> ## Documentation Index
> Fetch the complete documentation index at: https://docs.neuronsearchlab.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Console Changelog

> Release history for the NeuronSearchLab admin console.

<Update label="July 24, 2026" rss="July 24, 2026: Admin console.">
  ### Admin console

  #### Features

  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.
  * Added period-aware dashboards, usage gauges, KPI cards, multi-series charts, saved analytic views, and production data refresh paths.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Allow PostHog browser bootstrap in build
</Update>

<Update label="July 22, 2026" rss="July 22, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
</Update>

<Update label="July 20, 2026" rss="July 20, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.

  #### Bug fixes

  * Fix context table layout and configuration saves
</Update>

<Update label="July 19, 2026" rss="July 19, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Increase infra test heap in CI
</Update>

<Update label="July 15, 2026" rss="July 15, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Fix context API acceptance contract
</Update>

<Update label="July 2, 2026" rss="July 2, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
</Update>

<Update label="July 1, 2026" rss="July 1, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Tighten founder signup notifications
</Update>

<Update label="June 30, 2026" rss="June 30, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
</Update>

<Update label="June 24, 2026" rss="June 24, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix RegisterPage test: mock usePathname for console preview
  * Fix signup card border colour (was falling back to default blue)
</Update>

<Update label="June 23, 2026" rss="June 23, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Run competitor research nightly and fix scans
  * Make LiveRamp + Partner IDs standard integration cards
</Update>

<Update label="June 22, 2026" rss="June 22, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.

  #### Bug fixes

  * Fix competitive landscape CI lint
  * Fix identity secret dynamic reference
  * Fix competitor research timeouts
</Update>

<Update label="June 21, 2026" rss="June 21, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.
</Update>

<Update label="June 10, 2026" rss="June 10, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Recipe tab: template dropdown stages full configs for comparison
</Update>

<Update label="June 9, 2026" rss="June 9, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Fold the recipe editor into the context surface
  * Add tests for the unified context slideover chrome
  * Fold recipe setup into context tabs
</Update>

<Update label="June 7, 2026" rss="June 7, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Fix recipe editor tab strip overflowing the context sheet
</Update>

<Update label="June 6, 2026" rss="June 6, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added period-aware dashboards, usage gauges, KPI cards, multi-series charts, saved analytic views, and production data refresh paths.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix active-dot tests after accent-token change
</Update>

<Update label="June 2, 2026" rss="June 2, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Keep search as selectable event signal
  * Remove legacy prefixed resource IDs
  * Fix production avatar uploads
</Update>

<Update label="June 1, 2026" rss="June 1, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Match per-item rules by item\_id in explain trace + audit engine
  * Show full embedding context
  * Unblock registration bootstrap
  * Paginate embeddings without row id
  * Remove console search surface
</Update>

<Update label="May 31, 2026" rss="May 31, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Match per-item rules by item\_id, not only entity\_id
  * Repair billing checkout layout overflow
  * Shrink the matrix page loader
</Update>

<Update label="May 29, 2026" rss="May 29, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Fix mobile plan limit alert layout
</Update>

<Update label="May 28, 2026" rss="May 28, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Fix audit log filter, dashboard chart, and hydration/ref bugs
</Update>

<Update label="May 27, 2026" rss="May 27, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Move recipe editor into context slideover
  * Fix context audit update tests
  * Improve recipe readiness validation
  * Fix sidebar controls and assistant label
  * Fix CI expectations after UI label updates
</Update>

<Update label="May 23, 2026" rss="May 23, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Refine context recipe table state
</Update>

<Update label="May 22, 2026" rss="May 22, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Merge feed builder into contexts
</Update>

<Update label="May 21, 2026" rss="May 21, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Redo Feed Builder visual hierarchy
</Update>

<Update label="May 20, 2026" rss="May 20, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Add Feed Builder with five algorithm presets
  * Wire Feed Builder Phase 2 primitives
  * Improve feed builder UX
  * Refine feed builder creation UI
  * Polish feed builder status cards
</Update>

<Update label="May 19, 2026" rss="May 19, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Added period-aware dashboards, usage gauges, KPI cards, multi-series charts, saved analytic views, and production data refresh paths.

  #### Bug fixes

  * Fix analytics grid runtime import
  * Fix analytics empty dashboard actions
  * Fix usage limits and data add-ons
  * Fix client build imports
  * Fix recommendation request metering
</Update>

<Update label="May 18, 2026" rss="May 18, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Fix assistant env description in README
</Update>

<Update label="May 17, 2026" rss="May 17, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
</Update>

<Update label="May 11, 2026" rss="May 11, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix item metering latency and document runtime flows
  * Fix stale session signup blocking
  * Fix registration auth clearing and email delivery
  * Fix registration email transport
</Update>

<Update label="May 10, 2026" rss="May 10, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added period-aware dashboards, usage gauges, KPI cards, multi-series charts, saved analytic views, and production data refresh paths.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix discounted billing registration
  * Fix zero-limit usage meter overage
  * Fix training gate tier limit mock
  * Fix tier limit Stripe mock
  * Fix super admin login redirect build
</Update>

<Update label="May 9, 2026" rss="May 9, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Allow unprefixed item IDs
  * Fix recommendation validation build target
  * Fix tier limit test harnesses
  * Fix billing usage and limit UI
</Update>

<Update label="May 6, 2026" rss="May 6, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
</Update>

<Update label="May 5, 2026" rss="May 5, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
</Update>

<Update label="May 4, 2026" rss="May 4, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix catalog intelligence build target
  * Fix embeddings ordering
  * Fix Stripe billing recovery and discounts
  * Fix recommendation and event lambdas
</Update>

<Update label="May 3, 2026" rss="May 3, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Fix explore/users tables, simplify users columns, refine event timeline
</Update>

<Update label="April 29, 2026" rss="April 29, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Fix public API contract
</Update>

<Update label="April 24, 2026" rss="April 24, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix recommendation Lambda build
</Update>

<Update label="April 23, 2026" rss="April 23, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
</Update>

<Update label="April 22, 2026" rss="April 22, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Remove legacy context fields and fix context empty state
</Update>

<Update label="April 21, 2026" rss="April 21, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
</Update>

<Update label="April 20, 2026" rss="April 20, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Simplify Context form and fix login autofill
</Update>

<Update label="April 19, 2026" rss="April 19, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.

  #### Bug fixes

  * Fix ModelPackageGroup names: SageMaker disallows underscores
</Update>

<Update label="April 17, 2026" rss="April 17, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
</Update>

<Update label="April 16, 2026" rss="April 16, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Mount code asset in Train step instead of baked-in image
  * Switch to exponential decay for much faster demotion
</Update>

<Update label="April 15, 2026" rss="April 15, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Use created\_at instead of updated\_at/last\_modified for dates
  * Fix lambda ranker and VPC endpoint handling
  * Escape apostrophe in learned\_ranking description
  * Remove unused ranker-models API route
</Update>

<Update label="April 14, 2026" rss="April 14, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Fix ranker stack output naming
  * Fix ranker scripts for SageMaker Python 3.9
  * Fix ranker export event\_id casting
  * Fix embedding refresh: model\_type column, re-enable async refresh
  * Source user list from user\_events instead of embeddings
</Update>

<Update label="April 11, 2026" rss="April 11, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Refine model training workflow and fix test deps
  * Fix dashboard period refresh and reconcile model deployments
  * Fix SageMaker inference image manifest handling
  * Fix training gate test mock for image resolver
</Update>

<Update label="April 10, 2026" rss="April 10, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Fix training start gate tests for model-scoped runs
</Update>

<Update label="April 9, 2026" rss="April 9, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
</Update>

<Update label="April 8, 2026" rss="April 8, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.

  #### Bug fixes

  * Fix JSONB cast for training\_options insert via RDS Data API
  * Fix training jobs status badge to show SageMaker execution status
  * Custom training image, tenant-isolated outputs, fix type error
  * Pin numpy\<2 in training image to fix TF 2.13 compatibility
  * Pin tf-keras and tensorflow-hub versions for TF 2.13 compat
</Update>

<Update label="April 7, 2026" rss="April 7, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.

  #### Bug fixes

  * Fix MCP admin tool backend compatibility
  * Fix training gate tests for config guard
</Update>

<Update label="April 6, 2026" rss="April 6, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Harden route auth header handling
  * Fix serverExternalPackages for Next.js 14
  * Fix MCP build resolution and use Layers icon for Context
  * Fix tenantId parameter type in GET event-types endpoint
</Update>

<Update label="April 5, 2026" rss="April 5, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Fix failing tests for new streaming chat API and renamed assistant route
  * Add debug overlay toggle to TopBar with profile page debug panel
  * Revert "Add debug overlay toggle to TopBar with profile page debug panel"
  * Fix assistant MCP auth and UI polish
  * Fix CI MCP imports and production build
</Update>

<Update label="April 4, 2026" rss="April 4, 2026: Admin console.">
  ### Admin console

  #### Features

  * Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.

  #### Bug fixes

  * Add Studio workflow, search, and verification test
  * Fail fast when CI tests hang
  * Stabilize Vitest execution in CI
  * Fix hanging component tests in CI
  * Fix Studio context row typing for build
</Update>

<Update label="April 3, 2026" rss="April 3, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Fix integrations upsert syntax, explainability type error, pipeline dots, and reorder sidebar
  * Fix migration: add missing config\_json column to team\_integrations
  * Fix timestamp cast error, add typeHint support, unify pipeline dots
  * Fix TypeHint type error: use SDK enum instead of plain string
  * Fix rules engine status toggle visual alignment
</Update>

<Update label="April 2, 2026" rss="April 2, 2026: Admin console.">
  ### Admin console

  #### Features

  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Replace migration API route with SQL file
  * Fix Pipeline Config: mobile layout, dot color bug, rename title
</Update>

<Update label="March 31, 2026" rss="March 31, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.

  #### Bug fixes

  * Remove Start Training button from training-jobs page; fix infra tsconfig exclusion
</Update>

<Update label="March 30, 2026" rss="March 30, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix CI: bump Node to 22, fix ContextClient test mock for Sheet
  * Regenerate package-lock.json for cross-platform CI
  * Fix rerank-controls test: migrate from node:test to vitest
  * Fix model\_trainings queries: remove non-existent columns
  * Exclude infra tests from vitest
</Update>

<Update label="March 29, 2026" rss="March 29, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Escape apostrophe in API keys page to pass eslint build
  * Fix SDK Credentials UI, sidebar icons, and template loading
  * Fix tenant\_id type mismatches against text columns
  * Fix int4 type mismatches in templates queries via explicit SQL casts
  * Fix SDK Credentials: show credentials without page reload
</Update>

<Update label="March 28, 2026" rss="March 28, 2026: Admin console.">
  ### Admin console

  #### Features

  * No major feature changes in this period.

  #### Bug fixes

  * Persist json\_data updates and return structured PATCH errors
</Update>

<Update label="March 24, 2026" rss="March 24, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Fix dashboard tooltip formatter typing
  * Fix dashboard server chart data typing
</Update>

<Update label="March 22, 2026" rss="March 22, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Context modal UX parity: replace native selects, fix a11y, polish mobile
  * Add Vitest suite for context modal + schema utilities
  * Fix context modal type errors for production build
  * Run CI on staging branch with tests
  * Keep dashboard gauge stable across period changes
</Update>

<Update label="March 21, 2026" rss="March 21, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.

  #### Bug fixes

  * Sync plan to DB on downgrade and refresh teamPlan from DB on JWT rotation
  * Gauge uses current month requests, shows real overage count, add upgrade nudge
  * Correct daysUntilNextMonth calculation (was always negative)
</Update>

<Update label="March 19, 2026" rss="March 19, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Fix training start for current template config
  * Install Playwright for QA automation
  * Handle subscription already attached to schedule on plan change
</Update>

<Update label="March 18, 2026" rss="March 18, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.

  #### Bug fixes

  * Avoid 1MB RDS result limit on catalogue list
  * Disable list metadata filters after payload reduction
  * Widen subscription price typing for schedules
  * Use production templates schema with correct tenant\_id
  * Bind tenant ids as integers for templates
</Update>

<Update label="March 17, 2026" rss="March 17, 2026: Admin console.">
  ### Admin console

  #### Features

  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.

  #### Bug fixes

  * Handle Aurora auto-pause resume gracefully
</Update>

<Update label="March 16, 2026" rss="March 16, 2026: Admin console.">
  ### Admin console

  #### Features

  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.

  #### Bug fixes

  * Remove header copy, drop all-caps, fix step indicator, fix verify code pattern
  * Switch email from SES to Mailtrap SMTP via nodemailer
  * Add nodemailer to serverExternalPackages to fix ESM bundling
  * Wrap Stripe calls in try/catch to return JSON errors
  * Safe JSON error handling, adaptive layout, clear errors on step change
</Update>

<Update label="March 15, 2026" rss="March 15, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  * Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  * Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  * Added period-aware dashboards, usage gauges, KPI cards, multi-series charts, saved analytic views, and production data refresh paths.

  #### Bug fixes

  * Normalise PHP \$2y\$ bcrypt prefix to \$2b\$ for bcryptjs compatibility
  * Use numeric teamId for embeddings tenant\_id, fix entity\_type casing (Item/User)
  * Embeddings tenant\_id is text type, use stringValue not longValue
  * Panel portals for overflow-hidden clip, tab indicator color, mobile table improvements
  * Use tenant\_id (not team\_id) for user\_events queries, order by created\_at
</Update>

<Update label="March 14, 2026" rss="March 14, 2026: Admin console.">
  ### Admin console

  #### Features

  * Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
</Update>