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I need a suite of autonomous agents that can move seamlessly from gathering information to turning insights into functional web or mobile components. The system must: • Run independent research and data-analysis loops, synthesising findings from large volumes of text, numerical streams, and image repositories. • Mine structured and unstructured data efficiently, drawing on my existing databases, APIs, and file stores. • Translate validated insights directly into usable code—prototyping or extending web and app modules without manual hand-off. Acceptance criteria • English Fluency • Agents launch from a single command, remain fault-tolerant, and can be re-prompted mid-run. • Research output is stored with full citation trails. • Data-mining pipeline ingests text, numbers, and images, normalises them, and exposes a clean vector/relational store. • Generated code compiles, runs, and passes provided test cases. • Clear documentation shows architecture, setup steps, and how to extend each agent’s skill set. This project is ready to go, so once the initial framework is proven I have follow-on milestones ready for scaling, optimisation, and integration with additional data feeds.
Project ID: 40523150
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172 freelancers are bidding on average £168 GBP for this job

Hi there, I understand you need an autonomous agent suite that can run research and data-analysis loops, mine text/numerical/image data from existing sources, preserve citation trails, normalize results into vector/relational storage, and generate tested web or mobile components from validated insights. I have experience building agentic systems with Python, API/database ingestion, vector stores, workflow orchestration, retrieval pipelines, code generation workflows, automated testing, documentation, and fault-tolerant execution patterns. I would build a single-command framework with modular research, mining, synthesis, and code-output agents, add mid-run re-prompting, store cited research artifacts, expose clean data layers, validate generated code against tests, and document how to extend each agent. Q1: Which databases, APIs, and file stores should the first version connect to? Q2: What web or mobile stack should generated components target first? Q3: Do you already have test cases and sample datasets for the acceptance criteria? Best regards.
£135 GBP in 7 days
7.2
7.2

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
£500 GBP in 7 days
7.3
7.3

Hi there, I have thoroughly analyzed your project requirements for developing autonomous AI research and development agents that can seamlessly gather information, analyze data, and translate insights into functional web or mobile components. Let's chat and discuss it further. To handle your project, I will start with designing autonomous agents that can run independent research and data-analysis loops, mine structured and unstructured data efficiently, and translate insights into usable code. I will utilize tools like Python for data analysis, machine learning libraries for text and image processing, and database management systems for storing research output and data-mining results. The deliverables of this project will include fully functional autonomous agents capable of gathering information, analyzing data, and generating usable code based on validated insights. Before signing-off my bid, I would like to ask a question, i.e., how do you envision the scalability of these autonomous agents as the project progresses? Warm Regards, Aneesa.
£100 GBP in 1 day
6.8
6.8

Hello, I have carefully reviewed your requirements and understand that you need an autonomous AI agent framework capable of research, data analysis, knowledge extraction, and automated code generation. I have 11+ years of software development experience with AI integrations, automation workflows, APIs, and scalable web/mobile solutions. I can build a modular multi-agent system with fault tolerance, re-prompting support, and clear extensibility. I can deliver: • Autonomous research and analysis agents • Data ingestion pipeline for text, images, and structured data • Vector database + relational storage architecture • Citation-based research outputs • AI workflow orchestration and monitoring • Code generation agents with testing and validation • Documentation, setup instructions, and architecture overview The system will be designed for future expansion with additional agents, data sources, and integrations. I can share similar AI automation and LLM-based projects during our discussion. Thanks. Christina
£500 GBP in 7 days
6.8
6.8

Hi there, I will build your multi-agent system — research agent, data-mining pipeline, and code-generation agent — all orchestrated from a single command interface with fault tolerance and mid-run re-prompting. For the pipeline, I will use LangGraph to manage agent state and recovery, with a shared vector store (Chroma or Pgvector) that normalises text, numerical, and image embeddings into one queryable layer — keeping full citation trails at each step. Questions: 1) Which LLM provider do you prefer — OpenAI, Anthropic, or self-hosted? 2) What are your existing databases and APIs the agents will connect to? Looking forward to your response. Best regards, Kamran
£22 GBP in 10 days
6.4
6.4

Hi, I’d be excited to help build this autonomous multi-agent system that can move from research and data analysis to generating functional web/mobile components. I have strong hands-on experience building agentic AI systems, RAG pipelines, research agents, data-mining workflows, code-generation agents, backend APIs, and production-ready AI applications using Python, LangGraph, harness-style workflows, vector databases, relational databases, APIs, and cloud infrastructure. My approach would be to design a modular agent framework with separate but connected agents for research, data ingestion, analysis, validation, planning, code generation, testing, and documentation. The research agent would collect and synthesize information with citation trails. The data-mining layer would ingest structured and unstructured data from databases, APIs, files, text, streams, and image repositories, then normalize it into vector and relational stores. For the coding layer, I would build agents that convert validated insights into usable frontend/backend components, run tests, check compilation, and iterate until the output meets the provided test cases. I would also include fault tolerance, logging, task state management, mid-run re-prompting, and a single-command launch flow. The final system would include clean architecture, setup documentation, extension guidelines, and reusable skill modules so future milestones can scale into more data feeds, deeper automation, and production integrations.
£135 GBP in 7 days
6.2
6.2

Hello Sir/MAM I am a skilled full stack developer. Having rich experience in Java , C++ , C , C# , Python , Eclipse , Sql , Mysql , .Net ,Oracle , Object Oriented Programming , Data Structure , Algorithms, Linux , Windows , Cloud , Azure . I have a perfect grip on “Artificial Intelligence” “Automation” , and work in “Machine Learning” Deep Learning ”. My track record as demonstrated in my 100% job completion and 5-star review rating showcases My ability to deliver exceptional results on time and with utmost quality I believe that my skill set makes me the ideal candidate for this project Please come on chat we will discuss more about this I will be waiting for your reply . Thanks and Best Regards
£135 GBP in 1 day
6.3
6.3

Hi there, I am an experienced AI Developer. Your multi-agent framework aligns perfectly with my recent work. I specialize in building autonomous AI agents for data extraction, advanced analytics, and document segmentation. Recently, I developed a production-ready agent suite that mines unstructured data pipelines and extracts the data from email contents. Here is how I will deliver your autonomous agent suite: • Research & Mining Agent: I will build a LangGraph-driven agent that ingests text, numerical data, and images, normalizes them, and syncs with a vector/relational store (using PostgreSQL and pgvector) with full citation trails. • Coder Agent: A specialized coding agent utilizing GPT-4o/Claude 3.5 Sonnet to translate research insights into functional code, featuring a sandboxed loop that automatically runs test cases until it compiles. • Control Plane: A unified CLI to launch agents, track runs, handle errors gracefully, and inject human-in-the-loop mid-run re-prompting. Why choose me: I have deep experience building fault-tolerant AI agents for data analytics. 1. Portfolio: https://www.freelancer.in/u/pkundu25?sb=t 2. Notable previous projects - AI Powered Copilot for Text2SQL Query - AI Agent for Risk Mitigation - Recommendation system for eLearning - Semantic search engine I am ready to work on a prototype solution. Let's connect to take it ahead!
£225 GBP in 25 days
6.4
6.4

As a seasoned AI and Python specialist, I fully understand the essence of your project to build autonomous agents that'll transform information into dynamic web or mobile elements. My name is Mubeen, and I represent Web Crest, a team of developers with a key focus on utilizing AI for SaaS solutions and embracing emerging technologies. Not only can we develop cutting-edge tech like RAG Systems and business automation, but we’re also apt at translating validated research insights into functional code rapidly. With our extensive experience in data mining and normalization, rest assured your structured and unstructured data would be optimally utilized from existing databases, APIs, and file stores. Beyond my own capabilities, I lead a team well-versed in using OpenAI's APIs, an advantage that’ll prove valuable for your project. What sets us apart is our comprehensive approach which includes delivering clean code that compiles without hitches while passing all test cases, documenting the architecture and set-up details effectively, as well as providing clear instructions on extending agent capabilities. So, if you're looking for a skilled AI developer backed by a dedicated team with great problem-solving abilities including fault-tolerance and re-prompting mid-run functionalities- we are the right fit for you!
£100 GBP in 3 days
6.5
6.5

Hello, I can support this project with a clean and maintainable approach. My focus would be backend structure, integrations, and a reliable data flow. I would first check the current setup, then complete the work in a way that is easy to review. I can work around the listed stack/skills: Java Python Research Machine Learning (ML) Data Mining Data Science AI Model Development AI Development. Quick infrastructure questions: 1. Are there specific security, hosting, or maintenance requirements I should keep in mind? 2. Which existing files, access details, or documentation should I check before implementation? 3. What integrations should be connected first, and do you have API docs or test access ready? Regards, Houssame
£135 GBP in 7 days
6.5
6.5

Hello, I have experience with AI agents, OpenAI, Python, Node.js, workflow automation, RAG systems, and multi-agent architectures. Your Autonomous AI Research & Dev Agents project is a strong match for my expertise. I can help build AI agents that perform research, automate workflows, generate code, integrate with APIs, and collaborate through a scalable architecture. I can help with: • AI Agent Development • Multi-Agent Systems • Research Automation • OpenAI & LLM Integration • RAG & Vector Databases • API Integrations • Workflow Automation • Dashboard & Monitoring A few questions: • Which AI models are you planning to use? • Do you need research agents, coding agents, or both? • Are there existing workflows that need automation? Available to start immediately. Thanks
£98 GBP in 7 days
5.3
5.3

Hi there, I'm Ruslan and I absolutely relish the challenge your project brings! With my expertise in AI Model Development, I have honed my skills in Java and Python, allowing me to build autonomous systems that run efficient research and data-analysis loops, exactly as you require. My experience in utilising a range of databases and APIs, including structured and unstructured data, translates into proficient mining. Not only can I achieve the insightful synthesis from large volumes of text, numerical streams, and image repositories but I also ensure that your current databases, APIs, and file stores are optimally utilized in the process. To add to these qualities, my coding includes flawless prototyping or extension of web and app modules. Moreover, my experience in RESTful APIs and third-party integration gives me clear insight into how to store your research outputs with full citation trails. Similarly, my work with different JavaScript frameworks assures you that I not only generate code that compiles perfectly but can also pass all provided test cases. Lastly, a comprehensive documentation of my architecture, setup steps and all skills each agent entails will assure a smooth mid-run re-prompting or further scale-ups for this project as well as future milestones
£135 GBP in 7 days
5.3
5.3

★•══•★ Hi client ★•══•★ My approach will be: ✔️ Design a multi-agent architecture that can independently perform research, data mining, analysis, validation, and code generation from a single command. ✔️ Build ingestion pipelines for structured and unstructured data sources, including databases, APIs, documents, numerical datasets, and image repositories. ✔️ Create a unified vector and relational data layer with citation tracking, provenance records, and retrieval capabilities for every generated insight. ✔️ Implement autonomous coding agents that can transform validated findings into web or mobile application components, generate tests, and verify successful builds. ✔️ Deliver fault-tolerant workflows with checkpointing, re-prompting, monitoring, documentation, and an extensible framework for future agents and data sources. I have experience building AI agent systems, RAG pipelines, workflow orchestration, autonomous research agents, code-generation workflows, vector databases, API integrations, and scalable backend architectures. One key question: Do you have a preferred agent framework (LangGraph, CrewAI, OpenAI Agents SDK, AutoGen, etc.), or would you like me to recommend the architecture best suited for long-running autonomous workflows? Best regards. Rico
£150 GBP in 3 days
5.0
5.0

Hi, Your project aligns closely with the type of AI systems I enjoy building. I have experience developing multi-agent platforms, AI-powered research workflows, data pipelines, RAG systems, vector databases, and automated code-generation solutions using modern LLM frameworks and cloud-native architectures. My approach would be to design a modular agent ecosystem where research agents, data-mining agents, analysis agents, and code-generation agents operate independently while sharing a common orchestration layer. Proposed Stack: * Python and Node.js services * Claude, OpenAI, and open-source LLM integrations * LangGraph, LangChain, CrewAI, or custom orchestration * PostgreSQL and vector databases (pgvector, Qdrant, or Weaviate) * FastAPI for APIs and agent services * React for management dashboards Key Deliverables: * Autonomous research and analysis agents * Citation-aware knowledge collection and storage * Structured and unstructured data ingestion pipelines * Unified vector and relational storage layer Relevant Experience: * Multi-agent AI systems * RAG and knowledge management platforms * Automated software generation workflows * Data extraction and normalization pipelines * AI-powered research and reporting systems A few questions: 1. Do you already have preferred LLM providers? 2. What data sources will be connected initially? 3. Should generated code target specific frameworks such as React, Flutter, Node.js, or Python? Best regards.
£250 GBP in 6 days
5.3
5.3

✋ Hi there. I can build that autonomous AI agent suite for research, data mining, and code generation. ✔️ I have built similar multi-agent systems using LangChain and AutoGPT for automated research and code synthesis workflows. I will architect this with a task dispatcher that spins up dedicated agents for research, data mining, and code generation, using vector databases for storage and retrieval. Each agent will run independently with fault tolerance, checkpointing, and re-prompting capabilities, and I will integrate your existing databases and APIs through pluggable connectors. Please click the 'Chat' button to start our valuable conversation. Looking forward to collaborating with you! Best regards, Mykhaylo
£135 GBP in 7 days
5.0
5.0

Hi. To build this, I’d set up an orchestrated agent system with a central task router, durable state, and recovery checkpoints so runs stay fault-tolerant and resumable from one command. I’d use Python with LangGraph/Crew-style orchestration, FastAPI for control surfaces, and Postgres plus a vector store like pgvector or Pinecone to keep citations, artifacts, and retrieval clean. For the data layer, I’d build ingestion adapters for text, numeric streams, APIs, files, and images, then normalise everything into structured schemas before research and synthesis. For code generation, I’d wire validated outputs into a secure generation-and-test pipeline using CI, unit tests, and containerised execution so generated web or mobile modules compile and pass the provided cases. As a Senior AI Engineer, I have mastered agent orchestration, retrieval pipelines, multimodal data processing, and automated code generation systems and have strong experience in autonomous research platforms, internal knowledge tools, and AI-assisted development workflows. I am sure I can deliver high-quality results within a focused milestone timeline for the first framework. Let’s get in touch and discuss more. Thanks.
£175 GBP in 28 days
5.1
5.1

Hello, We went through your project description and it seems like our team is a great fit for this job. We are an expert team which have many years of experience on Java, Python, Research, Machine Learning (ML), Data Mining, Data Science, AI Model Development, AI Development Lets connect in chat so that We discuss further. Regards
£170 GBP in 7 days
4.7
4.7

As an AI developer and Python expert with a strong background in web development, I possess the skills necessary to construct and maintain the autonomous system of agents you need. My career has equipped me with deep theoretical understanding as well as practical experience which can be vital when dealing with large volumes of structured and unstructured datasets, just like the undertaking at hand. I have a proven ability in synthesizing findings from extensive textual, numerical, and visual databases efficiently. Moreover, my eight years of experience in crafting detailed digital solutions extends to machine learning and AI. This helps me enable translation of the work of these independent intelligent units into functional code which will satisfy your requirements seamlessly. I am also aware designing an AI-based system includes responsibility of performance, error-fixing and timed results delivery; three areas of setback eradicated via my systematic approach. To sum it up, my expertise in CMS, particularly WIX and WordPress along side proficiency in AI Development gives me valuable insight into developing autonomous systems tailored to your precise needs. With me on board not only you'll receive a powerful tool that can expandable but also comprehensive documentation to ensure ease while operating them hereon. Let's connect further so I may address any additional questions or concerns you have ahead of our endeavor.
£99 GBP in 2 days
4.7
4.7

With more than two decades in the industry, my passion for developing advanced technological solutions aligns perfectly with your project. From crafting robust and scalable mobile and AI applications to integrating complex systems, I possess the skills needed to deliver a cutting-edge autonomous AI suite that flexibly unifies research, data analysis, and coding like your project demands. My fluency in Python and Java enables me to mine, normalize, and analyze structured as well as unstructured data sets effectively- a vital skill for your project that involves extensive data handling. My strong background in Machine Learning will further ensure your autonomous agents synthesize reliable findings from an array of text, image, and numerical data with precision. In addition to my technical expertise, I am committed to providing full service for your project. This includes clear documentation not just of the architecture and set up steps but also instructions on extending each agent's skillset. My vision is not only to deliver according to this project's immediate expectations but also provide a proof-of-concept framework that can be scaled up as per your future requirements. Lastly, my emphasis on long-term support guarantees that choosing me isn’t just a transaction but the beginning of an enduring tech partnership. Let's take your project to new innovative horizons together!
£250 GBP in 7 days
4.6
4.6

I can deliver a focused proof-of-concept that proves the autonomous agent framework and core acceptance criteria, enabling rapid follow-on work for scaling and integration. I will build a modular agent orchestration framework that launches from a single CLI command and runs fault-tolerantly with checkpointing so agents can be re-prompted mid-run. The system will include: (1) a research/data-analysis agent loop that ingests text, numeric streams, and images; (2) a data-mining pipeline to normalise and index structured and unstructured inputs into a clear vector + relational schema with metadata and citation trails; (3) a code-generation agent that outputs sandboxed prototypes which are executed inside container-isolated environments and validated against provided test cases. Fault tolerance will be achieved via persistent queues and retry logic; re-prompting will be supported via saved agent state and prompt history. Deliverables include architecture diagrams, setup scripts, a CLI to launch agents, example ingestion connectors, a small vector/relational store schema with sample data, a sandboxed code execution demo that compiles/runs sample generated modules and passes provided tests, and concise developer documentation showing how to extend each agent’s skills. I have hands-on experience building agentic applications on top of large language models, automated ingestion pipelines for heterogeneous files, sandboxed code execution platforms using container isolation, and production data pipelines and monitoring. I also have strong Python backend and orchestration skills and experience with containerization and CI/CD that will be used to make the POC reproducible and extensible. Scope for this budget: For the proposed price I will deliver an initial POC limited to a representative dataset and a small set of agent skills demonstrating the full end-to-end flow (ingest → research/analysis → code prototype → sandboxed execution and test). Full production hardening, integration with large-scale data feeds, advanced ML model training, or extensive UI components would be scoped as follow-on milestones. What I need from you to start: example datasets or sample API access, a couple of representative test cases for generated code, and acceptance criteria for the POC (e.g., size of sample corpus, types of images/numerical streams to cover). I estimate ~40 hours to deliver the POC, documentation, and demonstration tests. I am ready to begin once sample data and test cases are provided.
£250 GBP in 5 days
4.7
4.7

Colchester, United Kingdom
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