Updates docs/source/concepts/signals.rst and the tracing guide's signals
subsection to reflect the three-layer taxonomy shipped in #903:
- Introduces the paper reference (arXiv:2604.00356) and the three layers
(interaction, execution, environment) with all 20 leaf signal types in
three reference tables
- Documents the new layered OTel attribute set
(signals.interaction.*, signals.execution.*, signals.environment.*)
and marks the legacy aggregate keys (signals.follow_up.repair.*,
signals.frustration.*, signals.repetition.count,
signals.escalation.requested, signals.positive_feedback.count) as
deprecated-but-still-emitted
- Adds a Span Events section describing the per-instance signal.<type>
events with confidence / snippet / metadata attributes
- Fixes the flag marker reference ([!] in the code vs 🚩 in the old docs)
- Updates all example attributes, dashboard queries, and alert rules to
use the layered keys
- Updates the tracing guide's behavioral-signals subsection to match
- Notes that the triage sampler is a planned follow-up and today sampling
is consumer-side via observability-platform filters
Build verified locally: sphinx-build produces no warnings on these files.
Made-with: Cursor
* adding support for signals
* reducing false positives for signals like positive interaction
* adding docs. Still need to fix the messages list, but waiting on PR #621
* Improve frustration detection: normalize contractions and refine punctuation
* Further refine test cases with longer messages
* minor doc changes
* fixing echo statement for build
* fixing the messages construction and using the trait for signals
* update signals docs
* fixed some minor doc changes
* added more tests and fixed docuemtnation. PR 100% ready
* made fixes based on PR comments
* Optimize latency
1. replace sliding window approach with trigram containment check
2. add code to pre-compute ngrams for patterns
* removed some debug statements to make tests easier to read
* PR comments to make ObservableStreamProcessor accept optonal Vec<Messagges>
* fixed PR comments
---------
Co-authored-by: Salman Paracha <salmanparacha@MacBook-Pro-342.local>
Co-authored-by: MeiyuZhong <mariazhong9612@gmail.com>
Co-authored-by: nehcgs <54548843+nehcgs@users.noreply.github.com>
