Data Mesh in Practice: Domains, Data Products, and Platform InterfacesTrex Team
Trex Team
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Libros de Trex Team
- Dagster Asset‑Based Orchestration: Building Maintainable Data PlatformsTrex Team
- Prefect 2 Workflows: Python‑Native Orchestration for Data and ML PipelinesTrex Team
- Redpanda Streaming: Kafka‑Compatible Performance with Simple OpsTrex Team
- Airbyte ELT: Running Connectors, Normalization, and Reliable SyncsTrex Team
- Apache SeaTunnel: High‑Performance Data Integration for the LakehouseTrex Team
- dbt Semantic Layer: Defining Metrics Once and Serving Them EverywhereTrex Team
- Engineering Data Contracts: Schemas, SLAs, and Breaking‑Change Governance for Data ProductsTrex Team
- MetricFlow: Building a Metrics Engine for Consistent BI and Embedded AnalyticsTrex Team
- Evidence.dev: Analytics Reports as Code with SQL, Markdown, and CITrex Team
- Cube.dev Semantic Layer: Metrics, Caching, and Access Control for Analytics APIsTrex Team
- lakeFS: Version Control for Data Lakes—Branch, Merge, and ReproduceTrex Team
- MotherDuck: Collaborative DuckDB in the Cloud for TeamsTrex Team
- Soda Core: Practical Data Observability and Quality ChecksTrex Team
- OpenLineage: Standardized Data Lineage for Modern PipelinesTrex Team
- OpenMetadata: Building a Unified Data Catalog and Governance LayerTrex Team
- Amundsen Data Discovery: Searchable Metadata for Analytics TeamsTrex Team
- Marquez Lineage Backend: Operating OpenLineage Metadata ServicesTrex Team
- DuckDB Analytics: Local OLAP, Extensions, and Embedded Data AppsTrex Team
- Deequ Data Quality: Constraint‑Based Validation for Big Data PipelinesTrex Team
- Great Expectations for Data Teams: Data Quality Testing That Fits CI/CDTrex Team
- Apache DataFusion: Building Custom Analytics Engines in RustTrex Team
- Polars for Data Workloads: Fast DataFrames, Lazy Queries, and ETL PipelinesTrex Team
- DataHub in Practice: Metadata Platform Design, Ingestion, and GovernanceTrex Team
- Apache Polaris Catalog: Operating an Open Iceberg Catalog at ScaleTrex Team
- Arrow Flight SQL: High‑Speed Data Transport for Analytics AppsTrex Team
- Project Nessie: Git‑Like Versioning for Lakehouse Tables and CatalogsTrex Team
- Apache Paimon: Streaming Lakehouse Tables for Fast Inserts and AnalyticsTrex Team
- Iceberg REST Catalogs: Managing Table Metadata Across Engines and CloudsTrex Team
- Delta Sharing: Secure Cross‑Org Data Sharing Without File ExportsTrex Team
- Envoy Gateway: Operating a Modern L7 Gateway on KubernetesTrex Team
- KubeVela: Application‑Centric Delivery with OAM and Platform AbstractionsTrex Team
- Firecracker MicroVMs: Building Secure, Fast Sandboxes for Multi‑Tenant ComputeTrex Team
- Confidential Containers: Running Sensitive Workloads with Hardware‑Backed IsolationTrex Team
- Kata Containers: VM‑Isolated Containers for High‑Trust Kubernetes WorkloadsTrex Team
- gVisor for Isolation: Sandboxed Containers Without Full VMsTrex Team
- OpenSLO: A Standard Language for SLOs, SLIs, and Error BudgetsTrex Team
- Focus in Practice: Standardized Cloud Cost Data for FinOps AutomationTrex Team
- CUE Configuration Language: Validated Configs for Platforms and PipelinesTrex Team
- External Secrets Operator: Syncing Secrets Safely Across Clouds and ClustersTrex Team
- Jsonnet for Platform Config: Reusable Kubernetes Manifests at ScaleTrex Team
- Sloth: Generating SLOs for Prometheus Without YAML NightmaresTrex Team
- Teleport Access Platform: Zero‑Trust Access to SSH, Kubernetes, and DatabasesTrex Team
- Kyverno Policy: Kubernetes Governance with Admission Policies and Audit RulesTrex Team
- SOPS Secrets: Git‑Friendly Encryption for Kubernetes and IaCTrex Team
- OpenBao in Practice: Operating an Open Vault‑Style Secrets PlatformTrex Team
- OpenCost: Kubernetes Cost Visibility and Allocation for Platform TeamsTrex Team
- Flagger Progressive Delivery: Automated Canary Releases with MetricsTrex Team
- Keptn for Delivery & SLOs: Event‑Driven Automation for Cloud‑Native OpsTrex Team
- OpenFeature: Standardizing Feature Flags Across Vendors and PlatformsTrex Team
- Cluster API (CAPI): Managing Kubernetes Clusters Like ApplicationsTrex Team
- Temporal Workflows: Durable Orchestration for Microservices and AgentsTrex Team
- Dapr Building Blocks: Sidecar‑Driven Microservices Without Reinventing the WheelTrex Team
- Knative Serving: Serverless Workloads on Kubernetes Without the ChaosTrex Team
- Kubernetes Gateway API: Next‑Gen Traffic Management Beyond IngressTrex Team
- KEDA Event‑Driven Autoscaling: Scale Kubernetes on Queues, Streams, and MetricsTrex Team
- OpenVEX: Sharing Exploitability Statements to Cut Vulnerability NoiseTrex Team
- Secure Build Systems: Hardening CI, Runners, and Artifacts Against TamperingTrex Team
- OSV Vulnerability Data: Integrating Open Vulnerability Feeds into Dev WorkflowsTrex Team
- OpenTofu: Practical IaC After Terraform—Migration, Modules, and GovernanceTrex Team
- Karpenter on Kubernetes: Cost‑Aware Autoscaling for Real WorkloadsTrex Team
- Flux CD GitOps: Multi‑Tenant Kubernetes Delivery with Policy GatesTrex Team
- Backstage Developer Portals: Creating Golden Paths and Platform Product UXTrex Team
- Package URL (purl): Standard Identifiers for Dependencies and SBOM ToolingTrex Team
- Argo CD GitOps: Operating Kubernetes Deployments with Drift ControlTrex Team
- Crossplane Compositions: Building a Self‑Service Internal Cloud PlatformTrex Team
- Kueue for Batch and AI Jobs: Queueing, Fairness, and Resource Sharing in KubernetesTrex Team
- Grype in Production: Vulnerability Scanning You Can Automate and TrustTrex Team
- Reproducible Builds: Making Your Releases Cryptographically VerifiableTrex Team
- Renovate at Scale: Automated Dependency Updates Without Breaking EverythingTrex Team
- Dependabot Workflows: Secure Dependency Updates for GitHub ReposTrex Team
- Trivy Deep Dive: Container, IaC, and SBOM Scanning in CI/CDTrex Team
- OpenSSF Scorecard: Automating Risk Signals for Open‑Source DependenciesTrex Team
- Dependency‑Track: Running a Vulnerability Management System for SBOMsTrex Team
- Syft for SBOM Generation: Producing Accurate Inventories from Real ArtifactsTrex Team
- GUAC: Graphing Your Artifacts, Dependencies, and VulnerabilitiesTrex Team
- Notary v2 & OCI Signing: Shipping Trusted Container ImagesTrex Team
- DSSE Explained: Standard Envelopes for Signing Provenance and AttestationsTrex Team
- TUF for Package Security: Designing Update Systems That Resist CompromiseTrex Team
- in‑toto Attestations: End‑to‑End Supply Chain Integrity for ArtifactsTrex Team
- Wolfi Containers: Building Minimal, Secure Images for Modern Supply ChainsTrex Team
- SLSA Provenance: Building Verifiable Builds and Release PipelinesTrex Team
- SBOMs in Practice: SPDX, CycloneDX, and CI Automation for Real SystemsTrex Team
- Sigstore: Keyless Signing and Verification for Cloud‑Native SoftwareTrex Team
- Zanzibar‑Style Authorization with OpenFGA: Modeling, Evaluation, and ScaleTrex Team
- Cedar Policy Language: Writing Fast, Auditable Authorization RulesTrex Team
- SPIFFE/SPIRE Workload Identity: Zero‑Trust Service Identity for Cloud‑Native SystemsTrex Team
- OpenPubkey: OIDC‑Backed SSH and Workload Identity Without PKI PainTrex Team
- MLS for Engineers: Secure Group Messaging That Actually ScalesTrex Team
- PASETO Tokens: Safer Alternatives to JWT for Modern ServicesTrex Team
- Macaroons Authorization: Caveats, Delegation, and Least‑Privilege TokensTrex Team
- GNAP Explained: The Next‑Gen Authorization Protocol and How to Implement ItTrex Team
- mTLS for APIs: Practical Certificate Auth for Service‑to‑Service SystemsTrex Team
- Verifiable Credentials & DIDs: Wallets, OIDC Flows, SD‑JWT, and Secure MessagingTrex Team
- Modern OAuth Security: OAuth 2.1, PAR, RAR, and DPoP for API EngineersTrex Team
- Passkeys Everywhere: Shipping WebAuthn Authentication Without UX PainTrex Team
- Model Governance at Scale: Registries, Approvals, and Lifecycle ControlsTrex Team
- FIDO Device Onboard: Zero‑Touch Provisioning for Secure IoT FleetsTrex Team
- Secure RAG Authorization: Row‑Level Security, ACLs, and Per‑User RetrievalTrex Team
- Safety Evaluation Engineering: From Red Flags to Measurable, Repeatable Safety GatesTrex Team
- Audit‑Ready GenAI: Logging, Evidence, and Explainability Without Killing VelocityTrex Team
- C2PA Content Credentials: Engineering Provenance for AI‑Generated MediaTrex Team
- Membership Inference & Privacy Leakage: Measuring and Reducing Data ExposureTrex Team
- Threat Modeling GenAI Apps: Assets, Attack Paths, and Controls That WorkTrex Team
- Practical Federated Learning Systems: Privacy‑Preserving Training Across Devices and OrgsTrex Team
- Policy‑as‑Code for GenAI: Enforcing Safety and Compliance in CI/CDTrex Team
- Stopping LLM Data Exfiltration: DLP Patterns for Prompts, Logs, and RetrievalTrex Team
- AI Incident Response: Playbooks for Prompt Leaks, Tool Abuse, and Model FailuresTrex Team
- Differential Privacy for ML Engineers: Practical Budgets, Noise, and TradeoffsTrex Team
- Prompt Injection Defense: Hardening RAG, Tools, and System PromptsTrex Team
- Poisoning Attacks on ML Pipelines: Detection, Response, and Resilient TrainingTrex Team
- Sandboxing AI Tools: Containers, MicroVMs, and Permission Scopes for AgentsTrex Team
- Model Extraction and Theft: How Deployed Models Get Stolen—and How to Stop ItTrex Team
- Engineering for the EU AI Act: Technical Controls for GPAI and High‑Risk SystemsTrex Team
- Red‑Teaming LLM Applications: Building Test Suites for Jailbreaks and AbuseTrex Team
- Agent Communication Protocol (ACP): Designing Secure Agent‑to‑Agent APIs and WorkflowsTrex Team
- Agent2Agent Protocol (A2A): Building Interoperable Multi‑Agent Systems Across VendorsTrex Team
- Helmfile Patterns: Managing Hundreds of Helm Releases PredictablyTrex Team
- ISO/IEC 42001 for AI: Building an AI Management System Engineers Can OperateTrex Team
- SCIM 2.0 in Practice: Automated User Provisioning and Identity Lifecycle for SaaSTrex Team
- FlashAttention: Speeding Up Transformers with Modern Attention KernelsTrex Team
- OWASP for LLM Apps: A Practical Security Checklist for GenAI Product TeamsTrex Team
- DeepSpeed Inference: Tensor Parallelism and Memory Efficiency for Large ModelsTrex Team
- Speculative Decoding Systems: Faster Generation with Draft Models and Safety ChecksTrex Team
- NIST AI RMF in Engineering: Turning Risk Management into Shipping ControlsTrex Team
- AWQ Quantization: Shipping 4‑Bit LLMs Without Quality Face‑PlantsTrex Team
- GGUF Model Packaging: Managing Quantized LLM Artifacts for Local InferenceTrex Team
- bitsandbytes: Practical 8‑bit/4‑bit Optimization for LLM Training and InferenceTrex Team
- ONNX Runtime GenAI: Portable Inference Across CPU, GPU, and EdgeTrex Team
- GPTQ in Production: Quantize, Validate, and Serve Efficient LLMsTrex Team
- OpenVINO for GenAI: CPU‑First Acceleration and Edge Deployment StrategiesTrex Team
- NVIDIA Triton Inference Server in Practice: Operating Multi‑Model GPU Inference at ScaleTrex Team
- Ray Serve for LLM Apps: Scalable APIs, Batching, and Async Tool PipelinesTrex Team
- NVIDIA NIM in Practice: Standardized Inference Microservices for Enterprise GenAITrex Team
- KServe on Kubernetes: Production Model Serving with Canary Releases and AutoscalingTrex Team
- BentoML: Packaging, Deploying, and Monitoring ML/LLM Services End‑to‑EndTrex Team
- Ollama for Teams: Local Model Distribution, Versioning, and Secure Developer WorkflowsTrex Team
- TensorRT‑LLM Optimization: Quantization, Kernel Fusion, and Throughput EngineeringTrex Team
- MongoDB Atlas Vector Search: Retrieval‑Ready Schemas for Operational DataTrex Team
- Elasticsearch ELSER: Semantic Search Without Managing EmbeddingsTrex Team
- Text Generation Inference (TGI): Deploying Transformers with Streaming and BatchingTrex Team
- Redis Vector Similarity: Real‑Time Retrieval and Caching for AI AppsTrex Team
- vLLM Serving: High‑Throughput LLM APIs with PagedAttention and KV Cache TuningTrex Team
- llama.cpp in the Real World: On‑Device LLM Inference, Profiling, and DeploymentTrex Team
- SGLang: Structured Generation for Tool Use, JSON Outputs, and Fast InferenceTrex Team
- OpenSearch Neural Search: Hybrid Retrieval, Reranking, and OperationsTrex Team
- Vespa for AI Search: Serving Hybrid Retrieval at Web‑ScaleTrex Team
- Meilisearch for Developers: Fast, Typo‑Tolerant Search for Modern AppsTrex Team
- Tantivy in Rust: Building High‑Performance Full‑Text Search ServicesTrex Team
- Qdrant Vector Search: Shipping High‑Recall Retrieval with Filters and PayloadsTrex Team
- pgvector for Postgres: Practical Vector Search Without a New DatabaseTrex Team
- Typesense Search: Instant Search APIs with Relevance You Can TuneTrex Team
- Weaviate for RAG: Schema‑Aware Vector Search with Hybrid QueriesTrex Team
- LanceDB: Columnar Vector Storage for Fast Local and Cloud RetrievalTrex Team
- Milvus at Scale: Vector Indexing, Sharding, and Retrieval OperationsTrex Team
- Chroma in Production: Lightweight Vector Stores for Prototypes That Grow UpTrex Team
- Llama Guard in Practice: Safety Classification Pipelines for LLM ResponsesTrex Team
- Production GraphRAG: Building Knowledge Graph Retrieval for Verifiable Enterprise AnswersTrex Team
- PII Redaction with Presidio: Privacy‑Safe Logs, Prompts, and DocumentsTrex Team
- Jina AI Search Stack: Embeddings, Rerankers, and Hybrid Retrieval End‑to‑EndTrex Team
- SPLADE Sparse Retrieval: Modern BM25‑Style Search for RAG PipelinesTrex Team
- BGE Rerankers: Training and Deploying Modern Cross‑Encoder RerankingTrex Team
- ColBERT Reranking: High‑Recall Retrieval Without Blowing Your Latency BudgetTrex Team
- Guardrails AI: Validating Outputs with Schemas, Rules, and Safe RetriesTrex Team
- NeMo Guardrails: Policy‑Driven Safety for Tool‑Using AssistantsTrex Team
- RRF in Practice: Hybrid Search That Beats Pure Vector RetrievalTrex Team
- LiteLLM Proxy: Building a Multi‑Provider LLM Gateway with Routing and BudgetsTrex Team
- OpenTelemetry for GenAI: Tracing Token Costs, Tool Calls, and RAG LatencyTrex Team
- Inspect AI: Writing Reproducible Evals and Safety Tests for LLM SystemsTrex Team
- OpenAI Evals Cookbook: Designing Benchmarks for Product‑Grade LLM FeaturesTrex Team
- LM Evaluation Harness: Measuring Model Quality with Reproducible BenchmarksTrex Team
- Giskard for LLM QA: Detecting Harmful, Biased, and Broken Behaviors Before LaunchTrex Team
- DeepEval: Building an Automated LLM Evaluation Harness That Engineers TrustTrex Team
- Helicone Playbook: Monitoring, Caching, and Cost Controls for LLM APIsTrex Team
- Phoenix for RAG Debugging: Traces, Retrieval Quality, and Hallucination TriageTrex Team
- OpenLIT for GenAI: OpenTelemetry‑Style Observability for LLM AppsTrex Team
- Ragas for RAG: Measuring Retrieval, Faithfulness, and Answer Quality at ScaleTrex Team
- TruLens in Production: Feedback Functions, Scoring, and Continuous EvalsTrex Team
- PromptLayer Ops: Managing Prompts, Experiments, and Releases Like CodeTrex Team
- promptfoo in CI: Regression Testing Prompts, Tools, and RAG PipelinesTrex Team
- Weave by W&B: End‑to‑End Experiment Tracking for LLM ProductsTrex Team
- Langfuse: Open-Source LLM Observability, Tracing, and Prompt VersioningTrex Team
- OpenHands: Building Task‑Executing Agents for Real Repos, Tickets, and ToolchainsTrex Team
- OpenDevin Engineering: Self‑Hosted Software‑Dev Agents for Private CodebasesTrex Team
- Aider in the Loop: Patch‑First AI Pair Programming with CI Safety NetsTrex Team
- Continue.dev for Teams: Private Coding Assistants with Repo Context and Policy ControlsTrex Team
- AutoGen Teams: Designing Multi‑Agent Collaboration Patterns That Don’t CollapseTrex Team
- LangGraph: Graph‑Orchestrated Agents with Stateful, Testable WorkflowsTrex Team
- CrewAI for Real Work: Role‑Based Agent Teams, Delegation, and Safe AutonomyTrex Team
- Semantic Kernel Skills: Plugin‑First Copilots for Enterprise AppsTrex Team
- BeeAI Framework: Building Agent Swarms with Open Protocols and Enterprise ControlsTrex Team
- AWS Bedrock AgentCore: Memory, Tools, and Event‑Driven Agents on AWSTrex Team
- Haystack 2 Pipelines: Modular RAG, Agents, and Evaluation in PracticeTrex Team
- DSPy Prompt Programming: Data‑Driven Optimization for LLM PipelinesTrex Team
- LlamaIndex Workflows: Data‑Connected Agents with Repeatable Retrieval PipelinesTrex Team
- Smolagents: Minimalist Agent Engineering with Tools, Code, and GuardrailsTrex Team
- PydanticAI Cookbook: Typed Agents, Validated Outputs, and Schema‑First ReliabilityTrex Team
- Mastering the Model Context Protocol (MCP): Standardizing Tool Access, Context, and Permissions for AI AgentsTrex Team
- OpenAI Agents SDK in Production: Architecting Reliable Tool‑Using AssistantsTrex Team
- Vertex AI Agent Development Kit: From Prototype Agents to Governed Enterprise DeploymentsTrex Team
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