Company
1 / 54
MAHIR EVOLVING
TECHNOLOGIES
AI  ·  Autonomous Vehicles  ·  Drone Systems
The future of intelligent autonomy
THINK.
MOVE.
FLY.
Enterprise AI  ·  Built in India  ·  Deployed Anywhere
By the numbers
6+
Products Live
18+
Languages
100%
Self-hosted
ENTERPRISE AI.
BUILT IN INDIA.
From edge inference to enterprise RAG — autonomous systems engineered from silicon to sky, 100% self-hosted, never cloud-dependent.
Our Divisions
THINK.
MOVE.
FLY.
Artificial Intelligence · Autonomous Vehicles · Drone Systems
Division 01
ARTIFICIAL
INTELLIGENCE
Machines that reason, classify, and act.
AI Platform
THINK.
360° multi-model AI stack. From edge inference at 10ms to enterprise RAG deployments. Reasoning engines that replace repetitive human decision-making at scale.
Neural NetworksEdge AIRAG EngineTransformersONNX/TRT
Inference Engine
Edge AI at 10ms
On-device AI inference running directly on embedded hardware. No cloud round-trips. Neural networks compressed with ONNX and TensorRT for real-time decisions at the edge.
TensorRTONNXQuantizationINT8JetsonARM
Natural Language Processing
18+ Languages
Multilingual AI models trained on Indian languages and regional dialects. From Hindi and Tamil to Marathi and Malayalam — enterprise AI that speaks your customers' language.
TransformersMultilingualNamed EntitySentimentClassificationOCR
HINDI
தமிழ்
हिंदी
TELUGU
মাঝ
MARATHI
ਪੰਜਾਬੀ
URDU
KANNADA
English
বাংলা
ODIA
GUJARATI
MALAYALAM
Sanskrit
Assamese
Maithili
Konkani
Computer Vision
See. Detect. Act.
Real-time object detection, segmentation, and tracking at 60+ FPS. Deployed on cameras, drones, and vehicles alike. AI that understands what it sees.
YOLOv8Object DetectionSegmentationTracking60+ FPS
Knowledge Platform
RAG at Enterprise Scale
Retrieval-Augmented Generation over your documents. Ingest thousands of PDFs, contracts, and records. Query them in natural language. 100% on-premises.
Vector StoreLangChainDocument AISelf-hostedMulti-modal
📄 Annual Report 2024.pdf
📋 Contract_NDA_v3.docx
⚖️ Legal Precedents DB
💬 "What are the key liabilities in section 4?" →
AI Answer: Based on section 4.2(b), the party bears liability for...
AI Tech Stack.
PyTorch / TensorFlow
Deep learning framework layer
PyTorchTFJAX
ONNX / TensorRT
Inference optimization for edge deployment
INT8FP16Triton
LangChain / LlamaIndex
RAG orchestration and chaining
LangChainLlamaIndex
Transformers (HuggingFace)
Pre-trained multilingual models
BERTLLaMAMistral
OpenCV / MMDetection
Computer vision pipeline
YOLOv8DETRSAM
FastAPI + Vector DBs
Serving and retrieval layer
QdrantWeaviatepgvector
Division 02
AUTONOMOUS
VEHICLES
Machines that navigate without a driver.
Autonomous Vehicles
MOVE.
360° LiDAR perception, real-time obstacle detection, and AI path planning that lets vehicles navigate complex environments without a driver in the loop.
LiDAR FusionSLAMPath PlanningROS 2HD Maps
Perception Stack
360° Sensor Fusion
Fusing LiDAR point clouds, stereo camera depth, and IMU data into one unified world model. The vehicle sees everything — all the time, in all conditions.
LiDARStereo VisionIMURadarKalman FilterPoint Cloud
Simultaneous Localization & Mapping
SLAM Navigation
Builds a dense 3D map of unknown environments in real-time while simultaneously tracking the vehicle's exact position within that map. Navigate anywhere — no GPS required.
3D SLAMLIO-SAMCartographerLoop ClosureOctoMap
Motion Planning
AI Path Planning
Hybrid A* and model-predictive control computing collision-free trajectories at 100Hz. The vehicle always knows where it is going — and adapts in milliseconds when obstacles appear.
Hybrid A*MPCRRT*Trajectory Opt100Hz
Obstacle Detection
See Every Threat
3D bounding boxes around every obstacle — cars, pedestrians, cyclists — with velocity and trajectory prediction. Our models detect objects at 120m range, day or night.
3D DetectionVelocity Pred120m RangePedestrian AINight Vision
AV Tech Stack.
ROS 2 / ROS Bridge
Real-time robotics middleware
ROS 2FastDDSCycloneDDS
LiDAR Processing
Point cloud segmentation and fusion
PCLOpen3DVoxelNet
HD Mapping
Centimetre-precision map layers
Lanelet2OpenDRIVEOSM
Path Planning
Global and local trajectory planning
Hybrid A*MPCTEB
Camera AI
Real-time detection and tracking
YOLOv8BEVFusionDeepSORT
CAN Bus / Drive-by-Wire
Low-level vehicle control
CAN FDISO 11898DBW
Division 03
UNMANNED
AERIAL SYSTEMS
Autonomous drones that fly beyond the line of sight.
UAV Systems
FLY.
BVLOS-capable UAV platforms with autonomous navigation, real-time telemetry streaming, and onboard computer vision — operating where no human pilot can reach.
BVLOSPX4/ArduPilotMAVLinkComputer VisionGeofencing
Beyond Visual Line of Sight
BVLOS Navigation
Pre-planned mission paths with dynamic replanning. Geofenced corridors, automatic return-to-home on signal loss, terrain-following altitude control. Operates kilometers beyond the operator.
GeofencingAuto-RTHTerrain FollowMission PlanDGCA Compliant
Live Telemetry
Real-time HUD & Data
100Hz MAVLink telemetry stream. Altitude, airspeed, heading, battery, GPS, attitude — all live. Ground station alerts and automated failsafes trigger in under 20ms.
MAVLink100HzGround StationFailsafe AIEncrypted Link
Aerial Intelligence
Computer Vision from Above
Gimbal-stabilized camera with onboard AI. Detect, track and classify objects from 100m altitude. Surveillance, inspection, crop mapping — one platform, any mission.
Gimbal AIObject TrackingThermalPhotogrammetryNDVI
UAV Tech Stack.
PX4 / ArduPilot
Open-source autopilot firmware
PX4ArduCopterMAVSDK
MAVLink Protocol
Lightweight UAV messaging
MAVLink 2QGroundControl
Onboard AI
Edge inference on Jetson/RPi
Jetson OrinTRTYOLOv8
BVLOS Planning
Long-range autonomous missions
DijkstraA*Geofence
Telemetry & GCS
Ground control and data logging
MAVProxyMission Planner
Propulsion Control
ESC tuning and motor management
BLHeli32DShotPWM
Division 04
AUTONOMOUS
ROBOTS
Ground robots that explore, map and act.
Autonomous Robotics
ADAPT.
Self-mapping mobile robots that build occupancy grids in real-time, plan collision-free paths, and navigate dynamic environments without pre-programmed routes.
Occupancy GridA* PlanningSensor FusionCAN BusFail-safe
Environment Mapping
Occupancy Grid Mapping
LiDAR and depth cameras fused into a probabilistic 2D/3D occupancy grid updated at 40Hz. Every cell classified: free, occupied, or unknown. Always knows what's where.
2D/3D Grid40Hz UpdateProbabilisticSLAMDynamic Obs
Autonomous Navigation
Plan & Execute
Global path planning with real-time local replanning around dynamic obstacles. The robot reaches its goal even as the world changes around it — no human guidance needed.
Global PlanLocal ReplanDWANav2ROS 2
Robotics Tech Stack.
ROS 2 Nav2
Navigation stack and behaviour trees
Nav2BTSLAM Toolbox
LiDAR SLAM
2D/3D simultaneous mapping
GmappingCartographerLIO
Sensor Fusion
Multi-modal perception pipeline
EKFIMUDepth Cam
Path Planning
Global + local trajectory
A*DWATEB planner
Manipulator Control
Arm kinematics and grasping
MoveIt 2KDLIK Fast
Edge Compute
Onboard AI and control loop
JetsonRPi CM4CAN Bus
Autonomy Step 01
SENSE.
Perceive the world through LiDAR, cameras and sensors
Autonomy Step 02
DECIDE.
AI-driven reasoning and path planning at 100Hz
Autonomy Step 03
ACT.
Execute with precision — on ground, sea and sky
SENSE. DECIDE. ACT.
01 · Perception & Sensor Fusion
LiDAR, stereo cameras, IMU, radar — fused into one world model
LiDARIMU FusionStereo Vision
02 · AI Decision Making
Edge AI classifying objects and selecting actions in real time
Edge AIONNXTensorRT
03 · Path Planning
Collision-free trajectory generation at 100Hz
SLAMA*MPC
04 · Control & Actuation
Low-latency commands to motors, wheels, and rotors
PX4CAN BusDBW
05 · Fail-safe AI
Redundant monitoring and emergency override at all times
WatchdogEKFRTH
06 · Telemetry & Logging
Full data pipeline from edge to ground station
MAVLinkROS 2InfluxDB
OUR PRODUCTS
Enterprise-grade software. 100% self-hosted. Built for India.
Ready1Go
AI Platform
JurisYantra
Legal Tech AI
METPL.Cloud
Infrastructure
InfraVeritas
Verification AI
CapabilityNext
AI Engine
TheEntOS
Enterprise OS
TransactionVeritas
FinTech AI
+ More 2026
Coming Soon
6+
Products
18+
Languages
100%
Self-hosted
www.mahirevolvingtechnologies.com  ·  METPLIN@GMAIL.COM
The Mirror World
DIGITAL
TWIN.
Every physical system — cloned in simulation, tested in the virtual, deployed in the real.
Digital Twin Technology
Real-World. Replicated.
Every autonomous system is mirrored in a live simulation. Changes are tested virtually before touching hardware. Failures happen in software — not in the field.
GazeboROS 2Unreal EnginePhysics SimHIL TestingCI/CD
Simulation Pipeline
10 Million Miles. Zero Risk.
Train and validate AI models across millions of synthetic scenarios — rain, fog, night, edge cases no human tester could plan for. Ship with confidence.
CarlaAirSimSynthetic DataDomain RandADAS TestingSafety AI
Swarm Systems
100 UAVs.
ONE BRAIN.
Distributed intelligence. Emergent coordination. No single point of failure.
UAV Swarm Intelligence
Fleet Without a Pilot
Mesh-networked drones sharing sensor data in real time. Coordinate search grids, auto-rebalance on unit loss, relay telemetry across 10km. Collective intelligence — individual autonomy.
Mesh NetworkSwarm AIFormation FlightAuto-relayFHSSFault Tolerant
Agri-Tech AI
Fields Without Footsteps
UAV + robot tandem mapping crop health via NDVI, multispectral and thermal imaging. AI prescribes exact inputs per square meter. 30% yield improvement demonstrated.
NDVIMultispectralCrop AIPrecision InputRobot SprayerGIS
Infrastructure Inspection
Inspect Everything. Risk Nothing.
Drones scanning bridges, towers, pipelines and power lines with centimetre-level accuracy. Defect detection AI classifies cracks, corrosion and anomalies in real time.
PhotogrammetryCrack AIThermal IRLiDAR Scan3D ModelReport Gen
Fleet Intelligence
100%
Uptime Target
20ms
Failsafe RTT
50+
Units Managed
Edge → Cloud Pipeline.
Onboard Inference
AI decisions in <10ms directly on Jetson hardware
TensorRTONNXINT8
5G/LTE Telemetry
Encrypted real-time data from vehicle to cloud
MAVLinkMQTTTLS
Time-series Ingest
High-frequency sensor data at 1000Hz
InfluxDBTimescaleDBKafka
Ground Station
Live dashboards, mission control, alerts
GrafanaQGCWebRTC
Over-the-Air Updates
Deploy AI model updates fleet-wide wirelessly
OTADifferentialSigned
Audit & Compliance
Full flight/drive logs with cryptographic integrity
Immutable LogHash ChainISO 26262
Cyber Resilience
Secure by Design
Every autonomous system ships with hardware-root-of-trust, encrypted communication channels, and AI anomaly detection on all data streams. Autonomy you can trust.
Hardware RoTmTLSIDS/IPSCAN Bus SecFIPS 140Air Gap
Built in India
INDIA'S
DEEP
TECH.
Designed in India. Engineered in India. Exported to the world.
Our Impact
36+
Slides of Vision
148BPM
Techno Speed
∞
Possibilities
THE FUTURE
IS
AUTONOMOUS.
Every road, every sky, every field — machines that sense, decide and act with the precision of a thousand engineers and the tirelessness of a machine.
www.mahirevolvingtechnologies.com
CapabilityNext
CAPABILITYNEXT.
AI Training for Engineers Who Ship
Powered by Mahir Evolving Technologies
TRAIN.
SHIP.
SCALE.
CapabilityNext trains AI engineers through live cohorts, real industry briefs and in-browser GPU labs — no setup, no theory-only. Engineers graduate building production AI systems.
LLMsRAGMLOpsNLPComputer VisionDeep Learning
LIVE COHORT · GenAI & LLM Track
LLM Application Engineering
Prompt engineering → tool use → production deployment
LIVE COHORT · MLOps Track
MLOps on the Cloud
CI/CD for ML · model serving · monitoring at scale
LIVE COHORT · Vision Track
Applied Computer Vision
Detection · segmentation · real-world deployment
CapabilityNext
Course Catalog
LLM Application Engineering
Prompt → tools → agents → production
GenAI
RAG & Vector Search
Retrieval, embeddings, Qdrant, LangChain
RAG
Fine-tuning & Evaluation
LoRA, RLHF, benchmarking, model eval
LLMs
LLMOps & Serving
vLLM, Triton, quantization, observability
MLOps
Applied Computer Vision
YOLO, SAM, segmentation, edge deploy
Vision
NLP with Transformers
BERT, classification, NER, multilingual
NLP
MLOps on the Cloud
Pipelines, CI/CD, monitoring, scaling
MLOps
Multimodal Systems
Vision-language, CLIP, GPT-4V workflows
GenAI
Deep Learning Foundations
PyTorch, backprop, CNNs, optimizers
Core
Learning Platform
1-Click GPU Lab.
No setup. No "install CUDA". Open your browser and start training. Every course ships with a live, GPU-backed Jupyter lab. Write real code on real data from minute one.
In-Browser GPUZero SetupJupyterPyTorchLive DataReal Projects
GPU · Tesla T4 · 15GB VRAM · Ready
In [1]: import torch
         model = AutoModelForCausalLM.from_pretrained("mistral-7b")
         trainer.train()  # ← runs on our GPU
Epoch 1/3 · loss: 1.842 → 0.931
Epoch 2/3 · loss: 0.931 → 0.614
✓ Training complete · Model saved
CapabilityNext
UPSKILL YOUR
AI TEAM.
Co-branded cohorts for enterprises. Deploy CapabilityNext inside your organisation — your branding, your engineers, our curriculum and GPU infrastructure.
www.capabilitynext.com
INDIA'S
DEEP TECH.
Autonomous systems engineered from silicon to sky. AI that thinks. Machines that move. Drones that fly. Come talk to us.
www.mahirevolvingtechnologies.com
METPLIN@GMAIL.COM