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You will get Senior AI Engineer: 48-Hour LLM Agent Performance Triage & Optimization
Project details
Stop overpaying for your AI. If your LLM agent is slow, expensive, or trapped in infinite tool-calling loops, you are losing money on every execution. I provide a high-signal, fixed-scope performance triage designed to surgically identify and eliminate token waste, latency bottlenecks, and logic bloat.
What sets this project apart is my "Execution Over Everything" mindset—backed by 15 years of leading high-stakes enterprise infrastructure, including $69B merger integrations and 2,000-site migrations. I don't just provide vague advice; I give you a prioritized fix-list based on technical rigor.
I specialize in LLM inference efficiency, multi-agent orchestration, and context-optimization. Whether your stack is built on LangChain, LangGraph, or custom Python/Node, I use observability data from tools like Langfuse or LangSmith to restore your agent’s performance. I operate on a privacy-first, metrics-only basis by default—your prompts and data remain your own.
Don’t let inefficient agents drain your budget. Let’s optimize for ROI and enterprise-grade reliability.
What sets this project apart is my "Execution Over Everything" mindset—backed by 15 years of leading high-stakes enterprise infrastructure, including $69B merger integrations and 2,000-site migrations. I don't just provide vague advice; I give you a prioritized fix-list based on technical rigor.
I specialize in LLM inference efficiency, multi-agent orchestration, and context-optimization. Whether your stack is built on LangChain, LangGraph, or custom Python/Node, I use observability data from tools like Langfuse or LangSmith to restore your agent’s performance. I operate on a privacy-first, metrics-only basis by default—your prompts and data remain your own.
Don’t let inefficient agents drain your budget. Let’s optimize for ROI and enterprise-grade reliability.
AI Development Type
Knowledge Representation, Model Tuning, Recommendation System, Software MaintenanceAI Tools
Azure Machine Learning, MLflow, NVIDIA AI Platform, PyTorch, TensorFlowAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$500
|
Standard
$1,250
|
Advanced
$2,500
|
|---|---|---|---|
| Delivery Time | 2 days | 5 days | 10 days |
Number of Revisions | 1 | 1 | 2 |
AI Model Integration | - | - | |
Detailed Code Comments | - | ||
Knowledge Graph | - | - | - |
Model Documentation | |||
Ontology | - | - | - |
Source Code | - | ||
Taxonomy | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$200 - $400Frequently asked questions
About Sean
Senior AI Advisor | LLM Agent Cost/Latency Optimization | Loop Fixes
Continental, United States - 12:47 am local time
I help organizations use AI and automation to eliminate manual work, simplify operations, and ship practical tools that people actually adopt. I have 18+ years in enterprise IT leadership (Fortune 4), so I bring real-world execution discipline: reliability, security, governance, vendor constraints, and change management—without slowing things down.
What I do:
-AI automation & agents: end-to-end workflow automation, AI assistants, agentic workflows with logging/guardrails/human review.
-AI MVP builds: working MVPs and internal tools integrated with your stack; lightweight backends, dashboards, rapid iterations.
-Systems & SOPs: simple SOPs, checklists, handoffs, escalation paths to reduce chaos.
-IT strategy & vendor optimization: infrastructure modernization, cost control, vendor/licensing strategy, contract consolidation.
-GTM support: offer packaging, pricing, messaging, and simple sales/ops systems.
Why work with me:
-18+ years leading critical IT systems and teams, including 24x7 operations.
-$1M+ cost savings delivered through vendor strategy and negotiation.
-Comfortable bridging strategy and execution: define the plan, then build the thing.
-Clear communication, tight scope control, predictable delivery.
If you have a workflow that’s messy, expensive, or slow—or an AI product you want to get into users’ hands—send me the context and I’ll recommend the fastest path to a working result.
Steps for completing your project
After purchasing the project, send requirements so Sean can start the project.
Delivery time starts when Sean receives requirements from you.
Sean works on your project following the steps below.
Revisions may occur after the delivery date.
Data Ingestion & Initial Audit
I ingest your provided traces or metrics into my diagnostic framework to verify data integrity and establish a baseline for your current token spend and response times.
Deep-Dive Performance Diagnostic
Using my specialized triage process, I isolate "hot spots" in your agent’s logic, identifying redundant tool calls, context bloat, or suboptimal model routing that is driving up costs.