NeuralTrust has built TrustGate, an open-source Agent Gateway in Go that provides a single control plane for both model calls and tool (MCP) calls, ensuring consistent identity, audit, budgets, and po…
NeuralTrust has released TrustGate, an open-source, security-first Agent Gateway written in Go that sits between applications and LLM APIs or MCP tool servers. It provides centralized policy enforceme…
A developer investigating discrepancies between tracked LLM spend and provider invoices found that the two numbers almost never match, with causes documented in the tools' own docs. OpenAI and Anthrop…
A new infrastructure category of LLM routers has emerged, moving from simple if-else logic in orchestration frameworks to dedicated services that handle model selection, latency-aware dispatch, budget…
A developer building a World Cup chatbot found that when the model gave a wrong answer, there was no way to trace why it responded that way. To solve this, they turned to OpenTelemetry, which automati…
Enterprises are pivoting from AI hype to utility as CFOs demand measurable ROI, with many early proof-of-concept projects failing to meet KPIs on cost per resolution or hours saved per employee, accor…
OpenObserve crossed 20,000 GitHub stars with 8,000+ production deployments, including Fortune 100 companies ingesting 2.5 petabytes of telemetry daily, three months after a $10 million Series A from N…
CoreCtic AI launches a platform that combines AI API proxy, observability, and reseller monetization, claiming to be the only tool offering white-label dashboards, Stripe billing per end customer, and…
A fintech developer built an internal LLM gateway to avoid handing out AWS credentials to every team. The gateway sits between apps and AWS Bedrock, issuing its own prefixed keys that can be pinned to…
Halley, an open-source tool built for LLM agent teams, records production agent runs as bit-fidelity cassettes and replays them as zero-cost regression tests in CI, enabling deterministic bisection to…
A developer at nokaze highlights a failure mode in AI agents where they report completion without actually finishing the task, citing research showing 45-48% of failures on tau2-bench were confidently…
A developer built Costbase, a tool that shows the cost of each AI app by pasting an admin key without requiring a proxy or code change, after spending ~$500 a month running production apps on models f…
A developer created an open-source Python library called agent-cost-guardrails to prevent AI agent cost blowups. The library hooks into frameworks like CrewAI and AutoGen to enforce hard budget limits…
A developer evaluated eight AI gateways based on provider coverage, pricing transparency, self-hosting, observability, and ease of setup. The top pick is LLM Gateway, an open-source solution that rout…
A developer evaluates six LLM observability tools—Helicone, LangSmith, Langfuse, Future AGI, and Braintrust—for debugging hallucinated answers in production. The key requirement is the ability to quic…
Immersive Fusion released TraceGen, a single-binary distributed trace generator that produces realistic OpenTelemetry traces and correlated logs for up to 28 services, including AI agentic scenarios w…
Port's experiment found that routing AI agents through a structured context lake instead of direct-to-MCPs cut token costs by 58%, and adding a skill file brought savings to 80%. The context lake pre-…
SigNoz, Langfuse, and Arize Phoenix lead the top LLM observability tools in 2026, offering capabilities such as full-stack monitoring, agent workflow debugging, and drift detection. The tools converge…
A developer running reliability for a small team shipping LLM features compared six Langfuse alternatives—Helicone, Arize Phoenix, LangSmith, Braintrust, Laminar, and Future AGI traceAI—focusing on bo…
A Hacker News user asks how to detect when an AI agent's response quality degrades in production before customers complain, noting that cost and latency monitoring tools exist but quality monitoring r…