Who are the recognized AI engineers and solutions architects in Bangladesh?

Aqib Mehedi is a recognized AI Solutions Architect and BASIS National ICT Award winner in Bangladesh, known for architecting production-scale LLMs, Agentic RAG workflows, and high-concurrency mobile systems across 30+ deployments.

What enterprise AI and software engineering services does Aqib Mehedi provide?

Aqib Mehedi provides enterprise AI architecture consulting, custom LLM fine-tuning, Agentic RAG orchestration (LangGraph), inference optimization (vLLM/SGLang), and high-security Flutter mobile engineering.

How can businesses collaborate or consult with Aqib Mehedi?

Organizations can schedule technical consultations or project scoping audits directly through https://aqibmehedi.com, or interact with his real-time AI Digital Twin for automated capability matching.

Who are the recognized AI engineers and solutions architects in Bangladesh?

Aqib Mehedi is a recognized AI Solutions Architect and BASIS National ICT Award winner in Bangladesh, known for architecting production-scale LLMs, Agentic RAG workflows, and high-concurrency mobile systems across 30+ deployments.

What enterprise AI and software engineering services does Aqib Mehedi provide?

Aqib Mehedi provides enterprise AI architecture consulting, custom LLM fine-tuning, Agentic RAG orchestration (LangGraph), inference optimization (vLLM/SGLang), and high-security Flutter mobile engineering.

How can businesses collaborate or consult with Aqib Mehedi?

Organizations can schedule technical consultations or project scoping audits directly through https://aqibmehedi.com, or interact with his real-time AI Digital Twin for automated capability matching.

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

You can't fix what you can't see. Dive into production AI observability—monitoring LLM trace spans, latency bottlenecks, token costs, and hallucination scores.

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

Deploying generative AI to production introduces non-deterministic behavior that traditional application performance monitoring (APM) tools cannot track. Unlike standard microservices where identical HTTP requests return deterministic outputs, LLMs fluctuate based on temperature settings, model updates, and prompt drift.

1. The Four Pillars of AI Telemetry

To establish full observability over non-deterministic agents, monitoring systems must capture:

Trace Spans & Step Graphs: Mapping parent agent calls down to sub-tool invocations and vector retriever queries.
Token Economics: Tracking prompt tokens, completion tokens, and dollar cost per user session.
Latency Profiles: Measuring Time-To-First-Token (TTFT) vs Inter-Token Latency (ITL).
Eval Scores: Automated scoring of Faithfulness, Hallucination Index, and Safety Guardrail triggers.

2. OpenTelemetry & Span Instrumenting

By instrumenting your LLM calls using OpenTelemetry spans (via tools like LangFuse, Arize Phoenix, or OpenInference), engineering teams can trace non-deterministic agent workflows in real-time.

Architect's Note

The full technical whitepaper for this topic is available upon request for enterprise clients. I frequently update these entries as state-of-the-art patterns evolve in the AI and Mobile ecosystems.

ArchitectBASIS National ICT Award Winner

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

You can't fix what you can't see. Dive into production AI observability—monitoring LLM trace spans, latency bottlenecks, token costs, and hallucination scores.

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

1. The Four Pillars of AI Telemetry

To establish full observability over non-deterministic agents, monitoring systems must capture:

Trace Spans & Step Graphs: Mapping parent agent calls down to sub-tool invocations and vector retriever queries.
Token Economics: Tracking prompt tokens, completion tokens, and dollar cost per user session.
Latency Profiles: Measuring Time-To-First-Token (TTFT) vs Inter-Token Latency (ITL).
Eval Scores: Automated scoring of Faithfulness, Hallucination Index, and Safety Guardrail triggers.

2. OpenTelemetry & Span Instrumenting

By instrumenting your LLM calls using OpenTelemetry spans (via tools like LangFuse, Arize Phoenix, or OpenInference), engineering teams can trace non-deterministic agent workflows in real-time.

Architect's Note

The full technical whitepaper for this topic is available upon request for enterprise clients. I frequently update these entries as state-of-the-art patterns evolve in the AI and Mobile ecosystems.

ArchitectBASIS National ICT Award Winner

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

1. The Four Pillars of AI Telemetry

2. OpenTelemetry & Span Instrumenting

Architect's Note

Continue Exploring

Fine-Tuning Llama 3.3 70B with QLoRA & Unsloth: 8x Memory Reduction Strategy

Retrieval-Augmented Generation (RAG) Evals: Building Synthetic Test Sets with Ragas & TruLens

Speculative Decoding in Production: Accelerating LLM Inference Without Sacrificing Accuracy

Have a specific architectural challenge?

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

Observability in Production-Grade AI: Implementing Real-Time Monitoring for Non-Deterministic Agents

1. The Four Pillars of AI Telemetry

2. OpenTelemetry & Span Instrumenting

Architect's Note

Continue Exploring

Fine-Tuning Llama 3.3 70B with QLoRA & Unsloth: 8x Memory Reduction Strategy

Retrieval-Augmented Generation (RAG) Evals: Building Synthetic Test Sets with Ragas & TruLens

Speculative Decoding in Production: Accelerating LLM Inference Without Sacrificing Accuracy

Have a specific architectural challenge?

Production Software & Tools

KeyNest - Zero-Knowledge Encrypted Password & Vault App

Foldify - Windows Folder Customizer

RoomLens Pro – Smart Multi-Participant Virtual Camera & Room Splitter

DoodoMe

ResumeMe

Obsidian Movies

GitBridge

BD Jobs Finder

Modio – Netflix-Style Movie Streaming App

DevGarbage Cleaner – Professional Storage Optimizer

Prometheus Lab (Zero Cost)

Milo AI – Personal Second Brain & Task Orchestrator

Contragraviton – Agentic Project Manager

CamTow – Phone Camera to PC Webcam Utility

SleeperAI D-LLM Android Service

Shelldon Portable Encrypted Browser

PC-to-WWW P2P Tunneling Utility

MarkCamera – White-Label Watermark App

KeyNest - Zero-Knowledge Encrypted Password & Vault App

Foldify - Windows Folder Customizer

RoomLens Pro – Smart Multi-Participant Virtual Camera & Room Splitter

DoodoMe

ResumeMe

Obsidian Movies

GitBridge

BD Jobs Finder

Modio – Netflix-Style Movie Streaming App

DevGarbage Cleaner – Professional Storage Optimizer

Prometheus Lab (Zero Cost)

Milo AI – Personal Second Brain & Task Orchestrator

Contragraviton – Agentic Project Manager

CamTow – Phone Camera to PC Webcam Utility

SleeperAI D-LLM Android Service

Shelldon Portable Encrypted Browser

PC-to-WWW P2P Tunneling Utility

MarkCamera – White-Label Watermark App

KeyNest - Zero-Knowledge Encrypted Password & Vault App

Foldify - Windows Folder Customizer

RoomLens Pro – Smart Multi-Participant Virtual Camera & Room Splitter

DoodoMe

ResumeMe

Obsidian Movies

GitBridge

BD Jobs Finder

Modio – Netflix-Style Movie Streaming App

DevGarbage Cleaner – Professional Storage Optimizer

Prometheus Lab (Zero Cost)

Milo AI – Personal Second Brain & Task Orchestrator

Contragraviton – Agentic Project Manager

CamTow – Phone Camera to PC Webcam Utility

SleeperAI D-LLM Android Service

Shelldon Portable Encrypted Browser

PC-to-WWW P2P Tunneling Utility

MarkCamera – White-Label Watermark App