A developer released toolcall-check, a small Python CLI for testing chat completions compatible endpoints. It probes forced function calls, streaming, nested argument integrity, and multi-turn tool result round trips, producing a private HTML report with sanitized failure traces. The author is seeking feedback, noting the tool has not yet been tested against remote models.
A tool for regression testing LLM agents: it replays workflows in isolation and checks whether the agent called the right tools with correct arguments and completed the task. This addresses the problem that agents can produce convincing final responses even when tool calls fail or APIs break mid-workflow. It is aimed at builders who need to verify agent behavior before shipping prompt or code changes.
A tool for regression testing LLM agents: it replays workflows in isolation and checks whether the agent called the right tools with correct arguments and completed the task. This addresses the problem that agents can produce convincing final responses even when tool calls fail or APIs break mid-workflow. It is aimed at builders who need to verify agent behavior before shipping prompt or code changes.
The author of InfernoSIM released v4.0, a local reliability-testing tool for tool-using agents. It records sanitized model and tool traffic, replays it deterministically, injects failures, and verifies actual agent behavior. The author seeks engineers to test it on real stacks.
The author of InfernoSIM released v4.0, a local reliability-testing tool for tool-using agents. It records sanitized model and tool traffic, replays it deterministically, injects failures, and verifies actual agent behavior. The author seeks engineers to test it on real stacks.
A Reddit post reports Claude Sonnet 5.5 fails to stream when a request ends in a tool_result: all text is held until the message completes, then arrives in one burst. The issue appears on the Anthropic API, Bedrock, and OpenRouter, while Claude 4.6 streams normally. A reproduction with data is filed as GitHub issue #1960 on anthropic-sdk-python.
A Reddit post reports Claude Sonnet 5.5 fails to stream when a request ends in a tool_result: all text is held until the message completes, then arrives in one burst. The issue appears on the Anthropic API, Bedrock, and OpenRouter, while Claude 4.6 streams normally. A reproduction with data is filed as GitHub issue #1960 on anthropic-sdk-python.
A developer released AgentSnap, an MIT-licensed snapshot-testing library that records LLM agent calls as golden snapshots and diffs future runs to catch silent regressions. The tool compares tool-call sequences, arguments, model-requested tool calls, and semantic content of responses.
A developer released AgentSnap, an MIT-licensed snapshot-testing library that records LLM agent calls as golden snapshots and diffs future runs to catch silent regressions. The tool compares tool-call sequences, arguments, model-requested tool calls, and semantic content of responses.
An open-source tool that performs pytest-style snapshot testing for multi-agent LLM pipelines. It captures full traces of agent prompts, I/O, and tool calls, then pins them behind content hashes to detect behavioral regressions when prompts or models are changed. Designed for teams running complex agent pipelines who need to catch subtle degradations that unit tests miss.
An open-source tool that performs pytest-style snapshot testing for multi-agent LLM pipelines. It captures full traces of agent prompts, I/O, and tool calls, then pins them behind content hashes to detect behavioral regressions when prompts or models are changed. Designed for teams running complex agent pipelines who need to catch subtle degradations that unit tests miss.