Sumo Logic and Datadog offer distinct approaches to observability, with Datadog excelling in unified real-time performance monitoring and Sumo Logic focusing on converged log management and security a…
Patronus AI raised $50 million in Series B funding to build simulation environments that stress-test AI agents before deployment in real enterprise systems. The round was led by Greenfield Partners wi…
Patronus AI, a startup founded by former Meta AI researchers, raised $50 million in Series B funding to build simulated digital environments that stress-test AI agents. The company's revenue grew 15-f…
Honeycomb's Austin Parker argues that AI fundamentally changes observability by enabling custom dashboards and visualizations via prompts, reducing reliance on generic tools. The article demonstrates …
AI observability startup Sazabi raised $8 million in a seed round led by J2 Ventures, Village Global, and Y Combinator. The San Francisco-based company, founded by former Brex engineer Sherwood Callaw…
A team at an unnamed company built a customer support agent on LangChain that hallucinated a wrong return policy in a multi-step process, logging success while being confidently wrong. This incident h…
A 20-person platform engineering team built OpenCode, an AI-powered CLI assistant connected to their entire operational stack via the Model Context Protocol (MCP). The system enables engineers to quer…
A B2B SaaS platform discovered that two of its six AI features were consuming 71% of its $4,200 monthly AI budget after implementing per-feature cost attribution. The Compliance Checker and Audit Trai…
Natural language prompts that enable rapid AI prototyping accumulate 'prompt debt' as applications scale, slowing iteration, incapacitating teams, and locking systems to single models. The imprecision…
A new automated workflow enables teams to build a nightly production error sweep loop that scans logs, traces errors to root causes, generates fixes, and opens pull requests without human intervention…
Tolmo, an AI security startup, emerged from stealth in June 2026 with a $22M seed round led by Accel and Y Combinator. The company builds autonomous AI security agents that operate on a live knowledge…
A developer compared seven synthetic monitoring tools in 2026, evaluating them on browser fidelity, authoring methods, location coverage, alerting, forensics, and pricing models. Checkly was highlight…
An engineer outlines a four-signal framework for detecting AWS cost anomalies early, warning that AI workloads, multi-account complexity, and FOCUS billing changes are causing surprise spikes. The pos…
Amazon SageMaker AI now emits over 100 detailed inference metrics and provides a built-in Insights dashboard in Amazon CloudWatch, enabling teams to monitor and debug generative AI inference endpoints…
An engineer at a company with six internal MCP servers discovered that an MCP proxy, which handles transport-layer protocol mediation, is insufficient for production governance. After experiencing cre…
A developer released hyperpb, a runtime-compiled Protobuf parser for Go that achieves 10x faster parsing than dynamicpb and 3x faster than hand-written generated code. Quickwit, a Rust-based log searc…
A developer's guide to AI Ops explains how to automate modern infrastructure using dynamic baselines, OpenTelemetry instrumentation, and LLM-driven root cause analysis. The approach reduces Mean Time …
A developer built an autonomous incident investigation agent called FRIDAY that reduced mean time to resolution by 65% on a platform serving 30+ million end users. The agent, triggered by PagerDuty al…
Tolmo, a new security startup founded by former Sqreen and Datadog executives, announced $22M in funding from Accel and Y Combinator to build an AI-powered agent fleet for securing production environm…
Linear engineer Igor spent months teaching the Linear Agent to auto-fix bugs, achieving reliable fixes for dead feature flags and partial success on failing background tasks. The agent's effectiveness…