You will get AI Pilot Rescue: Halt Token Bloat & Behavioral Drift
Rising Talent
Project details
88% of enterprise AI pilots fail to reach production. If you’re bleeding budget on runaway token loops, brittle frameworks, or governance blockers, you’ve hit the "vibe coding" wall.
I am a Fractional AI Platform Architect. I don’t build prototypes; I engineer deterministic, compliance-grade execution engines for enterprise infrastructure. I diagnose systemic failures using algorithmic entropy monitoring—not guesswork. I pinpoint root causes of context exhaustion and behavioral drift before they poison your data layer or saturate your API budget.
My Diagnostic Audit Delivers:
Token & Context Audit: A full profile of your prompt injection and context window utilization.
Structural Failure Diagnostics: Identification of circular logic loops and agent behavioral degradation.
Production Rescue Roadmap: A concrete schematic for migrating your agent to a secure, VPC-based execution environment.
I bridge the gap between fragile sandboxes and BYOK-compliant production. I operate as a technical peer to your engineering leadership, providing the rigor required to stabilize your system.
Submit your requirements for a discovery call to engineer your path to production.
I am a Fractional AI Platform Architect. I don’t build prototypes; I engineer deterministic, compliance-grade execution engines for enterprise infrastructure. I diagnose systemic failures using algorithmic entropy monitoring—not guesswork. I pinpoint root causes of context exhaustion and behavioral drift before they poison your data layer or saturate your API budget.
My Diagnostic Audit Delivers:
Token & Context Audit: A full profile of your prompt injection and context window utilization.
Structural Failure Diagnostics: Identification of circular logic loops and agent behavioral degradation.
Production Rescue Roadmap: A concrete schematic for migrating your agent to a secure, VPC-based execution environment.
I bridge the gap between fragile sandboxes and BYOK-compliant production. I operate as a technical peer to your engineering leadership, providing the rigor required to stabilize your system.
Submit your requirements for a discovery call to engineer your path to production.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Regression Analysis, Transformer ModelAI Applications
AI Chatbot, AI-Generated Code, AIOps, Anomaly Detection, Natural Language UnderstandingAI Development Language
PythonAI Tools
Azure OpenAI, GitHub Copilot, Hugging Face, NVIDIA AI Platform, PyTorch, TensorFlowAI Models
ChatGPT, GPT-3, GPT-4, GPT-J, GPT-Neo, LaMDA, LLaMA, OpenAI Codex, WhisperWhat's included
| Service Tiers |
Starter
$1,500
|
Standard
$2,250
|
Advanced
$3,000
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | - | - |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | |
Model Deployment | - | - | - |
Model Documentation | - | ||
Model Monitoring | - | - | |
Model Testing & Optimization | - | ||
Model Tuning | - | - | - |
Natural Language Processing | - | ||
NLP Tokenization | |||
Pre-Training | - | - | - |
Prompt Engineering | |||
Setup File | - | - | - |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$500 - $1,000Frequently asked questions
About Aaron
AI Platform Architect | Multi-Agent Systems & AWS Infrastructure
Buffalo, United States - 11:42 pm local time
I operate as a solo execution engine, bridging the gap between PoC sandboxes and reliable, working infrastructure.
⚡ Fast-Track Execution
Scribble-to-Scope in 12-24 Hrs: Turn loose requirements into a rock-solid, fixed-price architecture.
Zero Hourly Bloat: You buy an outcome. I build it, you own it forever.
Frictionless Handoff: Clean, deterministic codebases structured for your team to take over seamlessly on Day 1.
☁️ Bespoke AI Engineering: I Build What You Can’t Buy
I do not wedge your business into a pre-packaged SaaS tool or recycle off-the-shelf agent platforms. I architect and code entirely custom cloud software from the ground up to execute your exact, highly specific business logic.
Agnostic System Design: Whether you need a real estate deal-flow automator, a financial data parser, or a highly specialized legal research fleet, I map raw LLM capabilities directly to your proprietary workflows. If you can whiteboard it, I can build it.
Zero Architectural Constraints: You are not limited by a platform’s existing features. I build every AWS pipeline, database schema, and API route custom for your exact use case, giving you infinite flexibility to scale or pivot.
Complex Logic, Deterministically Solved: Bring me your most convoluted, multi-step business problems. I break them down into rigid, dependency-ordered task graphs using Pydantic v2 and FastAPI, ensuring unpredictable AI models follow your strict operational rules flawlessly.
Unrestricted Integrations: Need your new AI architecture to talk to legacy on-prem servers, proprietary data lakes, or obscure third-party APIs? I engineer the custom middleware and secure threading to connect everything seamlessly.
Blank-Canvas Cloud Deployment: From spinning up auto-scaling AWS ECS Fargate clusters to configuring custom SQS message queues, I build the exact infrastructure your specific custom application demands to survive enterprise traffic.
Next Step: Let’s schedule a technical discovery call. I will audit your current topology and provide a cloud rescue roadmap before we execute a contract.
Steps for completing your project
After purchasing the project, send requirements so Aaron can start the project.
Delivery time starts when Aaron receives requirements from you.
Aaron works on your project following the steps below.
Revisions may occur after the delivery date.
Diagnostic Access & Environment Review
Secure repository/log access and perform a preliminary audit of the current agent architecture to baseline the system's operational state.
Agent Trace & Entropy Audit
Run full trace analysis on your agentic loops, monitor for behavioral drift, and identify the specific context exhaustion/injection points.