dev: harden hotel recommendation sources

test: pin persona facts instead of exact prose; drop tautological test

test: enforce suite markers so every backend test runs in CI

dev: Adding Hotel prefs to pref table forms

docs: document hotel tool credentials

feat: add hotel preference form, feedback reasons, and persona memory

feat: enable hotel as an executable recommendation domain

feat: wire hotel params and normalization into the generic graph

feat: add hotel tool adapters for Google Maps and OpenStreetMap

refactor: drop unused per-node usage columns from conversation_nodes

refactor: make feedback satisfaction stats rating-only

refactor: remove legacy file-based storage layer

refactor: store one canonical copy of each recommendation result

fix: scope rolling-summary LLM usage to its own ledger

fix: strip raw provider payloads from task result endpoint

fix: address review serialization and url encoding

cicd: remove stale chain ci tests

dev: refine taste persona prose

dev: add bounded taste persona memory

hardening: prune stale regression tests

hardening: fix hitl refinement and usage tracking

dev: Adding LLM token consumption stats

dev: Humanize the reason labels

dev: Adding per-domain selection for feddback

dev: Apply feedback to multi-domain

dev:ux: Let dynamic form only in 2nd confirmation

dev: Unified the two 'user wants changes' paths

dev: Add Specs from prev to current

dev: Let dynamic form apply more concise

dev: refine hitl quick action prompts

hardening: sanitize malformed hitl confirmations

dev: add hitl quick confirmation actions

dev: prefer semantic intent routing

dev: Refining Domain searches

dev: show generic pending preferences

hardening: normalize structured tool params

hardening: isolate generic HITL refinements

test: cover structured providers, param mapping, ReAct loop and profile fusion

docs: document optional LASTFM_API_KEY for music discovery

feat: inject the LLM gather reasoner into generic domain tasks

feat: extract named entities + ReAct gather reasoner

feat: structured param mapping + ReAct candidate gathering

feat: structured discovery providers for movie/music/book

feat: request-time form fields + music genre vocab for movie/music/book

test: update chain fallback assertion to the new confirmation wording

feat: graceful reply for unsupported / ambiguous domains

refactor: unify confirmation into one generic, domain-aware path

hardening: preserve generic HITL preferences

dev: generalize recommendation context

dev: unify profile preferences and generic HITL