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* docs: align signals page with paper taxonomy 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 * docs: reframe signals intro around the improvement flywheel Addresses review feedback on #910: - Replace the triage-only framing at the top with an instrument -> sample & triage -> construct data -> optimize -> deploy flywheel that explains why signals matter, not just what they surface. Paper's 82% / 1.52x numbers move into step 2 of the flywheel where they belong. - Remove the 'Signals vs Response Quality' section. Per review, signals and response quality overlap rather than complement each other, so the comparison is misleading. - Borrow the per-category summaries and leaf-type descriptions verbatim from the katanemo/signals reference implementation (module docstrings) so the documentation and the detector contract stay in sync. Drops the hand-crafted examples that were not strictly accurate (e.g. 'semantic overlap is high' for rephrase, 'user explicitly corrects the agent' for correction). Made-with: Cursor * docs: address signals flywheel review feedback Addresses review comments on #910: - Shorten the paper citation to (Chen et al., 2026) per common cite practice (replacing the full author list form). - Replace the Why Signals Matter section with the review-suggested rewrite verbatim: more formal intro framing, renumbered steps to Instrument / Sample & triage / Data Construction / Model Optimization / Deploy, removes 'routing decisions' from the data-construction step, and adds DPO/RLHF/SFT as model-optimization examples. - Renders tau and O(messages) as proper math glyphs via the sphinx built-in :math: role (enabled by adding sphinx.ext.mathjax to conf.py). Using the RST role form rather than raw $...$ inline so sphinx only injects MathJax on pages that actually have math, instead of loading ~1MB of JS on every page. Build verified locally: sphinx-build produces no warnings on the changed files and the rendered HTML wraps tau and O(messages) in MathJax-ready <span class="math">\(\tau\)</span> containers. Made-with: Cursor |
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