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2 days · 14hIA-281In-houseTFP-eligible (Tunisia)

Agentic AI for developers — Level 2

Business connectors, multi-agent systems and productionization.

Level 2 directly extends Level 1. Nothing starts over: it takes the chain already built (RAG, MCP server, agent) and connects it to the company's real systems, scales it up and puts it under a CI/CD pipeline.

Every topic covered as a demo or guided workshop in Level 1 becomes a full workshop here: advanced RAG, business connectors, in-depth security, multi-agent systems, performance, production-grade evaluation and continuous delivery. Two days, including 12 hours of workshops, to go from prototype to a production-ready application.

The concepts remain provider-agnostic: each workshop comes with its adaptation layer and the equivalent code for a second provider.

(+216) 36 361 552
Agentic AI for developers — Level 2
Duration2 days · 14 h, including 12 h of workshops (8 full workshops)
Schedule08h30 – 16h50, 20-minute coffee break and 1-hour lunch each day
AudienceDevelopers from Level 1, tech leads and architects, DevOps / platform teams, experienced JS/TS or C# developers
FormatIn-house, in person, on the company's test systems
PrerequisitesCompletion of Level 1 or command of an equivalent RAG / MCP / agent chain; test access (SQL Server, APIs, tickets, CI) set up before Day 1
ValidationNamed certificate; each workshop ends with a demo by the participant on their own machine
TFP funding: how does it work?

Detailed syllabus

2 days, 0 module, 9 workshops

Each day combines core concepts in the morning with hands-on practice on your own use cases in the afternoon.

Day 1 — Advanced RAG and MCP connected to business systems

08h30 – 09h00Welcome
Recap and scoping
  • Review of Level 1 deliverables, status of granted access.
  • Choosing the business scope that serves as the common thread for both days.
  • Deliverable: scope of the two days agreed.
09h00 – 10h30Workshop 1
Hybrid search and reranking
  • Lexical search combined with vector search, score fusion.
  • Cross-encoder reranking, weight tuning, measurement on the Level 1 evaluation set.
  • Deliverable: advanced RAG pipeline, quantified relevance gain over the baseline.
10h30 – 10h50Break
Coffee break
10h50 – 12h20Workshop 2
Contextual retrieval, filtering and volume
  • Contextual enrichment of chunks, metadata filtering and document access rules.
  • Incremental indexing, large-volume processing, index quality monitoring.
  • Deliverable: working incremental ingestion, access filters applied to results.
12h20 – 13h20Break
Lunch
13h20 – 15h20Workshop 3
MCP server and business systems
  • Connectors for SQL Server (parameterized queries, read access then controlled action), REST API, Git and ticketing tool.
  • Input / output schemas, error handling, call quotas.
  • Deliverable: four working connectors, completed permission matrix, integration tests.
15h20 – 16h35Workshop 4
In-depth security
  • Threat model of the chain, review of the surface exposed by the tools.
  • Secrets management, logging and audit, abuse testing on the Workshop 3 connectors.
  • Deliverable: documented threat model, abuse test report, fixes applied.
16h35 – 16h50Wrap-up
Debrief and handover of the day's repositories

Technologies & platforms

The tools you'll work with

Each platform is used live during the workshops, on your own use cases. No technical prerequisites required.

OpenAI APIModelsLarge-scale embeddings, Batch API, function calling on real systems, Evals in the pipeline.
Agents SDKMulti-agent systemsSpecialized agents, handoffs and context isolation between agents.
MCPBusiness connectorsSQL Server, REST API, Git and ticketing tool, with a permission matrix.
SQL ServerBusiness systemTest instance, parameterized queries, read access then controlled action.
CI/CDProductionizationPipeline with lint, tests, evaluations and blocking thresholds; deployment and rollback.

Your trainer

Portrait de Mohamed Kais Khenine, fondateur et formateur i2Business
Mohamed Kais Khenine, MBA
Senior Consultant & Trainer in AI, Digital Transformation & Digital Marketing

The course is led by a consultant who designs and deploys AI agents connected to our clients' business systems every day. Demos are run live, on production tools, under real-world security, cost and compliance constraints.

OpenAI API & RAGMCP & SkillsAI agentsClaude CodeSecurity of AI applications

Funding

This course is eligible for TFP funding

Our training firm is state-approved in Tunisia (approval no. 11 1823 19), which means your company can have its training costs refunded through the TFP (Tunisia's Professional Training Tax) if it is eligible for the related tax credit.

1Eligibility checkWe confirm with you that your company is subject to the TFP (Tunisia's Professional Training Tax) and that the program qualifies as an eligible expense.
2File submissionPreparation of the advance or refund application: detailed program, quote, schedule and provisional list of participants.
3Course deliveryDaily attendance sign-in, learning assessment and named certificates compliant with the scheme's requirements.
4Documentation and refundDelivery of the closing file — invoice, attendance sheets, certificates — for the refund application.
What we provide
  • Detailed training program, hour by hour
  • Named quote and compliant invoice
  • Attendance sheets signed per half-day
  • Learning assessment at start and end of the course
  • Individual certificates of completion
Questions about eligibility? Call us directly.(+216) 36 361 552

Go further

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Book a session

Public session or in-house training at your premises, tailored to your processes. We'll get back to you within 24 business hours with a proposal and the TFP paperwork.

(+216) 36 361 552