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Posts by MPRAUTO MPRAUTO

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About MPRAUTO MPRAUTO
Fine-Tuning Embedding Models for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026)

Fine-Tuning Embedding Models for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026)

Posted by By MPRAUTO MPRAUTO October 18, 2026Posted inAI2 Comments
Fine-Tune Embedding Model for Retrieval: Contrastive Loss, Hard Negatives and Matryoshka (2026) Most retrieval-augmented generation systems start with a general-purpose embedding model and a vector index, and most of them…
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LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026)

LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026)

Posted by By MPRAUTO MPRAUTO October 18, 2026Posted inAI2 Comments
LLM Red Teaming and Jailbreak Defense: Garak, PyRIT and Guardrail Architecture (2026) Most teams discover their jailbreak problem the same way: a screenshot. A user coaxes the support bot into…
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Model Context Protocol (MCP) Explained: How It Works (2026)

Model Context Protocol (MCP) Explained: How It Works (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inAI3 Comments
Model Context Protocol (MCP) Explained: How It Works (2026) - updated October 2026 with verified facts, diagrams and FAQ.
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Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)

Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inAI1 Comment
Distributed Training Parallelism: Data, Tensor, Pipeline, FSDP/ZeRO and NCCL Collectives (2026) A 70-billion-parameter model does not fit on one GPU, and not for the reason most people assume. The weights…
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Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)

Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inDevelopmentNo Comments
Probabilistic Data Structures: Bloom Filters, HyperLogLog, Count-Min Sketch and Cuckoo Filters (2026) Counting the unique visitors of a large site exactly needs a set that holds every visitor ID. At…
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Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)

Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inAINo Comments
Browser Agents Architecture: DOM, Accessibility Tree vs Vision, and Playwright MCP (2026) Give a language model a browser and the first demo is magic: it searches, clicks and fills a…
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Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)

Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inAINo Comments
Mechanistic Interpretability: Sparse Autoencoders, Features and Circuits in LLMs (2026) A large language model is a function you can run, copy, differentiate and probe at will, and yet nobody can…
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Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)

Interchange Fees and Least-Cost Routing: Card Payment Cost Architecture (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inTechNo Comments
Least Cost Routing and Interchange Fees: Card Payment Cost Architecture (2026) A merchant that sells a 100 euro item on a card does not receive 100 euro. Somewhere between 0.2%…
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Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)

Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inTechNo Comments
Payment Retries and Dunning: Smart Retry Architecture for Recovering Failed Card Payments (2026) Architecture analysis only. Nothing here is financial, legal or compliance advice; network rules and fees change, so…
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OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)

OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026)

Posted by By MPRAUTO MPRAUTO October 16, 2026Posted inSecurity1 Comment
OAuth 2.1, PKCE, OIDC and JWT Validation Pitfalls: A Token Security Guide (2026) Most token breaches are not cryptographic breaks. They are a library that accepted alg: none, a resource…
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Posts pagination

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  • OpenTelemetry GenAI Semantic Conventions: Tracing LLM Calls, Agents, Tokens and Cost (2026)
  • ROS 2 QoS Profiles and DDS Tuning: Reliability, Durability, Deadline and Lifespan over Lossy Wi-Fi (2026)
  • Apache Arrow Flight SQL for High-Throughput Telemetry: Columnar Zero-Copy vs gRPC vs MQTT (2026)
  • ChirpStack LoRaWAN Network Server Architecture: Gateway Bridge, ADR, Multicast and FUOTA (Self-Hosted, 2026)
  • CBOR vs Protobuf vs MessagePack vs FlatBuffers: Encoding IoT Payloads on Constrained Devices (nanopb, CDDL, COSE) (2026)
  • Kubernetes In-Place Pod Resize: Vertical Scaling Without Restarts, VPA, cgroups and QoS (2026)
  • Model Cards, Datasheets and ML-BOM (CycloneDX): AI Supply-Chain Provenance and EU AI Act Documentation (2026)
  • RAG Retrieval Evaluation: Recall@k, nDCG, MRR, Golden Sets and RAGAS in a CI Pipeline (2026)
  • 800V DC Power for AI Data Centers: Solid-State Transformers, Rack Architecture and Efficiency Math (2026)
  • Vehicle Signal Specification (VSS) and Eclipse Kuksa: Software-Defined Vehicle Data Layer Architecture (2026)
  • Rust Embedded for IoT Firmware: Embassy Async vs Zephyr vs FreeRTOS on Cortex-M (2026)
  • WebGPU In-Browser LLM Inference: WebLLM, WGSL Kernels, VRAM Limits and When It Beats WASM (2026)
  • LLM Gateways Compared: LiteLLM vs Portkey vs Kong AI Gateway vs Cloudflare AI Gateway (2026)
  • Managed Kubernetes in 2026: EKS vs GKE vs AKS on Networking, Upgrades, Autoscaling and Cost
  • Co-Simulation Master Algorithms: Jacobi vs Gauss-Seidel, SSP and Algebraic Loops for Digital Twins (2026)
  • SROS2: ROS 2 Security with DDS-Security, Enclaves, Certificates and Access Control Policies (2026)
  • SLH-DSA vs ML-DSA vs FN-DSA: Post-Quantum Firmware Signing and Secure Boot for IoT (2026)
  • A/B Testing for ML Systems: CUPED, Sequential Testing, Interleaving and Contextual Bandits (2026)
  • Vitess vs Citus vs CockroachDB: Horizontal Sharding Architecture for MySQL and PostgreSQL (2026)
  • Distributed Locks, Leases and Fencing Tokens: Redlock Critique and etcd/ZooKeeper Correctness (2026)
  • Confidential VMs: Intel TDX vs AMD SEV-SNP vs Arm CCA and Remote Attestation Architecture (2026)
  • GPU Sharing on Kubernetes: NVIDIA MIG vs MPS vs Time-Slicing vs vGPU for Multi-Tenant Inference (2026)
  • LLM Prefix Caching: RadixAttention vs vLLM Automatic Prefix Caching and KV Cache Reuse (2026)
  • Requirements Management in PLM: ReqIF, DOORS vs Jama vs Polarion and End-to-End Traceability (2026)
  • Large-Scale Digital Twin Visualization: 3D Tiles, Cesium, Point Cloud Streaming and LOD Architecture (2026)
  • TSN Time-Aware Shaper (IEEE 802.1Qbv): Gate Control List Scheduling for Deterministic Industrial Ethernet (2026)
  • ISA-88 Batch Control: Recipe Management, the Physical and Procedural Models, and MES/Digital Twin Integration (2026)
  • Kubernetes Default-Deny Network Policy: Microsegmentation Rollout with Cilium vs Calico (2026)
  • Spot and Preemptible Instance Architecture: Interruption-Tolerant Kubernetes, GPU Training and Checkpointing (2026)
  • Multi-LoRA Serving Architecture: Serving Hundreds of Fine-Tuned Adapters on One GPU with vLLM and S-LoRA (2026)
  • Offline Batch LLM Inference Architecture: Provider Batch APIs vs Self-Hosted vLLM on Cost and Throughput (2026)
  • Semantic Layer for LLM Analytics: MetricFlow vs Cube, Governed Metrics and Text-to-SQL That Does Not Lie (2026)
  • Marketplace Payments Architecture: Split Payments, Payouts, Escrow and KYB for Connected Accounts (2026)
  • Portfolio Optimization Engine: Mean-Variance, Black-Litterman, Risk Parity and Covariance Shrinkage (2026)
  • Yield Curve Construction Engine: Bootstrapping OIS/SOFR Curves, Interpolation and Real-Time Risk (2026)
  • Genesis vs MuJoCo Playground vs Isaac Lab: GPU Robot Simulation for Sim-to-Real (2026)
  • NERC CIP and IEC 62443 Mapping: OT Security Compliance for Electric Utilities (2026)
  • IFC 4.3 and openBIM for Digital Twins: Connecting BIM Models to Live IoT Data (2026)
  • Koopman Operator and SINDy for Digital Twins: Data-Driven System Identification (2026)

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