Lecky

Environmental Biologist transitioned in to Tech| Python | Tech Educator| Robotics | Humanity | Man United

[Port Harcourt Socials @PH_Socials]

This Song made waves in Rivers State back then 💕❤️

We miss the good old days....

[Lecky @lovindrick]

@Priestisbackk You no get elbow?

[Lecky @lovindrick]

@UTDTrey Guy, on a serious note, when did you start supporting Manchester United? You sure no be you dey jinx this club??????

[Lecky @lovindrick]

😂🤣😭

[FaveDev @Favedevv]

Oga shift, make I ask Claude wetin I wan ask am 😂😂

[Lecky @lovindrick]

@Aeba05 Fourth official

[Lecky @lovindrick]

Me chasing my dreams 😭

[RASAQ HAMMED @hammed_rasaq1]

Still chasing 💰 🤑

[Lecky @lovindrick]

@deejayfaremi Like bro, saw him in City and I saw talent, was even surprised Pep didn't maximise his potential. If I am coach, I will have him in my team anyday

[Lecky @lovindrick]

Man shall not live by bread alone😋

[Mkay Lamba @MrMkkay]

When someone asks me what kind of girls I’m into

My type of girls

[Rahul Gupta @RahulbeGupta]

2026 Goals😂😂😂

[☆ @literarrium]

Storge

[Lecky @lovindrick]

@priye0001 This dude with CV revamp format
Only him be Rivers State Police PRO, PCRC chairman, dey give jobs for oil and gas that year

[Lecky @lovindrick]

@Utd1Optimist You know the real delulu? Is people like you who will keep doing the same thing and expect a different result. All the big money signings with over paid wages in the past seasons what level of success has that brought to the club?

[Lecky @lovindrick]

@spyderrmann Lp

[Praveen Kumar Verma @Alacritic_Super]

🚀 If I Had to Build 5 Projects to Get Hired as an AI, Robotics, Computer Vision & Agentic AI Engineer

Most candidates build chatbots.

The strongest candidates build systems that can perceive, reason, plan, and act in the physical world.

Here are the 5 projects I'd build.

---

1. Autonomous Indoor Delivery Rover

Build a robot capable of navigating hallways, avoiding obstacles, and delivering items autonomously.

The system combines computer vision, SLAM, path planning, and edge inference to operate without human intervention. Add a voice-enabled agent so users can assign tasks using natural language commands.

Camera + LiDAR → Perception → SLAM → Path Planning → Navigation → Delivery

Tech:

• ROS2
• Nav2
• OpenCV
• YOLO
• Jetson Orin
• Isaac Sim

This demonstrates robotics, autonomy, and real-world deployment.

---

2. Edge AI Smart Retail Assistant

Build an edge-deployed computer vision system for grocery stores.

The system detects products, monitors inventory levels, identifies empty shelves, estimates customer traffic, and generates alerts. An AI agent can summarize insights and recommend restocking actions.

Cameras → Object Detection → Analytics → Agent → Business Actions

Tech:

• OpenCV
• YOLOv12
• TensorRT
• DeepStream
• FastAPI
• Ollama

This showcases computer vision, edge computing, and business automation.

---

3. Multi-Agent Warehouse Monitoring System

Create a system where multiple agents collaborate to manage warehouse operations.

One agent monitors cameras, another tracks inventory, another predicts stock shortages, and another creates operational reports.

Cameras → Vision Agent → Inventory Agent → Forecast Agent → Operations Agent

Tech:

• LangGraph
• Qdrant
• PostgreSQL
• OpenCV
• YOLO
• Kafka

This demonstrates multi-agent orchestration with computer vision.

---

4. Voice-Controlled Robotics Operator

Build a voice-enabled robot operator that can understand instructions and execute tasks.

Users can issue commands such as:

"Inspect aisle 5"

"Find damaged products"

"Return to charging station"

Voice → STT → Agent → Robot Controller → Action

Tech:

• Whisper
• Vosk
• ROS2
• LangGraph
• FastAPI
• Jetson

This project combines speech AI, robotics, and autonomous decision making.

---

5. RL-Powered Autonomous Inspection Robot

Build a robot that learns navigation and inspection strategies using reinforcement learning.

The robot explores environments, detects anomalies, creates inspection reports, and continuously improves performance through simulation and training.

Simulation → RL Training → Policy Learning → Edge Deployment → Autonomous Inspection

Tech:

• Isaac Lab
• MuJoCo
• PPO
• SAC
• PyTorch
• ROS2

This demonstrates advanced robotics, reinforcement learning, and embodied AI.

---

Bonus Projects

• Visual RAG for Industrial Documents
• AI Security Surveillance System
• Drone Inspection Agent
• Autonomous Agricultural Rover
• AI-Powered Traffic Monitoring System
• Smart Factory Digital Twin
• Multi-Camera Sports Analytics Platform

---

Hiring Roadmap

Computer Vision
→ Edge AI
→ Robotics
→ SLAM
→ Reinforcement Learning
→ Multi-Agent Systems
→ Embodied AI
→ Autonomous Systems

The next generation of AI engineers won't just build software.

They'll build intelligent systems that can see, understand, reason, and act in the real world.

[Lecky @lovindrick]

@Alacritic_Super I want to use ESP32 to try something on the Autonomous Agricultural Rover, can you give more tips, please

[Praveen Kumar Verma @Alacritic_Super]

10 Microcontroller Families Every Robotics & Embedded Engineer Should Know

1. AVR (ATmega)
- Easy to learn, huge Arduino ecosystem
- Great for beginners, sensors, and simple robots

2. STM32 (ARM Cortex-M)
- High performance, rich peripherals, real-time control
- Drones, industrial robots, motor control, medical devices

3. ESP32
- Built-in Wi-Fi, Bluetooth, dual-core, AI-friendly
- IoT, smart robots, edge AI, vision, voice assistants

4. RP2040
- Dual-core + Programmable I/O (PIO)
- Custom interfaces, robotics, CNC, keyboards, retro computing

5. nRF52 / nRF54
- Ultra-low power + Bluetooth LE
- Wearables, wireless sensors, robotic swarms, medical devices

6. MSP430
- Extremely low power consumption
- Battery-powered sensors, energy harvesting, instrumentation

7. PIC / dsPIC
- Reliable MCU + DSP capabilities
- Motor control, industrial automation, power electronics

8. Teensy (NXP i. MX RT)
- 600 MHz+, floating-point, high-speed I/O
- Audio DSP, robotics, computer vision, real-time control

9. TI C2000
- Precision control, fast ADCs, PWM
- Servo drives, BLDC motors, robotics, EVs, renewable energy

10. RISC-V MCUs
- Open ISA, growing ecosystem, modern architectures
- Next-generation embedded systems, IoT, AI at the edge

[Lecky @lovindrick]

@DONJAZZY 😂😂😂 Don baba J what of punch power?

[Lecky @lovindrick]

@kingbooh_ @ReelBabaca 😂😭😂 No need to continue bro

[Lecky @lovindrick]

@MeePlusYou And you have plans to park the bus but you left Maguire at home, someone who is good at dealing with area balls both defensively and offensively