News
Why Care About Prompt Caching in LLMs?
3+ week, 19+ hour ago (483+ words) Optimizing the cost and latency of your LLM calls with Prompt Caching In general, caching in computing is no new idea. At its core, a cache...that stores data temporarily so that future requests for the same data can be…...
Prompt Caching: The LLM Feature That Cuts Your AI Bill by 90%
1+ week, 6+ day ago (91+ words) to process the same 2000 tokens on every request. For thousands of users that's a massive waste. Process...system prompt once. Cache it. Every request after pays for user message only. Same quality. Same response. 90% cheaper. That's it. One line. Caching…...
The Art of Caching: A Strategic Blueprint for Speed, Invalidation, and Scale
1+ week, 5+ day ago (222+ words) Imagine you eat biryani for lunch every day. One way is to go to the shop every morning to...to cook biryani, the rice is already available. Caching works the same way in software systems. Instead...at home instead of…...
Model Quality: An Open Memory Provider Standard with Zero-Downtime Compaction for LLM Agents
2+ week, 1+ day ago (1593+ words) How We Eliminated 77% Entity Loss and Agent Freeze with an Open Memory Standard Author: L. Zamazal, GLG,...open standard Our central claim: you don't pay for a better model; you pay for better memory. The dominant assumption in the LLM…...
Running LLMs Locally: A Rigorous Benchmark of Phi-3, Mistral, and Llama 3.2 on Ollama
2+ week, 6+ day ago (1032+ words) ensuring consistent, structured outputs is essential for integration into applications. This project benchmarks...validation and a retry mechanism that reprompts the model with stricter instructions upon failure. This mimics...Thirty prompts are categorized into six groups, each with a dedicated…...
Redis case study | Wiz
4+ week, 9+ hour ago (1080+ words) hours'not months'while transforming alert investigation with AI Managing a rapidly growing multi-cloud environment made it difficult for Redis to maintain clear, real-time visibility into their...data to understand alerts and determine real risk. Redis gained unified visibility across its entire…...
a Redis-alternative distributed cache in Rust — with WAL persistence, mTLS, and Raft consensus
1+ week, 1+ day ago (235+ words) cache written from scratch in Rust. It is not a Redis wrapper or drop-in replacement " it's a ground-up...default, and Raft-based HA without the complexity tax. Redis is a single-process C daemon with 25 years of accumulated complexity. Persistence...requires…...
6 Redis Caching Patterns That Cut Node.js API Response Time from 1.5s to 150ms
3+ week, 4+ day ago (308+ words) responses in seconds instead of milliseconds. These Redis caching patterns remove most database reads and turn slow...ago. Before (PostgreSQL on every request) After (Redis cache aside pattern) The first request queries...PostgreSQL. The next thousands read directly from Redis…...
Cachee.ai Introduces Autonomous Predictive Caching
1+ week, 4+ day ago (925+ words) New infrastructure category replaces the reactive caching model with AI that loads data before it's requested Cachee...cache hits in 1.5 microseconds " 667x faster than a Redis network round-trip. Production-verified hit rates...by over 95%. " Cache hit latency: 1.5s (vs. 1ms+ for Redis) " Hit rate:…...
Minisforum unveils an AI-powered NAS that could run LLMs locally
2+ week, 4+ day ago (357+ words) Minisforum's N5 Max NAS runs LLMs locally Minisforum has announced its upcoming N5 Max AI NAS,...system designed to run large language models locally, with OpenClaw pre-installed. The device is powered by...capable of reaching 5.1GHz, a Radeon 8060S iGPU with 40 CUs, an XDNA…...