Cerebras Systems is hiring a Staff GPU Inference SDET in Sunnyvale, CA, a hybrid role to serve as the founding quality, reliability, and validation lead for a new GPU Inference Development team. The p…
A developer built a monitoring setup to track AI token spend and usage across Claude Code, Codex, and Ollama in a homelab, integrating metrics into Prometheus and Grafana. The system handles three dif…
LLM-as-judge architectures are shifting from offline evaluation into agent runtime control flow, letting applications make judgment calls on AI-generated work as it happens, according to a technical a…
A developer recounts their journey of using Docker multiple times before truly understanding it, from running Ollama with WebUI and n8n automations to experimenting with Hyperledger and an observabili…
Tracarbon, a Python library that tracks device energy consumption and calculates carbon emissions, now supports monitoring GPU power and carbon output while running local large language models. It det…
Kubernetes 1.37 “Garhwal,” released August 26 with 67 enhancements, now natively supports scaling workloads to zero replicas via the Horizontal Pod Autoscaler (HPA) in beta, eliminating the need for K…
A developer's team at an unnamed company built a predictive autoscaling system for GPU workloads on Kubernetes after a production outage caused by reactive scaling. The system uses a Bi-LSTM model emb…
A developer at the company exe built a tool called exe-finops that combines ClickHouse with AI agents to generate financial reports and investigate billing issues, reducing the need for manual data re…
Agentic AI is being deployed across enterprise automation for site reliability engineering, finance reconciliation, and other domains, but requires deterministic safety constraints to prevent cascadin…
AWS announced agentic observability with Amazon OpenSearch Service MCP Apps on 25 August 2026, an extension to the Model Context Protocol that renders interactive dashboards inside AI chat windows, re…
GPU-pruner, an open source Kubernetes tool, detects idle GPU workloads by querying NVIDIA Data Center GPU Manager metrics through Prometheus and scales the parent resource to zero after a configurable…
A developer outlines a technical guide for building AI agents that operate continuously, covering architectural blueprints, durable message queues, Kubernetes deployment, and observability practices. …
Josef Doornink, an engineer, published a guide to standing up a GPU cluster on Azure Kubernetes Service (AKS) for serving vLLM models. The walkthrough covers requesting GPU quota, creating a cluster w…
An engineer built TrueSRE, an autonomous multi-agent platform for Site Reliability Engineering that diagnoses and remediates production outages in under 25 seconds. Built on the TrueForge Agent Harnes…
Deepgram released Enhanced Metrics and Prometheus/OpenTelemetry support for its speech-to-text and text-to-speech models on Amazon SageMaker AI, enabling customers to monitor billing, feature usage, a…
A developer built AdversarialDebate, an open-source review engine that forces two LLMs to analyze artifacts independently before debating, to address the structural bias in typical AI 'second opinions…
Anthropic's Claude Code coding agent now includes a /goal command that sets a session-scoped condition the agent must satisfy before ending its turn, preventing it from declaring victory prematurely. …
A developer proposes NEXUS (Mesh Intelligence Hub), an architecture combining an LLM agent with an Istio service mesh on Amazon EKS to enforce read-only access and explicit deny policies, preventing A…
A developer who runs an observability hub for AI-assisted coding conducted a read-only penetration test of the stack, revealing that nearly all serious security defects were in recently written contro…
Bulwark Gateway, a self-hosted fail-closed security proxy for LLM agents, intercepts and validates tool calls between users and LLM backends, blocking threats immediately with 400+ detection patterns …