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Introduction to Graph Databases for Knowledge Graphs

Introduction Graph databases are specialized database management systems that store and manage data as interconnected nodes and relationships.

  • Graph databases store data as interconnected nodes and relationships
  • Knowledge graphs represent complex real-world domains
  • Neo4j demonstrates creating a movie recommendation knowledge graph

Two coroutines, one journal: a Restate restart demo

Both preparation steps had finished when I stopped the Node process. The Restate server stayed running. After I started the service again, the pending invocation returned ["A", "B"] , and the…

  • Two coroutines, prepare-a and prepare-b, each with generator-based steps
  • Interruption occurred mid-process, file verified executed effects
  • Service implemented in service.mjs with dependencies @restatedev/restate-sdk

Why Pay for the Smartest Model Every Time?

Originally published on wrightfunctions.com , where the demos are live. A restaurant doesn't send every order to the head chef. Toast goes to the line cook.

  • Intelligent routing, cascading, distillation, and caching reduce large language model pricing.
  • Requests directed to most powerful model only when necessary, cutting costs up to 85%.
  • Distillation trains smaller model on larger model's outputs for faster, cheaper usage.

Web lista para agentes de IA: guía con Cloudflare Radar

Una web lista para agentes de IA es una web que un agente puede encontrar, leer sin ruido y usar sin abrir un navegador: sabe qué hay, lo pide en Markdown y llama a sus herramientas por MCP o WebMCP.

  • Web lista para agentes de IA es página fácil de leer y utilizar sin navegador
  • Cloudflare evalúa lista de sitios en escáner gratuito, nota 0-100
  • Métodos para usar escáner: URL en isitagentready.com, Radar scanner o API

Node.js Logistics PDF Search: Latency Caps with Budgeted Fallback Telemetry

TL;DR: Put a deadline around vector retrieval in Node.js, return keyword matches when that deadline expires, and count the switch as one low-cardinality metric.

  • Implement deadline for vector retrieval in Node.js search
  • Use small label set for telemetry: mode, outcome
  • Calculate retention based on event bytes and days

StateBench’s matched traces make a better reading test

At one point in my generated StateBench example, g holds 99 and c holds 57. Three versions of the next update all leave g at 57: g <- c; g <- (g + 58) mod 100; g <- 57; The answer agrees.

  • StateBench introduces matched traces for clearer reading tests
  • Four program types: periodic, solvable, aperiodic, r-trivial
  • Matched traces reveal language model's state update understanding

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