A new open-source deception framework called Honeyprompt uses large language models to power interactive honeypots that engage attackers with realistic responses. Developed by web developers, it suppo…
An engineer building a hard spending cap for LLM calls discovered that billing dashboards are rear-view mirrors, total spend is a useless number, and retry storms are the most expensive bug class. The…
Kaiban Distributed, a new TypeScript/Node.js runtime, runs each AI agent as an isolated OS process communicating via message queues, enabling independent scaling, failure isolation, and human oversigh…
Semantic caching optimizes LLM applications by caching responses based on query meaning rather than exact wording, reducing latency and API costs while maintaining accuracy. The technique distinguishe…
Generative AI is making legacy software rewrites economically viable by drastically reducing code generation costs, flipping the traditional cost-benefit analysis. AWS used AI to modernize 40 million …
Anthropic is following the same playbook as AWS by building first-party versions of successful products built on its platform, exemplified by the launch of Claude Design, a direct competitor to Figma.…
LLM Gateway explains how prompt caching can reduce large language model costs by 30–99% and cut latency to sub-millisecond. The post details exact-match and prefix caching strategies, showing how a cu…
Start with A, an open-source investment research platform, has been released on GitHub. The self-hosted tool integrates research, portfolio monitoring, and journaling into a single workflow, supportin…
VetoBench, a new open-source benchmark for AI memory, tests whether agents re-propose approaches teams have already rejected. In trials, agents with no memory violated prior decisions 80-90% of the ti…
A developer built Phantom Protocol, a multi-agent autonomous outreach system, to solve personal consistency problems in client acquisition. The system uses Qwen3.7 via Alibaba Cloud's DashScope API, w…
OpenAI delivers low-latency voice AI to 900 million weekly users using WebRTC, splitting the stack into a stateless relay at the geographic edge and a stateful transceiver that uses the ICE ufrag as a…
A new Redis patterns site offers comprehensive design patterns, best practices, and command references optimized for both human developers and LLM coding agents, with machine-readable indexes and mirr…
A developer deployed ClearML, an open-source MLOps platform, as a self-hosted alternative to Google Cloud's Vertex AI on an Ubuntu server. The setup uses Docker Compose and Traefik to provide experime…
Momentic, an AI-driven software testing platform, migrated its caching system from PostgreSQL to ClickHouse to handle over 2 million queries per day across 20 billion entries with 250 ms average laten…
10xHire is hiring software engineers to build AI-native technical assessments that measure real engineering judgment. The company seeks backend engineers with 1+ years of experience to work on scalabl…
Speculative decoding accelerates local LLM inference by pairing a small draft model that proposes multiple tokens with a large target model that verifies them in parallel, achieving speedups without a…
AI programming agents like Claude Code, Cursor, and Windsurf run on an AgentLoop analogous to a CPU's fetch-decode-execute cycle, but running them locally on laptops causes severe compute bottlenecks …
SurrealDB, a four-year-old UK startup, has built a multi-model database with its own TAPIR-based storage engine to serve as a high-speed context layer for AI agents. The company, founded by brothers T…
Abuja-based developer Okhai has released Foundation, an open-source full-stack application substrate designed for teams building high-performance, event-driven systems with AI coding agents. The proje…
Ovasabi Foundation, a full-stack application substrate for high-performance event-driven systems, has been released as an open-source toolkit. It offers tenant-isolated architecture, seven performance…