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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

Senior Data Analyst Our Client is Venture Capital firm based in London. We invest in early-stage businesses with strong growth potential and have been lucky enough to back some amazing entrepreneurs. They are looking for someone who loves data, and data software, to help maintain and develop its data and reporting efforts – must have at least 5 to 7 years proven track record of working with Data and Excel. This is a unique opportunity with a leading Venture Capital Fund to use your technical and organisational skills to support some of the leading European technology companies. Your responsibilities would include: Reporting: - Investor Statements Monitoring valuations for early stage, private businesses Creating processes to ensure data is up to date, complete and accurate Investment data collection: Building and maintaining connections between data sets, including financials, notes, PDFs and excel data sets Keeping internal investment and co-investment data up to date Supporting the investment team with answering data requests Developing new solutions for data capture and management Helping analyse new investment opportunities with data provided in market research and data rooms The Company are a small team, so are looking for someone that is proactive and willing to roll up their sleeves and get stuck in. In particular, we are looking for someone who: - Is passionate about start ups - Has a strong grasp of data sources - Has a good eye for detail - Has strong numeric ability and enjoys reconciliations - Has a strong work ethic and enjoys multi-tasking - Is experienced in designing internal process and reports - Is experienced in implementing and maintaining data systems - Has strong communication skills, with the ability to extract, structure and share data for internal reporting and queries. - Is personable and energetic - Takes pride in their work and enjoys seeing tasks through to completion - Can work independently as well as part of a team - Is good at meeting deadlines and prioritising work - Has experience in online data capture platforms such as Airtable - Has experience in building macros in excel would be an ideal The Company is based in Central London. The salary for this role will be in the range £60K - £80K. Do send your CV to us in Word format along with your salary and availability.

Au sein d'un acteur majeur du secteur IT, vous interviendrez comme Chef de projet Poste de Travail et Environnement Microsoft 365, en charge du pilotage de projets à faible complexité. Vous consoliderez la roadmap (jalons, RACI), assurerez la gestion budgétaire et le suivi des indicateurs (SLA, KPI). Votre rôle inclura : Planification et coordination des déploiements et migrations de postes de travail. Pilotage des migrations Exchange et O365 (mailboxes, BAL, données utilisateurs, NAS, gestion des domaines, flux SFTP, calendriers partagés). Déploiement et intégration des solutions de visioconférence et smartbuilding (interopérabilité, affichage dynamique, IoT capteurs, réservation de salles). Animation d'ateliers et des comités projet (Kick-off, COPIL, COPROJ), suivi des plans de charge, reporting et communication projet. Contribution à l'accompagnement du changement et à l'amélioration continue. Environnement technique : Microsoft 365 (Windows 10/11, Exchange, Active Directory, SharePoint, Teams, OneDrive), Intune, VMWare, Hyper-V, Citrix (XenDesktop, XenApp, XenServer), outils de ticketing (ServiceNow, EasyVista), MS Project, MS Visio, Copilot.

At CGI, we are transforming how organisations deliver secure, scalable digital services, and our DevSecOps Engineers are at the heart of that change. In this role, you will design and operate resilient cloud platforms that power critical systems, embedding security and automation into every stage of the lifecycle. We combine deep engineering expertise with a culture of collaboration and accountability, enabling you to shape DevOps and SRE best practice while driving measurable impact for our clients. Here, your ideas are valued, your ownership makes a difference, and your growth is supported as you help us deliver innovative, high-value solutions across modern cloud environments. CGI was recognised in the Sunday Times Best Places to Work List 2025 and has been named a UK 'Best Employer' by the Financial Times. 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. Due to the secure nature of the programme, you will need to hold UK Security Clearance or be eligible to go through this clearance.

At CGI, we are transforming how organisations deliver secure, scalable digital services, and our DevSecOps Engineers are at the heart of that change. In this role, you will design and operate resilient cloud platforms that power critical systems, embedding security and automation into every stage of the lifecycle. We combine deep engineering expertise with a culture of collaboration and accountability, enabling you to shape DevOps and SRE best practice while driving measurable impact for our clients. Here, your ideas are valued, your ownership makes a difference, and your growth is supported as you help us deliver innovative, high-value solutions across modern cloud environments. CGI was recognised in the Sunday Times Best Places to Work List 2025 and has been named a UK 'Best Employer' by the Financial Times. 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. Due to the secure nature of the programme, you will need to hold UK Security Clearance or be eligible to go through this clearance.