AI Infrastructure - Øbliq News (Page 2)

Dark abstract neural network visualization -- multi-agent retrieval -- Øbliq.

AI Infrastructure

Multi-Agent RAG: Hierarchical Retrieval at Scale

How does hierarchical RAG hold up under real production load? SiriusHelper on Tencent's platform shows where the tradeoffs land and what flat retrieval misses.

Dark abstract neural network visualization -- AI integration failure -- Øbliq.

AI Infrastructure

Why AI Projects Fail at Integration

Why do 70% of AI projects fail post-deployment? The answer isn't the model — it's the integration layer. Here's what systematic design actually requires.

Dark abstract neural network visualization -- LangGraph checkpoint architecture -- Øbliq.

AI Infrastructure

LangGraph Checkpoints: The Hidden Failure Layer

LangGraph's alpha drops expose a silent checkpoint failure mode most practitioners ignore. What the DeltaChannel sentinel change really signals about production agents.

Dark abstract neural network visualization -- local inference GGUF -- Øbliq.

AI Infrastructure

Mistral Medium 3.5 GGUF Shifts Local Inference

Is 128B inference on local hardware finally viable? Mistral Medium 3.5 in GGUF and Qwen's FlashQLA kernel say yes—and the implications are bigger than you think.

Dark abstract neural network visualization -- vector database architecture -- Øbliq.

AI Infrastructure

Vector Databases Are Forking in 2025

Vector databases are splitting into two distinct categories. Are you building for agentic speed or compliance hardening? The fork has real consequences.

Dark abstract neural network visualization -- MCP server identity -- Øbliq.

AI Infrastructure

MCP Servers and the Agent Identity Layer

Who is calling your MCP tool—a real user or a rogue agent? Three new projects signal a trust boundary shift every AI builder needs to understand.

Dark abstract neural network visualization -- AI agent architecture -- Øbliq.

AI Infrastructure

LLM as Reasoning Kernel: The New Agent Architecture

Are tool use, RAG, and agent memory really separate? They're not. Discover the unified architecture quietly reshaping how AI agents are built today.

Dark abstract neural network visualization -- agentic AI architecture -- Øbliq.

AI Infrastructure

Agentic AI's Architecture Is Standardizing Fast

Is your team still embedding capabilities in prompts? The shift to container-native agent skills is compounding fast—and it changes how you architect everything.

AI Infrastructure

Agentic AI in Production: The Infrastructure Gap

Agentic AI deployments fail on infrastructure, not reasoning. Learn the critical decisions around scheduling, memory, and IAM before your next production rollout.

Dark abstract neural network visualization -- AI agents production -- Øbliq.

AI Infrastructure

AI Agents in Production: Where the Stack Breaks

Why do AI agent deployments fail? It's not the model — it's the orchestration layer. Discover the exact failure modes and where to invest engineering time.

Dark abstract neural network visualization -- graph memory AI agents -- Øbliq.

AI Infrastructure

Graph Memory and Tracing for AI Agents

Why are production AI agents quietly failing? Graph-based memory and distributed tracing expose the gaps. Here's the Neo4j + OpenTelemetry architecture that fixes them.

Dark abstract neural network visualization -- AI agent infrastructure -- Øbliq.

AI Infrastructure

AI Agent Infrastructure: The Plumbing Problem

Why do AI agents collapse in production? The model isn't the problem — the infrastructure is. Discover the supervisor patterns and fault-tolerance systems that fix it.