Sayeri Biswas
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Skills

Skills on the record

Grouped by category — level, evidence count, and strength mix only from what's in your graph.

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[ 18 ]
Proven capabilities
From your skill graph

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[ 66 ]
Unverified claims
Still open on the graph

Skill clusters

How domains connect in your graph.

Verified coreEdge dependency

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What they can prove

Proven Unproven

INTERVIEW-VERIFIED CAPABILITY (PROVEN)SELF-DECLARED STACK
GRAPH NODES: 84 · CONNECTIVITY FACTOR: 0.21
Skill constellation: 84 skills, 0 interview-verified.AGENT EVALUATIONAGENT LOOPSAGENT STATE MANAGEMENTAGENTIC AIAI AGENTSAI MEMORYAI/LLM EVALUATIONASYNC PYTHONAZURE AI SEARCHAZURE CONTAINER REGISTRYAZURE FUNCTIONSAZURE KEY VAULTAZURE KUBERNETES SERVICE (AKS)AZURE MONITOR/APPLICATION INSIGHTSAZURE OPENAIAZURE STORAGECI/CDCONDITIONAL ROUTINGCONTEXT ENGINEERINGCONTEXTUAL GROUNDINGCUSTOM MCP TOOLSDATABASE INTEGRATIONDOCKERDOCUMENT CHUNKINGDOCUMENT PROCESSINGEMBEDDINGSENTERPRISE API INTEGRATIONEXCEPTION HANDLINGFAILURE RECOVERYFASTAPIFUNCTION CALLINGGITHELMHUMAN-IN-THE-LOOPHYBRID RETRIEVALINPUT VALIDATIONJENKINSJSONKUBERNETESLANGCHAINLANGFUSELANGGRAPHLOGGINGMCPMCP CLIENTSMCP SERVERSMETADATA FILTERINGMICROSOFT AZUREMODEL CONTEXT PROTOCOL (MCP)MULTI-AGENT ARCHITECTUREMULTI-AGENT ORCHESTRATIONMULTI-AGENT SYSTEMSOCTOPUS DEPLOYOPENTELEMETRYPLANNING/REPLANNINGPRODUCTION DEPLOYMENTPRODUCTION SUPPORTPROMPT ENGINEERINGPROMPT/MODEL VERSIONINGPYDANTICPYTHONQUERY TRANSFORMATIONRAGRAG POISONINGRAG SECURITYREGRESSION TESTINGRERANKINGREST APISRETRIESRETRIEVAL EVALUATIONRETRIEVAL-AUGMENTED GENERATION (RAG)SEMANTIC SEARCHSEQUENTIAL/PARALLEL WORKFLOWSSQLSTRUCTURED OUTPUTSTESTINGTIMEOUTSTOOL CALLINGTOOL DISCOVERYTOOL INTEGRATIONTOOL NODESTOOL PERMISSIONS/AUTHORIZATIONVECTOR DATABASESAGENT ORCHESTRATION
  • Agent Evaluation: self-declared, 0 evidence items
  • Agent Loops: self-declared, 0 evidence items
  • Agent Orchestration: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Agent State Management: self-declared, 0 evidence items
  • Agentic AI: self-declared, 0 evidence items
  • AI Agents: self-declared, 0 evidence items
  • AI Memory: self-declared, 0 evidence items
  • AI/LLM Evaluation: self-declared, 0 evidence items
  • Async Python: self-declared, 0 evidence items
  • Azure AI Search: self-declared, 0 evidence items
  • Azure Container Registry: self-declared, 0 evidence items
  • Azure Functions: self-declared, 0 evidence items
  • Azure Key Vault: self-declared, 0 evidence items
  • Azure Kubernetes Service (AKS): self-declared, 0 evidence items
  • Azure Monitor/Application Insights: self-declared, 0 evidence items
  • Azure OpenAI: self-declared, 0 evidence items
  • Azure Storage: self-declared, 0 evidence items
  • CI/CD: self-declared, 0 evidence items
  • Conditional Routing: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Context Engineering: self-declared, 0 evidence items
  • Contextual Grounding: self-declared, 0 evidence items
  • Custom MCP Tools: self-declared, 0 evidence items
  • Database Integration: self-declared, 0 evidence items
  • Docker: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Document Chunking: self-declared, 0 evidence items
  • Document Processing: self-declared, 0 evidence items
  • Embeddings: self-declared, 0 evidence items
  • Enterprise API Integration: self-declared, 0 evidence items
  • Exception Handling: self-declared, 0 evidence items
  • Failure Recovery: self-declared, 0 evidence items
  • FastAPI: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Function Calling: self-declared, 0 evidence items
  • Git: self-declared, 0 evidence items
  • Helm: self-declared, 0 evidence items
  • Human-in-the-Loop: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Hybrid Retrieval: self-declared, 0 evidence items
  • Input Validation: self-declared, 0 evidence items
  • Jenkins: self-declared, 0 evidence items
  • JSON: self-declared, 0 evidence items
  • Kubernetes: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • LangChain: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Langfuse: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • LangGraph: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Logging: self-declared, 0 evidence items
  • MCP: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • MCP Clients: self-declared, 0 evidence items
  • MCP Servers: self-declared, 0 evidence items
  • Metadata Filtering: self-declared, 0 evidence items
  • Microsoft Azure: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Model Context Protocol (MCP): self-declared, 0 evidence items
  • Multi-Agent Architecture: self-declared, 0 evidence items
  • Multi-agent orchestration: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Multi-Agent Systems: self-declared, 0 evidence items
  • Octopus Deploy: self-declared, 0 evidence items
  • OpenTelemetry: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Planning/Replanning: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Production Deployment: self-declared, 0 evidence items
  • Production Support: self-declared, 0 evidence items
  • Prompt Engineering: self-declared, 0 evidence items
  • Prompt/Model Versioning: self-declared, 0 evidence items
  • Pydantic: self-declared, 0 evidence items
  • Python: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Query Transformation: self-declared, 0 evidence items
  • RAG: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • RAG Poisoning: self-declared, 0 evidence items
  • RAG Security: self-declared, 0 evidence items
  • Regression Testing: self-declared, 0 evidence items
  • Reranking: self-declared, 0 evidence items
  • REST APIs: self-declared, 0 evidence items
  • Retries: self-declared, 0 evidence items
  • Retrieval Evaluation: self-declared, 0 evidence items
  • Retrieval-Augmented Generation (RAG): self-declared, 0 evidence items
  • Semantic Search: self-declared, 0 evidence items
  • Sequential/Parallel Workflows: self-declared, 0 evidence items
  • SQL: self-declared, 0 evidence items
  • Structured Outputs: self-declared, 0 evidence items
  • Testing: self-declared, 0 evidence items
  • Timeouts: self-declared, 0 evidence items
  • Tool Calling: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Tool Discovery: self-declared, 0 evidence items
  • Tool Integration: self-declared, 1 evidence items, linked to Project: Enterprise EDI AI Assistant / Digital Brain
  • Tool Nodes: self-declared, 0 evidence items
  • Tool Permissions/Authorization: self-declared, 0 evidence items
  • Vector Databases: self-declared, 0 evidence items

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Capability chambers

Deep dives by domain.

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DOMAIN 01 // ARCHITECTURE

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Agent Orchestration

DOMAIN 02 // ARCHITECTURE

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Conditional Routing

DOMAIN 03 // TOOL

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Docker

DOMAIN 04 // FRAMEWORK

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FastAPI

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