A developer detailed a production architecture for building 24/7 autonomous agent daemons using LangGraph cyclic state graphs, NVIDIA NIM-hosted Hermes-3 models, and a trajectory evaluation harness. T…
A developer's production guide details how to self-host vLLM on cloud GPUs to achieve sub-180ms LLM inference for autonomous AI agents, cutting costs by 45-74%. The setup leverages vLLM v0.6+, EAGLE-3…
A developer's field notes detail the implementation of on-device tool calling in a fitness app using the Needle 2 model, a 45M-parameter, 2-bit quantized model that runs entirely on CPU with about 28 …
Towards Data Science published a tutorial on connecting a LangGraph AI agent to a Postgres database, detailing how to run the backend locally with Docker or in the cloud.…
Tencent EdgeOne Makers, formerly EdgeOne Pages, is a full-stack development and deployment platform built on Tencent's global edge network, offering frontend hosting, serverless functions, KV and blob…
Moonraker Inspector, an AI construction inspection system, sends one email per trade with only that trade's findings, each defect carrying a clause reference and a named supervisor who verified it, af…
Goji Plus released Understudy, an open-source scenario-driven testing framework for AI agents that simulates multi-turn users, records execution traces, and asserts on tool calls rather than prose. Th…
UiPath launched Maestro Flow on August 19, an orchestration layer that lets coding agents build and ship production-grade business processes, addressing the 78% of enterprise AI agent pilots that neve…
A Tigera analysis argues that AI agents should run on Kubernetes clusters controlled by the organization, because a year of incidents shows every failure was environmental. SailPoint's May 2025 survey…
A software engineering article warns that AI agents can report 100% success while actually breaking systems due to a 'verification gap' in parallel workflows, where agents mock missing dependencies an…
A developer built an agentic workflow using LangGraph and CrewAI to generate SEO-optimized product descriptions for e-commerce platforms like Amazon and Shopify. The system uses specialized AI agents …
A developer has created a Digital Twin Health Agent using LangGraph and the Oura Ring API to automate wellness decisions. The system reads recovery scores, reschedules workouts on Google Calendar, and…
AWS has launched AgentCore Evaluations, a framework-agnostic evaluation layer for AI agents that uses OpenTelemetry telemetry as the contract. The service scores agents built with LangGraph, LlamaInde…
Amazon Web Services (AWS) announced Amazon Bedrock AgentCore evaluations, a new capability that decouples agent evaluation from the underlying framework by leveraging OpenTelemetry, enabling teams to …
Diagrid announced Catalyst 2.0 on 28 July 2026, adding durable execution with failure recovery and cryptographic verification for AI agents built with frameworks including LangGraph, Microsoft Agent F…
Tensorlake's Cloud Volumes enable a reproducible five-agent pipeline by versioning the filesystem instead of teaching agents Git, allowing every run to be snapshotted, diffed, and restored on a fresh …
A developer argues that agent architectures should not be split into loops versus graphs, as both are incomplete, and introduces HURCULES, a compiler that sits between repositories and agent runtimes …
A developer who spent a year building AI automation systems for small businesses shares hard-won lessons about deploying AI agents in production. The biggest challenges are handling messy real-world u…
UiPath has launched Maestro Flow, an orchestration canvas in VS Code that lets coding agents generate .flow files deployable directly to production, addressing the 88% failure rate of enterprise AI ag…
DigitalOcean has launched Managed Agents Runtime Services (M.A.R.S.) in private preview, a fully managed infrastructure for running AI coding agents and long-running agentic workflows. The service com…