Knowledge Base
The Yobitel AI Infrastructure Encyclopedia
A working reference for everything Yobitel touches — every GPU, every framework, every compliance standard, every model. Built to be browsed, cited, and trusted.
146
Entries
17
Categories
Weekly
Updated
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Popular entries
Public Sector AI
Case triage, citizen services, and fraud detection under the UK Government AI Playbook and EU AI Act.
Defence AI
ISR, autonomous systems, command-and-control, and training simulation under OFFICIAL-SENSITIVE+, IL5/IL6, and JADC2.
Financial Services AI
Banking, asset management, hedge funds, insurance, and fintech AI under FCA, PRA SS1/23, DORA, SEC / FINRA, GDPR, PCI DSS, and the EU AI Act — and how Yobitel hosts it.
Healthcare AI
Provider, payer, life-sciences, med-device, and public-health AI under HIPAA, NHS DTAC, GDPR, NCSC OFFICIAL-SENSITIVE, FDA SaMD, and MHRA — and how Yobitel ships into each.
Yobitel Marketplace
The catalogue surface of the Yobibyte platform — open-weight models, Yobitel AI Applications, and verified partner-published goods, ranked by InferenceBench and filtered for sovereignty.
Professional Services
Yobitel's bespoke engineering engagements — architecture, build, migration, and accelerate work delivered by the same engineers who operate the platform.
Managed Operations
Yobitel's 24/7 NOC for customer AI infrastructure — Yobitel NeoCloud, customer cloud, on-premise, or hybrid. SLA-backed, incident-driven, evidence-recorded.
Yobitel NeoCloud
Yobitel's sovereign, Tier III+ GPU cloud — UK NCSC OFFICIAL primary regions, EU Data Boundary, US FedRAMP-equivalent partner regions, with a per-second pricing model in USD.
Compute & Hardware
12 entries · GPUs, accelerators, memory, and interconnect silicon — every SKU we recommend or compete with.
Networking & Fabric
7 entries · InfiniBand, RoCEv2, NCCL, switches, DPUs, and the topologies that hold a GPU cluster together.
Data Centre
3 entries · Power, cooling, density, redundancy, and the physical realities behind a 100 kW rack.
Sovereign & Compliance
20 entries · NCSC, G-Cloud, OFFICIAL, GDPR, AI Act, FedRAMP, HIPAA, SOC 2, ISO 27001, and the FOCUS spec.
AI Foundations
9 entries · The maths and architectures behind modern models — Transformers, Attention, MoE, Diffusion, RLHF.
Training
7 entries · Megatron, DeepSpeed, FSDP, ZeRO, FP8/FP4, Flash Attention — how 100B+ models actually get trained.
Fine-Tuning
5 entries · LoRA, QLoRA, DoRA, Unsloth, Axolotl, and the practical playbook for adapting open-weight models.
Inference & Serving
12 entries · vLLM, TensorRT-LLM, SGLang, Triton, PagedAttention, speculative decoding, quantisation formats.
RAG & Vector DB
5 entries · Retrieval, hybrid search, reranking, HNSW, FAISS, and the vector databases worth knowing.
Agents & Tooling
4 entries · Agent frameworks, MCP, function calling, multi-agent patterns, and evaluation harnesses.
Computer Vision
5 entries · YOLO, DETR, SAM 2, NeRF, Gaussian Splatting, CLIP, DINOv2 — modern perception, end-to-end.
Speech & Audio
5 entries · Whisper, Conformer, wav2vec 2.0, XTTS, diarisation, and real-time ASR at scale.
Cloud & Kubernetes
9 entries · GPU Operator, MIG, Volcano, KServe, Karpenter, Crossplane — the orchestration layer for AI workloads.
FinOps
10 entries · FOCUS, TCO, Reserved vs Spot, savings plans, chargeback, and cross-provider cost normalisation.
Observability
3 entries · DCGM, Prometheus, OpenTelemetry, Langfuse, Nsight — what to measure and where to send it.
Yobitel Products
15 entries · First-party reference: Omniscient Compute, Yobibyte, InferenceBench, MediQuery, NeoCloud, Managed Ops.
Industries
15 entries · Sector-specific AI patterns — Healthcare, FinServ, Manufacturing, Defence, Telco, Media, Retail.
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