Reused input dominates token bills because every API call resends the full conversation history, with one Codex user recording 3.59 billion reused tokens out of 3.77 billion total in a single day. Ant…
NVIDIA has published a tutorial for self-hosting a validated AI coding assistant using StarCoder2-7B NIM and NeMo Guardrails, enabling code completions on local GPUs with policy enforcement, hallucina…
Project management software that loses internet access in an air-gapped environment fails in ways not tested during cloud trials, including license seat synchronization, telemetry endpoints, identity …
ILTER, a self-hosted AI gateway, launches as a single static executable that sits between applications and AI providers to address cost control, data privacy, and API reliability. The gateway features…
Hamza, a proxy for Claude Code and Codex, masks secrets and personal data before prompts reach Anthropic or OpenAI, reducing exposure of credentials and customer records that coding agents may inadver…
Roboflow explains that a unified namespace (UNS) is a single hierarchical data model, typically carried over MQTT, where every system in a plant publishes its current state once and consumers subscrib…
Anthropic released Claude Opus 5 on 24 July 2026 at $5 and $25 per million input and output tokens, featuring a new mechanism that decouples tool declaration from runtime tool availability via tool_ad…
A developer built mAPI-ng, an open-source Go API that diagnoses its own performance issues by correlating RED metrics with runtime signals and ranking likely causes. The tool aims to eliminate the 'Ob…
Developerz.ai shares proven patterns for integrating large language models into production, including request queuing, cost control via token limits and caching, safety layers, and observability. The …
AI agents cannot see real-time GPU utilization, VRAM, temperatures, or active processes without a GPU-aware MCP server, creating an operational bottleneck for autonomous infrastructure operations. The…
Supabase has launched a one-click Grafana Cloud integration that provides a fully-configured observability instance with authentication, metric scraping, and a pre-built dashboard for any plan, includ…
ClickStack, an observability platform built specifically for ClickHouse, and Grafana with the ClickHouse plugin offer different approaches for teams using ClickHouse as their observability backend. Cl…
A free, ATS-friendly DevOps Engineer cover letter sample is now available, featuring an AI generator that personalizes the letter based on a job description. The sample highlights key achievements suc…
A cost-based semantic routing demo combining vLLM Semantic Router (vSR) with agentgateway reduced LLM spend by 35.4% on a 50-prompt Go and Rust coding dataset, according to a developer evaluation publ…
A developer built a real-time HRV anomaly detection engine using Transformer models, TensorFlow, and InfluxDB to predict stress peaks and overtraining injuries from wearable data. The system ingests d…
AegisDB, a self-hosted memory database for AI agents, is now available as a single dependency-free C binary that provides durable, searchable long-term memory with multi-tenant auth, encryption at res…
Inithouse, a studio shipping AI-powered products, built Watching Agents to monitor future-oriented questions that traditional dashboards cannot answer. The tool lets users deploy AI agents that build …
OpenSearch 3.7, released in July 2026, delivers a 5.5x faster vector search at k=1000 and native Prometheus querying in OpenSearch Dashboards without requiring reindexing or data migration. The update…
A solo developer has published 100 posts using a local-LLM-only AI content pipeline that is human-reviewed and free to read, covering AI, hardware, and gaming. The project emerged from fixing content …
TormentNexus has built a real-time AI observability dashboard that streams raw SQLite row-level mutations directly from Write-Ahead Log files, enabling developers to see every INSERT, UPDATE, and DELE…