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ContexteEntreprise du secteur bancaire, développement d'un chatbot IA centralisé à l'échelle de la banque, intégrant SharePoint comme source de données principale. Projet impliquant une équipe technique spécialisée en IA, connectivité SharePoint et qualité logicielle. MissionsConcevoir et développer un chatbot IA centralisé intégrant SharePoint comme source de données principale Garantir la qualité, la fiabilité et la couverture de tests du chatbot via une stratégie QA rigoureuse Développement Python / Go / IA Concevoir l'architecture du chatbot (orchestration, RAG, gestion du contexte, multi-turn) Développer les composants IA : ingestion, embedding, retrieval, génération (LLM on-premise ou API) Intégrer les modèles LLM avec les sources de connaissance SharePoint Optimiser les performances (latence, throughput, qualité des réponses) Gestion des prompts, templates, et évaluation des réponses (prompt engineering) Développement d'outils et services en Go (performance-critical, sidecar utilities) Connectivité SharePoint Intégration avec SharePoint Online / On-Premise via API Graph ou SharePoint REST API Authentification : OAuth2, Azure AD, certificats app-only, managed identities Crawling et indexation des documents, pages, listes, et bibliothèques SharePoint Gestion des permissions et de la sécurité au niveau des sites/documents (respect des ACLs dans le retrieval) Synchronisation et rafraîchissement incrémental du contenu SharePoint Gestion des métadonnées, types de contenu, et structures de sites complexes (multi-sites, multi-tenants) Gestion des quotas API Graph (throttling, retry, pagination) QA / Testing — Focus Principal Concevoir et implémenter la stratégie de test end-to-end du chatbot Tests unitaires (pytest, Go testing) — couverture des composants IA, connecteurs SharePoint, orchestration Tests d'intégration : SharePoint API mocking, vector store, LLM endpoints Tests de contrat API (schema validation, Pydantic AI schema enforcement) Tests de non-régression sur les réponses IA : Golden datasets et évaluation automatique des réponses Scoring de qualité (relevance, faithfulness, hallucination detection) A/B testing des prompts et des versions de modèles Tests de charge et de performance (locust / k6) — simulation multi-utilisateurs concurrents Tests de sécurité : Injection de prompts (prompt injection, jailbreak) Fuite de données (data exfiltration, cross-tenant leakage) Accès non autorisés (bypass d'ACLs SharePoint) Tests de robustesse LLM : edge cases, context overflow, model fallback, timeout handling Observabilité de la qualité via Langfuse : Tracing des chaînes RAG (retrieval → génération → réponse) Évaluation continue des réponses en production (drift detection, feedback loops) Dashboards de qualité (latence, token usage, user satisfaction, error rates) Alerting sur dégradation de qualité Mise en place de pipelines CI/CD avec gates de qualité (tests, linting, évaluation IA) Gestion des environnements de test (dev / staging / prod) avec données représentatives Architecture & Intégration Concevoir le pipeline de données : SharePoint → extraction → chunking → embedding → vector store Exposer le chatbot via API REST (FastAPI) et interface utilisateur Intégration avec les systèmes internes (SSO, logging, audit, monitoring) Gestion multi-langues (FR/EN) Stack techniqueLangages : Python 3.11+, Go IA / LLM : Pydantic AI, LangChain / LlamaIndex, vLLM, Hugging Face, OpenAI-compatible APIs Observabilité IA / QA : Langfuse (tracing, évaluation, monitoring) Vector Store : Milvus / Qdrant / pgvector SharePoint : Microsoft Graph API, SharePoint REST API, MSAL API : FastAPI, Pydantic Testing : pytest, pytest-asyncio, Go testing, locust, k6 CI/CD : GitLab CI, Tekton Observabilité infra : Prometheus, Grafana, OpenTelemetry Conteneurisation : Docker, Kubernetes / OpenShift

The Space, Defence and Intelligence business unit in CGI is a true IT Systems Integrator. We work, build, and operate bespoke, technically complex, mission-critical systems which help our clients keep us all safe and secure. We bring innovation to our clients using proven and emerging technologies, agile delivery processes and our deep expertise across the breadth of space, defence, intelligence, aerospace and maritime, all underpinned by our end-to-end cyber capability. We work collaboratively with global technology companies, cutting edge SMEs and academia to deliver the optimal solution for each client. CGI was recognised in the Sunday Times Best Places to Work List 2025 and has been named one of the 'World's Best Employers' by Forbes magazine. We offer a competitive salary, excellent pension, private healthcare, plus a share scheme (3.5% + 3.5% matching) which makes you a CGI Partner not just an employee. We are committed to inclusivity, building a genuinely diverse community of tech talent and inspiring everyone to pursue careers in our sector, including our Armed Forces, and are proud to hold a Gold Award in recognition of our support of the Armed Forces Corporate Covenant. Join us and you'll be part of an open, friendly community of experts. We'll train and support you in taking your career wherever you want it to go. Working closely with client stakeholders, delivery leaders, engineers and subject matter experts, you will help shape the overall approach for the engagement from a technology and process perspective focusing on the outcomes and value the client seeks. To support this, you will establish effective architecture governance, guide the approach and methodologies across solution architecture, infrastructure, technical architecture, security architecture and the operating model for delivery. You will work to support continuous improvement by identifying areas of opportunity and help introduce innovation in a controlled and pragmatic way within a secure defence environment. Due to the secure nature of the programme, you must be a sole UK National and currently hold UK Higher Level Clearance. This position will require you to be onsite in Chippenham 5 days per week.

The Space, Defence and Intelligence business unit in CGI is a true IT Systems Integrator. We work, build, and operate bespoke, technically complex, mission-critical systems which help our clients keep us all safe and secure. We bring innovation to our clients using proven and emerging technologies, agile delivery processes and our deep expertise across the breadth of space, defence, intelligence, aerospace and maritime, all underpinned by our end-to-end cyber capability. We work collaboratively with global technology companies, cutting edge SMEs and academia to deliver the optimal solution for each client. CGI was recognised in the Sunday Times Best Places to Work List 2025 and has been named one of the 'World's Best Employers' by Forbes magazine. We offer a competitive salary, excellent pension, private healthcare, plus a share scheme (3.5% + 3.5% matching) which makes you a CGI Partner not just an employee. We are committed to inclusivity, building a genuinely diverse community of tech talent and inspiring everyone to pursue careers in our sector, including our Armed Forces, and are proud to hold a Gold Award in recognition of our support of the Armed Forces Corporate Covenant. Join us and you'll be part of an open, friendly community of experts. We'll train and support you in taking your career wherever you want it to go. CGI are looking for a Project Manager to lead the delivery of a new change initiative and oversee the day-to-day management of the delivery team. Due to the secure nature of the programme, you will need to currently hold UK Security Clearance. This position will be a hybrid position, working out of our site in Leatherhead.

Data Engineer with C# Dot Net asp.net with SQL Server SSIS SSRS Our Client is a bank based in Central London who are looking to recruit at least 7 years plus experience as a Data Engineer with the ability to work with C# Dot net and SQL Server with SSIS. You must have solid expertise of at least 7 years experience of working with and developing software with C# Dot Net and MS SQL Server and SSIS, SSRS and SSAS – SSIS is very important for this position. Must be an excellent problem solver and adept writing documentation for all projects. You ideally have worked on banking systems particularly Core Banking. Responsible for the development and delivery of new systems to automate and streamline processes required by different departments. To support the internal IT department with changes and upgrades to software platforms. To be primary contact for all technical questions relating to in-house bespoke systems and interfacing. Analysis of issues pertaining to problems or errors raised by in-house systems, i.e. CORE, SharePoint interface, Equation, Kondor, Eximbills, end of day cycle. Support Supporting budgeting and financial planning processes for Finance department, including loading and refreshing of data based on requirements. Understand and conduct the front-end functionality to amend and change hierarchical structures within the environment. Build data flows within the SQL environment in SSIS and SSAS packages. Integrate the SharePoint environment and Forms with Equation system to introduce automation of processes thereby eliminating the need for duplicate entry. Utilise web services to integrate from cutting edge technology into legacy systems such as Equation. Integrate with all the systems using data abstraction and connectivity layers, i.e. ODBC, ADO.net. Duties Maintain knowledge of all applicable regulatory requirements including the Bank's Risk and Compliance policies and procedures and adhere to these to avoid exposing the Bank to undue risk. Report policy/procedure breaches and areas of potential non-compliance and suspicions promptly upon identification in accordance with the Bank's Risk and Compliance policies. Accurately execute all controls within own area to minimise risk of policy, procedure, and/or regulatory breaches. Identify new risks/control gaps within own area and escalate accordingly to your Line Manager. Must Have Skills Software analysis and design. SQL Server query language with SSIS. Data warehouse design concepts, (Inmon or Kimball) Experience of developing software with C# Dot Net and asp.net and SQL Server is a must. Must have solid experience of working with SSIS and building data warehouses. The Client is a Bank based in the Central London. Must have a degree qualification. This is a 12 month FTC position with a salary of circa £55K - £70K. This is a hybrid position - you will be required to be in the office at least 3 days week. Do send your CV to us in Word format along with your salary and availability.

Software Developer with C# Dot Net asp.net with SQL Server SSIS SSRS Our Client is a bank based in Central London who are looking to recruit at least 7 years plus experience as a Data Engineer with the ability to work with C# Dot net and SQL Server with SSIS. You must have solid expertise of at least 7 years' experience of working with and developing software with C# Dot Net and MS SQL Server and SSIS, SSRS and SSAS – SSIS is very important for this position. Must be an excellent problem solver and adept writing documentation for all projects. You ideally have worked on banking systems particularly Core Banking. Responsible for the development and delivery of new systems to automate and streamline processes required by different departments. To support the internal IT department with changes and upgrades to software platforms. To be primary contact for all technical questions relating to in-house bespoke systems and interfacing. Analysis of issues pertaining to problems or errors raised by in-house systems, i.e. CORE, SharePoint interface, Equation, Kondor, Eximbills, end of day cycle. Support Supporting budgeting and financial planning processes for Finance department, including loading and refreshing of data based on requirements. Understand and conduct the front-end functionality to amend and change hierarchical structures within the environment. Build data flows within the SQL environment in SSIS and SSAS packages. Integrate the SharePoint environment and Forms with Equation system to introduce automation of processes thereby eliminating the need for duplicate entry. Utilise web services to integrate from cutting edge technology into legacy systems such as Equation. Integrate with all the systems using data abstraction and connectivity layers, i.e. ODBC, ADO.net. Duties Maintain knowledge of all applicable regulatory requirements including the Bank's Risk and Compliance policies and procedures and adhere to these to avoid exposing the Bank to undue risk. Report policy/procedure breaches and areas of potential non-compliance and suspicions promptly upon identification in accordance with the Bank's Risk and Compliance policies. Accurately execute all controls within own area to minimise risk of policy, procedure, and/or regulatory breaches. Identify new risks/control gaps within own area and escalate accordingly to your Line Manager. Must Have Skills Software analysis and design. SQL Server query language with SSIS. Data warehouse design concepts, (Inmon or Kimball) Experience of developing software with C# Dot Net and asp.net and SQL Server is a must. Must have solid experience of working with SSIS and building data warehouses. The Client is a Bank based in the Central London. Must have a degree qualification. This is a 12 month FTC position with a salary of circa £60K - £70K. This is a hybrid position - you will be required to be in the office at least 3 days week. Do send your CV to us in Word format along with your salary and availability.

SQL Server Database Engineer with SSIS Our Client is bank based in Central London – who are looking to recruit Database Engineer with at least 5 to 7 years sold expertise of working SQL Server SSIS and SSRS. Responsible for the development and delivery of pipelines (collect, validate and prepare high quality data) to automate and streamline processes required by different departments. Support existing SSIS ETLs (overnight and intraday), proactively fine-tune and enhance existing codes to increase robustness and error monitoring. Support the internal IT department with changes and upgrades to software platforms. Convert legacy Hyperion reports to SSRS. Software Development: Analysis of issues pertaining to problems or errors raised by in-house systems, i.e. CORE, SharePoint interface, Equation end of day cycle. Understanding business requirements in order to develop and deliver appropriate solutions based on system definition documents. Proficiency in advanced 4GL programming languages and able to apply to the fully development life-cycle. Database Support To build data pipelines within the SQL environment in SSIS packages, where required, introduce new field and data types for new information to be collated in the CORE environment. To build tabular models (SSAS) for different business units. To build reports based on business requirements using SQL SSRS. To integrate with all the Bank's sub-systems using data abstraction and connectivity layers, i.e. ODBC, ADO.net. Ensure that the environment is running optimally and with high standard house-keeping procedures. Sharepoint Integration: To integrate the SharePoint environment and Forms with Equation system to introduce automation of processes thereby eliminating the need for duplicate entry. To utilise web services to integrate from cutting edge technology into legacy systems such as Equation. End of Day Cycle: To provide second and third level support for in-house programmes during the end of day cycle. To be able to analyse and rectify any problems raised in an independent and team scenario. To take ownership of a problem and deliver a solution in a timely manner. Provide out of office hours support. Risk & Regulatory Duties Maintain knowledge of all applicable regulatory requirements including the Bank's Risk and Compliance policies and procedures and adhere to these to avoid exposing the Bank to undue risk. Report policy/procedure breaches and areas of potential non-compliance and suspicions promptly upon identification in accordance with the Bank's Risk and Compliance policies. Accurately execute all controls within own area to minimise risk of policy, procedure, and/or regulatory breaches. Identify new risks/control gaps within own area and escalate accordingly to your Line Manager and/or Head of Department. Training & Competence Complete all annual mandatory regulatory refresher training as per the Bank's training plans and deadlines. Proactively seek to complete recommended technical and behavioural competencies training required for your role. Act in accordance with the FCA/PRA Code of Conduct. Fulfil all prescribed business continuity requirements as set out in the organisational or departmental specific plans or as instructed by the Line Manager/Head of Department. Qualifications/Experience Degree level qualified or equivalent. MS SQL stack (SSIS, SSAS, SSRS) to high level of proficiency - Essential C# Programming / JavaScript programming - Desirable Knowledge and Skills Software analysis and design good practice Dimensional modelling, Entity Relationship modelling, Normalised modelling. Data warehouse design concepts, (Inmon, Kimball) The position is based in Central and you will be required to be in the office for 3 days a week. Please note the Client does NOT provide sponsorship. The salary for this position is in the range £65K – £75K. Please do send your CV to us in Word format along with your salary and availability.

SQL Server Database Engineer with SSIS Our Client is bank based in Central London – who are looking to recruit Database Engineer with at least 5 to 7 years sold expertise of working SQL Server SSIS and SSRS. Responsible for the development and delivery of pipelines (collect, validate and prepare high quality data) to automate and streamline processes required by different departments. Support existing SSIS ETLs (overnight and intraday), proactively fine-tune and enhance existing codes to increase robustness and error monitoring. Support the internal IT department with changes and upgrades to software platforms. Convert legacy Hyperion reports to SSRS. Software Development: Analysis of issues pertaining to problems or errors raised by in-house systems, i.e. CORE, SharePoint interface, Equation end of day cycle. Understanding business requirements in order to develop and deliver appropriate solutions based on system definition documents. Proficiency in advanced 4GL programming languages and able to apply to the fully development life-cycle. Database Support To build data pipelines within the SQL environment in SSIS packages, where required, introduce new field and data types for new information to be collated in the CORE environment. To build tabular models (SSAS) for different business units. To build reports based on business requirements using SQL SSRS. To integrate with all the Bank's sub-systems using data abstraction and connectivity layers, i.e. ODBC, ADO.net. Ensure that the environment is running optimally and with high standard house-keeping procedures. Sharepoint Integration: To integrate the SharePoint environment and Forms with Equation system to introduce automation of processes thereby eliminating the need for duplicate entry. To utilise web services to integrate from cutting edge technology into legacy systems such as Equation. End of Day Cycle: To provide second and third level support for in-house programmes during the end of day cycle. To be able to analyse and rectify any problems raised in an independent and team scenario. To take ownership of a problem and deliver a solution in a timely manner. Provide out of office hours support. Risk & Regulatory Duties Maintain knowledge of all applicable regulatory requirements including the Bank's Risk and Compliance policies and procedures and adhere to these to avoid exposing the Bank to undue risk. Report policy/procedure breaches and areas of potential non-compliance and suspicions promptly upon identification in accordance with the Bank's Risk and Compliance policies. Accurately execute all controls within own area to minimise risk of policy, procedure, and/or regulatory breaches. Identify new risks/control gaps within own area and escalate accordingly to your Line Manager and/or Head of Department. Training & Competence Complete all annual mandatory regulatory refresher training as per the Bank's training plans and deadlines. Proactively seek to complete recommended technical and behavioural competencies training required for your role. Act in accordance with the FCA/PRA Code of Conduct. Fulfil all prescribed business continuity requirements as set out in the organisational or departmental specific plans or as instructed by the Line Manager/Head of Department. Qualifications/Experience Degree level qualified or equivalent. MS SQL stack (SSIS, SSAS, SSRS) to high level of proficiency - Essential C# Programming / JavaScript programming - Desirable Knowledge and Skills Software analysis and design good practice Dimensional modelling, Entity Relationship modelling, Normalised modelling. Data warehouse design concepts, (Inmon, Kimball) The position is based in Central and you will be required to be in the office for 3 days a week. Please note the Client does NOT provide sponsorship. The salary for this position is in the range £60K – £75K. Please do send your CV to us in Word format along with your salary and availability.