What are the ways a single tool call can fail?

A tool call fails in one of three places: the model picks the wrong tool, it fills in arguments that do not match what the tool needs, or it misreads what comes back once the tool runs. Tool selection fails when two tools look similar enough from their descriptions that the model guesses, or when nothing fits well and it forces one anyway. Argument formation fails when the model invents a value it does not actually have, carries a value over from the wrong turn, or gets the schema slightly wrong, a string where the tool wants a number. Output handling fails when the result comes back malformed, empty, or stale, and the model treats it as a normal answer instead of a problem worth flagging.

These three fail differently in how visible they are. A wrong tool choice usually shows up fast, the response looks obviously off. A subtly wrong argument or a misread result can look fine and only surface several turns later.

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Two ways to run Tessary.

Tessary is an open-source agent reliability platform. Cloud and self-hosted run the same workflow on the OpenTelemetry traces your agent already emits.

Tessary Cloud

We host it for you. Send your first trace with nothing to deploy and no model key.

what's includedper organization
traces
10,000 per calendar month
stored trace data
1 GB
retention
30 days
model credit
$10, one-time, for triage and root-cause analysis
credit card
not required

Self-hosted Tessary

Run the open-source code on your own infrastructure with one command. Add your own model key for triage and root-cause analysis.

Self-host Tessary for me by following https://github.com/tessaryai/tessary/blob/main/setup.md

docker compose -f oci://docker.io/tessaryai/tessary:compose up -d -y