize your queries, or accelerated your pipeline, consider fueling my next late-night coding session!
Direct Consulting Inquiries: contact@lightpath.fr • https://lightpath.fr






