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Senior AI/LLM Engineer – AI Code Generation & Orchestration Role Overview We are looking for a senior-level engineer to design, build, and lead systems that generate, execute, validate, and iterate on code using AI. This role goes far beyond prompt engineering—you will own the full lifecycle of AI-driven code execution, including orchestration, sandboxed runtimes, failure handling, and developer enablement. You will play a key role in shaping an AI-powered coding platform used in real production or internal environments, and you’ll guide other engineers in building reliable, safe, and deterministic AI systems. Key Responsibilities AI Code Generation & Execution Design and implement systems that automatically generate, write, build, run, and preview code Manage file creation, dependency installation, build steps, and execution workflows Debug and improve AI-generated code based on runtime failures, logs, and execution results Operate AI systems in real production or internal environments—not just demos or prototypes Orchestration & Execution Control Build explicit, deterministic execution pipelines for AI workflows Enforce correct sequencing (e.g., ensuring required files exist before install or build steps) Implement validation and gating logic to prevent invalid or unsafe execution Design systems that do not rely on “LLM correctness” alone Failure Handling & Safety Prevent infinite retry or fix loops using: Retry limits Error classification State tracking Human-in-the-loop or fallback mechanisms Design clear failure states and recovery paths for AI-driven workflows Log, monitor, and analyze failure patterns to improve system reliability Sandboxed & Isolated Execution Design and operate sandboxed execution environments for untrusted or AI-generated code Diagnose issues caused by: Environment differences Missing system APIs or globals Build-time vs runtime mismatches Ensure consistency between local, CI, and sandboxed environments LLM Orchestration (Not Just Usage) Architect multi-step LLM workflows with: Validation layers Control logic Deterministic constraints Clearly separate raw LLM calls from orchestration, decision-making, and execution layers Build systems where AI is one component—not the system itself Leadership & Developer Guidance Guide and mentor engineers building AI-driven coding systems for the first time Define architecture patterns, guardrails, and best practices Lead design reviews and technical discussions around AI reliability and safety Create documentation and teaching materials focused on failure handling and system design Enable teams to succeed rather than coding everything yourself What We’re Looking For Required Experience Proven experience building systems that generate and execute code automatically Strong understanding of orchestration, execution order, and system state management Experience handling failures in distributed or automated systems Comfort working with sandboxed or constrained execution environments Ability to reason about determinism, validation, and safety in AI systems Strong Signals You talk about execution, logs, failures, and fixes—not just prompts You design guardrails instead of hoping the AI “gets it right” You think in workflows, states, and constraints You enjoy teaching others how to build reliable systems Red Flags (What This Role Is Not) Prompt-only or demo-focused AI work UI-only experimentation without runtime ownership Blind retries instead of validation Treating LLM calls and orchestration as the same thing Why This Role Matters AI systems that write code are only valuable if they run correctly, fail safely, and improve over time. This role is about building that foundation—and helping others do the same. If you’re excited about turning AI from a clever assistant into a reliable engineering system, we’d love to talk.
Project ID: 40185273
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Active 2 mos ago
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24 freelancers are bidding on average ₹1,031 INR/hour for this job

Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including the one you require, using Matlab, Python, and similar tools. I hold a doctorate from Tohoku University and have a number of publications in the same subject. My portfolio, which showcases my past work, is available for your review. Your project piqued my interest, and I would be delighted to be part of it. Let's connect to discuss in detail. Warm regards. please check my portfolio link: https://www.freelancer.com/u/sajjadtaghvaeifr
₹1,900 INR in 40 days
7.1
7.1

As an AI-driven developer, I bring over a decade of experience with AI development and software engineering – the core skills the role demands. My portfolio showcases my proficiency in building robust, real-time systems that generate, execute, validate, and iterate on code using AI. I'm particularly skilled at ensuring proper sequencing, executing gating logic and control, and importantly managing failures – key aspects crucial to establishing stable workflows for your system. Even when working under sandboxed environments or with constrained execution environments for AI-generated codes, I've always had great outcomes. My ability to reason about determinism and safety in AI systems aligns perfectly with the key requirements from this role, especially in safeguarding your system against infinite retrials and fixing loops through smart retry limits error management strategies. Furthermore, you’re not only getting a prompt engineer in me but a Full Stack expert who understands your business goals thoroughly. My variety of project experiences across industries like Education & eLearning, Insurance & Finance, Logistics & Operations qualifies me to be your long-term technical partner who consolidates business objectives with reliable system design. With my proven record of delivering results on time while maintaining clear communication lines identical to what you value, I am confident we can deliver on this groundbreaking AI platform development project.
₹1,000 INR in 40 days
6.0
6.0

Having spent years analyzing and understanding complex datasets, I’ve honed the skills that are crucial for this project. As a data analyst and scientist, I have designed various predictive analytics models, developed end-to-end solutions, and most importantly, I have a firm grasp of system validation and safety – a vital aspect in AI-driven systems in real production environments. My experience extends to handling failures in distributed or automated systems which will be of immense value given the scale of the problem we are solving here. Moreover, my expertise in orchestrating validated workflows is relevant to this project as I've executed similar tasks with Apache Airflow and handled Sandboxed & Isolated Execution for untrusted code. This experience has exposed me to different facets of ETL & Data Engineering ensuring consistency between different environments just like your requirement. These skills fit perfectly not only because they align with your "Required Experience" section but also because they cater to the "Strong Signals" you've mentioned which is thinking in workflows, states, and constraints.
₹750 INR in 40 days
4.1
4.1

Hi there, I am a strong fit because I have built and operated AI systems that generate, execute, validate, and safely iterate on code in real environments, not demos. I have hands-on experience designing deterministic execution pipelines, sandboxed runtimes, failure classification, retry control, and stateful orchestration around AI-generated code. I work deeply with Python and Node.js services, Docker-based isolation, CI-like execution flows, and LLM orchestration frameworks where validation and control logic live outside the model. I reduce risk by enforcing execution order, gating unsafe actions, limiting retries, and treating logs, failures, and state as first-class signals rather than trusting model output. I am available to start immediately and can lead both the system architecture and developer enablement for a production-grade AI coding platform. Regards Chirag
₹750 INR in 40 days
3.8
3.8

I bring hands-on experience designing and running AI-driven code execution systems where correctness, safety, and determinism matter more than flashy demos. My work goes beyond prompt design into full orchestration layers that manage file generation, dependency installs, builds, sandboxed execution, validation gates, and controlled retries based on classified failures—not blind loops. I’ve built multi-step LLM workflows with explicit state tracking, execution ordering, and fallback paths, ensuring AI is one component in a reliable system rather than the system itself. I’m comfortable operating AI-generated code in constrained runtimes, debugging environment mismatches, and aligning local, CI, and sandbox behavior. Equally important, I’ve led teams new to AI orchestration—defining guardrails, reviewing designs, and teaching engineers how to reason about failures, logs, and recovery paths. My approach is execution-first: measurable outcomes, clear failure states, strong monitoring, and continuous improvement driven by real runtime data. This aligns closely with building production-grade AI code generation platforms that run safely, scale predictably, and empower other engineers to succeed.
₹1,000 INR in 40 days
0.0
0.0

I’ve read the role description carefully and understand that this is about building reliable, production-grade AI systems that generate, execute, validate, and recover code through deterministic orchestration—not prompt demos or experiments. I have strong experience designing AI-assisted code execution pipelines with sandboxed runtimes, strict sequencing, failure classification, retry limits, and human-in-the-loop fallbacks, and I’m comfortable leading others around guardrails, validation, and safety-first architecture. What stage is your current system at today: early prototype, internal tool already running code, or production workflow that needs hardening?
₹750 INR in 40 days
0.0
0.0

I design and lead production-grade AI systems that generate, execute, validate, and iterate on code with deterministic orchestration, sandboxed runtimes, and strict failure controls. My experience includes multi-step LLM workflows, execution gating, state management, automated builds, runtime diagnostics, and safety guardrails—ensuring AI-driven code runs reliably, fails safely, and improves over time in real environments.
₹1,000 INR in 40 days
0.0
0.0

I am a dedicated AI & Machine Learning developer with strong hands-on experience in Python, data analysis, model building, and deployment. I don’t just train model, I focus on solving real business problems using AI. What makes me different from many freelancers is my problem-solving mindset. I take time to understand the client’s requirements clearly, choose the right algorithm, and deliver clean, well-documented, and scalable solutions. I believe accuracy, clarity, and reliability matter more than just quick delivery.
₹800 INR in 30 days
0.0
0.0

Hi there, I’m excited about the opportunity to help turn AI code generation into a reliable, production-ready engineering system. I specialize in building end-to-end AI orchestration platforms where generated code is executed, validated, and iteratively improved—sandboxed safely, with deterministic pipelines, clear failure states, and human-in-the-loop fallbacks. In previous roles, I’ve: Designed multi-step LLM workflows separating raw AI calls from orchestration, validation, and execution layers. Built sandboxed execution environments handling dependency management, build/run orchestration, and runtime failures. Implemented robust failure handling: retry limits, error classification, logging, and recovery paths to ensure safe, deterministic code execution. Guided engineering teams on AI workflow design, guardrails, and reliability best practices. I focus on state-aware orchestration, workflow determinism, and actionable logging—not just prompts. I enjoy mentoring engineers on building systems that treat AI as a component, not the controller, and creating frameworks where AI-generated code consistently works or fails safely. I’d love to discuss how I can help your team make AI code generation trustworthy, auditable, and scalable for real-world production use.
₹750 INR in 40 days
0.0
0.0

I am a keen and passionate technologist on a mission to empower businesses by unlocking insights from data using cutting-edge AI/ML methodologies. With a rich blend of engineering, research, and product experience, I thrive at the intersection of innovation and impact—transforming raw data into meaningful strategies that drive growth. Core Expertise: - Languages & Frameworks | Python (data science, data engineering, web development, Generative AI) - Machine Learning | Supervised, Unsupervised & Semi-Supervised learning - Deep Learning Architectures | CNN, RNN, LSTM, ANN - Computer Vision | Object Detection, Image Segmentation, Preprocessing, Activity Recognition - Natural Language Processing (NLP) | Tokenization, Tf-IDF, Count Vectorizer, Word2Vec, Transformers - Generative AI + Agentic AI | Large Language Models (Text & MultiModal), RAG (Vanilla & Advanced), A2A, MCP - Time Series Forecasting | ARIMA, SARIMA, LNN - Big Data & Engineering | PySpark, Hadoop - Data/Text Preprocessing | Stemming, Lemmatization, Feature Engineering/Selection, Data Wrangling - Visualization & BI Tools | Matplotlib, Seaborn, Plotly, MS Power BI - Cloud Ecosystems | Microsoft Azure, Google Cloud Platform - Databases | SQL, NoSQL Let’s connect and collaborate to build intelligent solutions that make a difference!
₹1,000 INR in 40 days
0.0
0.0

Chennai, India
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