TestMu AI Author

Software Testing

Voice agent testing explained: what breaks at each layer, golden call sets, compliance, load testing, the metrics that matter, and running it all in CI/CD.

Software Testing

How to test an agent-to-agent (A2A) protocol implementation: agent card checks, task lifecycle assertions, the official TCK, and agent behavior testing in CI.

Software Testing

Agent handoff testing catches context loss, orphaned tool calls, and delegation loops between AI agents. Learn the failure modes, assertions, and CI gates.

Automation

Agentic AI orchestration explained: the 5 coordination patterns, the control-plane parts that actually break, and how to test orchestrated multi-agent systems.

Software Testing

15 agentic AI testing tools that write, run and fix their own tests. Ranked on what the agent does alone, where the test code lives, and where each one breaks.

Automation

A practical guide to 9 agentic design patterns for software testing: how ReAct, planning, self-healing, and guardrail layering map to QA workflows in 2026.

Automation

Agentic workflows let AI agents plan, call tools, and act across many steps. Learn how they work, their patterns and use cases, and how to make them reliable.

Automation

Compare the 9 best AI agent evaluation tools and platforms for 2026, from open-source frameworks to autonomous agent testing, with features and the right fit.

Automation

The 7 best AI agent orchestration tools for 2026, from LangGraph and CrewAI to Temporal, compared on control flow, failure handling, and reliability.

Software Testing

Compare three AI agent testing methods on cost, coverage, and defect recall. Learn when manual review, LLM-as-a-judge, or simulation is the right call.

Automation

AI evals score AI outputs against a fixed dataset instead of asserting pass or fail. Learn the four parts of an eval, the main types, and how to gate a release.

Automation

Compare the 11 best AI agents of 2026 for workflow automation, verified on each vendor's live product pages, with a stated method and a guide on how to choose.

Automation

Browser agents automate web tasks like research, form filling, and shopping. Compare the top browser agents for 2026 and the infrastructure that runs them.

Software Testing

Coding agents catch mechanical faults in their own output but miss misread requirements, because code and test share one interpretation. What closes the gap.

Automation

Can you trust AI-generated code? What security pass rates, productivity trials, and maintainability data show, plus where trust is earned and how to verify it.

Automation

Claude Code Agent Teams explained: how to enable them, spawn and control teammates, teams vs subagents, real use cases, token costs, and troubleshooting tips.

Software Testing

Continuous AI agent testing replaces one-off evaluation with a loop: pre-merge checks, a CI gate, release sign-off, and production feedback that writes tests.

Software Testing

Flowise hit end of life on August 31, 2026. Learn how to test self-hosted Flowise agents using the prediction API, CI gates and conversation quality checks.

Automation

How LLM hallucination detection works: groundedness scoring, semantic entropy, judge models and fine-tuned detectors compared, with where each one fails.

Automation

MLOps vs DevOps compared: what each pipeline versions, tests, and monitors, where continuous training fits, and how to add MLOps to an existing DevOps pipeline.

Software Testing

Multi agent testing explained: why agent output breaks normal tests, the four layers to cover, how to grade the effect instead of the agent's own report.

Software Testing

OpenAI says gpt-realtime scores just 30.5% on instruction following. Learn what to assert when testing an OpenAI Realtime voice agent, and how to gate it in CI.

Automation

Process mining and task mining both reveal how work really runs, from different angles. Compare their data sources, use cases, overlap, and when to use each.

Software Testing

Run a production smoke test from the terminal: wait for the deploy, confirm the build ID, curl key routes, run a tagged browser subset, and gate on exit codes.

Software Testing

TestMu AI tests a WhatsApp bot by sending AI evaluators to message it the way real customers would, over the same chat endpoint your customers use, then scoring each conversation across nine quality metrics such as hallucination detection, context awareness, and tone consistency. A separate red-team pass probes for prompt injection, jailbreaks, and PII leaks, all without an SDK.

Software Testing

Video agent testing runs a simulated candidate against your AI video agent, records the session, and grades it on criteria you write. Here is how it works.

Software Testing

Barge-in is one interruption. Calls also drop, transfer and hand off mid-sentence. See how to test what survives when the session breaks rather than the turn.

Software Testing

Testing a Voiceflow bot without code means describing each conversation turn in plain English and letting an AI evaluator run it against the live agent, scoring replies on nine quality metrics such as hallucination, completeness, and context awareness across chat and voice. Setup takes under half an hour, and checks can trigger automatically from CI/CD on every Voiceflow publish.

Automation

Jev is TypeSafe AI's System One model: it returns typed decisions with calibrated probabilities instead of text. What it does, how to call it, where it fails.