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Admin console

Features

  • Catalog, users, and events — Wired live catalog, user, and event data into searchable tables, detail panels, ingest flows, schedulers, and timeline views.
  • Catalog, users, and events — Summon the crawled catalogue into a rebuilt page of their own site
  • Find the pictures that were already there, and the right pages to crawl
  • Say what the sign-up is for in the button that asks for it

Admin console

Features

  • Catalog, users, and events — Refresh the catalogue: pipeline names now use + rather than an arrow

Admin console

Features

  • Catalog, users, and events — Refresh the model catalogue from benchmark v3.2

Admin console

Features

  • Model lifecycle — Added tenant model families, training kickoff and monitoring, SageMaker deployment automation, learned rankers, embedding refreshes, and endpoint promotion tooling.
  • Model lifecycle — Show which models are new in the benchmark release, and carry the new family
  • Model lifecycle — Make two model descriptions read without the one above them
  • Catalog, users, and events — Update the model catalogue to benchmark v3.2
  • Follow the benchmark’s key rename, and stop pinning the size of the field

Admin console

Features

  • Model lifecycle — Add publishable keys so a browser can call NSL without a backend
  • Model lifecycle — Pin the CDN certificate so the custom domain survives a redeploy
  • Model lifecycle — Drop the VPC for outbound lambdas so egress costs nothing
  • Add the CDN that serves the embed script
  • Let an agent connect a site, and share one implementation with the console
  • Dress the preview in the visitor’s brand, not ours
  • Stop the preview rate limit locking people out of their own product
  • Read the head of a big homepage instead of refusing it
  • Email when someone starts a preview
  • Tell people which thing actually went wrong
  • Let a brand stored before the icon pass be retried, exactly once
  • Catalog, users, and events — Import historical events so day one starts warm
  • Catalog, users, and events — Spend the budget on items first, and stop scoring every sitemap as one
  • Catalog, users, and events — Stop reading “index” in a sitemap name as “a list of index pages”
  • Platform foundation — Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
  • Platform foundation — Merge: zero-integration onboarding
  • Platform foundation — Take the brand colour from the favicon, and actually use it
  • Ranking controls — Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
  • Ranking controls — Give a preview the identity it needs to rank anything
  • …and 7 more changes.

Bug fixes

  • Build a workspace for a domain before anyone signs up
  • Fix two things production surfaced during deployment
  • Fix the type errors adding a metered bucket surfaced
  • Make the website a connector, fix the marks, and get Twelve Labs actually working
  • Read the visitor’s own brand, and fix two Twelve Labs bugs the live run found
  • Accept a site address typed the way people type one
  • Move the claim button into the header, and fix a type error I shipped
  • Fix three things a real preview showed up

Admin console

Features

  • Catalog, users, and events — Seed recommendations from an item so related-items needs no events
  • Configure a tenant from its own website instead of asking

Bug fixes

  • Fix embeddings upserts and crawl a site into a catalogue

Admin console

Features

  • Platform foundation — Restore the dashboard intro banner with a tactile identity surface
  • Ranking controls — Rank scenario boards over the whole 23-system field

Bug fixes

  • Revert “Restore the dashboard intro banner with a tactile identity surface”

Admin console

Features

  • Platform foundation — Refine dashboard context and add tactile primary buttons

Admin console

Features

  • Ranking controls — Serve recommendations through a model-agnostic provider chain

Admin console

Features

  • Catalog, users, and events — Scheduled retraining with a promotion gate
  • Catalog, users, and events — Provision catalogues from the database, not the network
  • ChatGPT integration — Added ChatGPT activation, OAuth onboarding, starter catalogues, recommendation prompts, and handoff from the in-console assistant.
  • ChatGPT integration — Add interactive sample onboarding
  • ChatGPT integration — Add interactive recommendation widget

Bug fixes

  • Materialise finished trainings the pipeline webhook missed
  • Apply the sample workspace migration and keep it off the signup path
  • Upsert catalogue items on the constraint that actually exists
  • Make onboarding handler exhaustive
  • Keep an undispatchable run queued instead of failed
  • Accept OpenAI relay state length
  • Allow ChatGPT connector token exchange
  • Fix get_demo_recommendations read-only hint and ship MCP 1.1.0 output schemas (#22)

Admin console

Features

  • Model lifecycle — Provision interest-based sample workspaces

Bug fixes

  • Keep run status live instead of stuck on Started
  • Grant pipeline role the data bucket and unclip job details
  • Use the SageMaker.RESOURCE_LIMIT retry enum

Admin console

Bug fixes

  • Recover free workspace upgrades
  • Preserve free fallback on checkout recovery

Admin console

Features

  • Model lifecycle — Rewrite the model detail sheet for the person choosing a model
  • Model lifecycle — Fold model selection into Details and strip the editor back
  • Catalog, users, and events — Add a 2D embedding map view to the users and items pages

Bug fixes

  • Keep the template trigger inside its box and stop stealing focus
  • Keep password-manager autofill on the email field

Admin console

Features

  • Catalog, users, and events — Launch multi-tenant recommender catalog
  • Catalog, users, and events — Simplify events training workflow
  • Catalog, users, and events — Refine event presets and recommender selection
  • Catalog, users, and events — Rework the models page and the events signal library
  • Catalog, users, and events — Give the models table the same full-page treatment as Items
  • Catalog, users, and events — Drop the catalog counts strip and simplify the Compute column
  • Catalog, users, and events — Add gradient heatmap color scale to recommender catalog metric columns
  • Assistant and MCP — Introduced the in-console assistant, connected MCP tools, hardened transport options, and routed analytics and management actions through platform APIs.
  • Assistant and MCP — Install pinned release development tooling
  • Use current pinned CDK executable
  • Bind recommender builds to organization connection
  • Remove duplicate template badge
  • Show p95 as a ten-bar latency meter instead of a number
  • Model lifecycle — Surface remote CodeBuild failures
  • Model lifecycle — Allow CodeBuild to use repository connection
  • Model lifecycle — Grant CodeBuild GitHub App token access
  • Model lifecycle — Restore training settings popout
  • Model lifecycle — Keep training popout open for recommender selection
  • Model lifecycle — Add a tenant seeding script for demo and training data
  • Model lifecycle — Colour the models table by where each row sits in the field

Bug fixes

  • Pin remote migration runner
  • Smoke test recommender release on production domain
  • Fix recommender workspace layout

Admin console

Features

  • Catalog, users, and events — Fold the explainable profile into the user Details tab

Bug fixes

  • Stop deleting behavioural history for analytics retention

Admin console

Breaking changes

  • Enforce integer public resource IDs

Features

  • Catalog, users, and events — Add explainable user profiles

Bug fixes

  • Complete integer ID serving migration
  • Migrate item IDs in targeting configuration
  • Satisfy production build type contracts
  • Quarantine dangling item targeting rules
  • Close remaining integer ID surfaces
  • Deploy integer-aware hosted MCP runtime

Admin console

Features

  • Vercel integration — Added native Vercel Marketplace provisioning, resource-level plans, server-only environment variables, credential rotation, and console SSO.
  • Vercel integration — Add native Vercel resource provisioning and SSO
  • Vercel integration — Add Vercel onboarding attribution and intent

Bug fixes

  • Expose provisioned runtime identifiers

Admin console

Features

  • Intent-aware onboarding — Added intent-aware onboarding so starter guidance and follow-up steps reflect what each customer is building.
  • Intent-aware onboarding — Add booking-aware onboarding demo follow-up

Admin console

Features

  • Controlled distribution — Added staged content distribution controls, rollout metrics, and hardened ranker deployment behavior.
  • Controlled distribution — Add controlled content distribution runtime
  • Controlled distribution — Harden staged distribution and ranker rollout
  • Intent-aware onboarding — Capture signup build intent

Bug fixes

  • Type controlled distribution metrics
  • Close distribution rollout edge cases
  • Align recommendation contract tests
  • Type partial distribution stage overrides
  • Import signup step navigation icon
  • Handle optional blank provisioning result

Admin console

Features

  • ChatGPT integration — Complete ChatGPT marketplace activation

Admin console

Features

  • Access and billing — Added account registration, session handling, team invites, API key and SDK credential management, and Stripe-backed billing workflows.
  • Access and billing — Never let Stripe or a post-signup step block a free account
  • Access and billing — Add read-only listing of signups abandoned by the billing fault
  • Record why a registration failed where it can be read
  • ChatGPT integration — Hand the assistant conversation over to ChatGPT

Bug fixes

  • Fix the jsonb insert that broke every live signup

Admin console

Features

  • Access and billing — Add free billing plan card
  • Access and billing — Ensure free signups create Stripe customers
  • Access and billing — Add Stripe customer backfill workflow
  • Access and billing — Clarify Stripe-managed billing details
  • Access and billing — Strengthen billing upgrade flow
  • ChatGPT integration — Improve ChatGPT marketplace activation flow
  • ChatGPT integration — Add ChatGPT activation onboarding

Bug fixes

  • Fix Stripe webhook acknowledgement path
  • Fix mobile signup consent formatting
  • Fix ChatGPT activation link styling
  • Fix signup registration cookie overflow and compact ChatGPT guidance

Admin console

Features

  • Access and billing — Improve signup source attribution
  • Assistant and MCP — Remove context MCP demo prompt control

Bug fixes

  • Fix signup notification attribution fixture
  • Fix mobile signup email table wrapping

Admin console

Features

  • Generative ranking — Added an experimental generative catalogue ranker for evaluating model-driven ordering strategies.
  • Generative ranking — Add experimental generative catalogue ranker

Admin console

Features

  • Analytics and reporting — Added period-aware dashboards, usage gauges, KPI cards, multi-series charts, saved analytic views, and production data refresh paths.
  • Analytics and reporting — Add acquisition attribution and server analytics
  • Analytics and reporting — Require strict overage for usage alerts
  • Platform foundation — Enable onboarding email sequence for new customers
  • Access and billing — Guard team page against missing invitations table

Bug fixes

  • Fix signup attribution capture

Admin console

Features

  • Catalog, users, and events — Support event IDs across legacy schemas (#18)
  • Catalog, users, and events — Standardize missing-value dashes and Mailtrap email metadata
  • Access and billing — Host account plan MCP tool
  • Access and billing — Harden authentication and tenant security boundaries

Bug fixes

  • Fix Basic plan resource cleanup (#17)
  • Fix platform admin impersonation session handoff

Admin console

Features

  • Assistant and MCP — Add context MCP demo prompt
  • Analytics and reporting — Add PostHog analytics
  • Access and billing — Enable PostHog session recording

Bug fixes

  • Allow PostHog browser bootstrap in build

Admin console

Features

  • Model lifecycle — Deploy submission-safe hosted MCP profile (#15)
  • Serve OpenAI domain verification challenge (#16)

Admin console

Features

  • Redesign context configuration editor
  • Refine context basics and lifecycle controls
  • Ranking controls — Remove recommendation type from context UI
  • Model lifecycle — Add hosted Streamable HTTP MCP endpoint at /api/mcp
  • Access and billing — Add OAuth 2.1 + dynamic client registration for the MCP endpoint
  • Access and billing — Serve OAuth discovery documents from app/.well-known routes
  • Assistant and MCP — Bump @neuronsearchlab/mcp to 0.5.0 for annotated tools on /api/mcp

Bug fixes

  • Fix context table layout and configuration saves

Admin console

Features

  • Ranking controls — Restore full ranking draft in context editor
  • Ranking controls — Flatten context recommendation settings

Bug fixes

  • Increase infra test heap in CI

Admin console

Features

  • Changes from 5.6 sol

Bug fixes

  • Fix context API acceptance contract

Admin console

Features

  • Access and billing — Polish API key and signup notifications

Admin console

Bug fixes

  • Tighten founder signup notifications

Admin console

Features

  • Access and billing — Notify founder on signup

Admin console

Features

  • Visualise competitor capital and investor overlap
  • Enhance competitor intelligence workspace
  • Catalog, users, and events — Include event-only users in users listing
  • Access and billing — Add Free tier with frictionless signup and in-app upsell
  • Access and billing — Polish free signup: frosted card + visible blurred console
  • Access and billing — Make signup console teaser actually visible
  • Access and billing — Render the real console shell behind free signup, blurred
  • Access and billing — Apply blurred console preview + frosted card to login page

Bug fixes

  • Fix RegisterPage test: mock usePathname for console preview
  • Fix signup card border colour (was falling back to default blue)

Admin console

Features

  • Catalog, users, and events — Consolidate NSL Resolve UI into Users + Integrations
  • Catalog, users, and events — Make user/item slideover tabs horizontally scrollable on mobile
  • Make LiveRamp + Partner IDs standard integration cards
  • Add tenant-isolated identity backfill script
  • Expand competitor intelligence dossiers
  • Add consented data collaboration overlap

Bug fixes

  • Run competitor research nightly and fix scans

Admin console

Features

  • Add competitive landscape intelligence
  • Add NSL Resolve: consented, tenant-scoped identity layer
  • Redesign competitive intelligence workspace
  • Catalog, users, and events — Wire IDENTITY_HMAC_SECRET into the events + recommendation lambdas
  • Model lifecycle — Source IDENTITY_HMAC_SECRET from Secrets Manager (shared by both lambdas)

Bug fixes

  • Fix competitive landscape CI lint
  • Fix identity secret dynamic reference
  • Fix competitor research timeouts

Admin console

Features

  • Add competitor tracking to admin console

Admin console

Features

  • Recipe tab: template dropdown stages full configs for comparison

Admin console

Features

  • Unify context slideover chrome: one header with status chips, constant footer
  • Fold the recipe editor into the context surface
  • Basics tab: retrieval algorithm is a dropdown in a uniform 3-select grid
  • Upgrade Next.js and shadcn
  • Fold recipe setup into context tabs
  • Ranking controls — Pipeline tab edits the context’s single pipeline directly
  • Catalog, users, and events — Recipe editor: one staged draft, explore without saving, tighter layout

Admin console

Features

  • Model lifecycle — Surface resolved serving model on context; dedupe DEFAULT_ARCHITECTURE
  • Make sliders neutral and actually visible
  • Ranking controls — Render context pipeline editor inline; enforce one pipeline per context
  • Catalog, users, and events — Add permanent per-user seen-item exclusion to a context’s pipeline
  • Catalog, users, and events — Add “don’t re-show seen items” control on the context (Advanced tab)

Bug fixes

  • Fix recipe editor tab strip overflowing the context sheet
  • Revert “Add permanent per-user seen-item exclusion to a context’s pipeline”

Admin console

Features

  • Analytics and reporting — Add analytics journey Sankey widget
  • Analytics and reporting — Refine usage limit notice
  • Analytics and reporting — Move usage warning into topbar popover
  • Refine contexts table and slideover UX
  • Access and billing — Reveal API keys and SDK credentials in a one-time modal
  • Access and billing — Add in-product integration Quickstart on SDK Credentials
  • Platform foundation — Merge integration quickstart onboarding
  • Platform foundation — Refine sidebar navigation groups
  • Platform foundation — Merge sidebar navigation IA

Bug fixes

  • Fix active-dot tests after accent-token change

Admin console

Features

  • Remove legacy prefixed resource IDs
  • Ranking controls — Edit the context pipeline inline in the slideover
  • Ranking controls — Refine context pipeline workflow

Bug fixes

  • Keep search as selectable event signal
  • Fix production avatar uploads

Admin console

Features

  • Catalog, users, and events — Add embedding visualization
  • Catalog, users, and events — Improve embedding explorer interactions
  • Catalog, users, and events — Record app searches as events
  • Add public Terms of Service page
  • Enable custom avatar uploads
  • Make search a context-backed surface
  • Platform foundation — Use existing S3 profile picture bucket for avatars
  • Ranking controls — Configure pipelines per-context from the Context surface
  • Ranking controls — Add hybrid search pipeline

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
  • Honor store scope
  • Tolerate legacy context schema

Admin console

Features

  • Assistant and MCP — Instant page switching with animated matrix loader + dashboard streaming

Bug fixes

  • Match per-item rules by item_id, not only entity_id
  • Repair billing checkout layout overflow
  • Shrink the matrix page loader

Admin console

Features

  • Refine mobile alert and chrome icon surfaces

Bug fixes

  • Fix mobile plan limit alert layout

Admin console

Features

  • Platform foundation — Polish topbar controls and alerts

Bug fixes

  • Fix audit log filter, dashboard chart, and hydration/ref bugs

Admin console

Features

  • Move recipe editor into context slideover
  • Add audit log UI and responsive headers
  • Improve recipe readiness validation
  • Remove mobile search icon border
  • Remove mobile top bar search icon background
  • Ranking controls — Add recipe readiness and explain replay
  • Platform foundation — Move sidebar toggle into nav
  • Platform foundation — Place sidebar toggle beside page title
  • Platform foundation — Move mobile sidebar controls to top bar
  • Platform foundation — Tune sidebar toggle divider position
  • Platform foundation — Adjust sidebar toggle divider resting position
  • Platform foundation — Use shadcn primitives and Geist styling
  • Platform foundation — Move sidebar toggle divider further left
  • Platform foundation — Refine mobile search and theme selector

Bug fixes

  • Fix context audit update tests
  • Fix sidebar controls and assistant label
  • Fix CI expectations after UI label updates
  • Fix production theme picker crash

Admin console

Features

  • Refine context recipe table state

Admin console

Features

  • Merge feed builder into contexts

Admin console

Features

  • Access and billing — Render login form immediately; send real verification emails in dev
  • Redo Feed Builder visual hierarchy
  • Catalog, users, and events — Unify Feed Builder Objectives with /events polarity

Admin console

Features

  • 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
  • Refine feed builder UX
  • Access and billing — Wire Feed Builder Phase 3: session state, cold start, blueprint experiments
  • Catalog, users, and events — Add Rules Engine metadata for the seven new Phase 2 rule types
  • Catalog, users, and events — Frame the Feed Builder as an explicit override layer over Events
  • Catalog, users, and events — Frame presets as event suggestions, not phantom overrides
  • Platform foundation — Polish feed builder layout and switches
  • Platform foundation — Add sidebar active rail marker

Admin console

Features

  • Analytics and reporting — Add customizable analytics dashboards
  • Analytics and reporting — Enforce analytics data retention
  • Meter all core API requests
  • Access and billing — Wire data add-ons to Stripe
  • Access and billing — Consolidate billing plan comparison cards
  • Access and billing — Refine billing plan controls
  • Access and billing — Handle billing add-on response errors
  • Access and billing — Use Stripe subscription as entitlement source

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
  • Fix Stripe subscription expansion depth

Admin console

Features

  • Platform foundation — Audit README for accuracy
  • Platform foundation — Add Twelve Labs enrichment to README workflow diagrams
  • Assistant and MCP — Remove dead AssistantPanel and Anthropic chat route
  • Ranking controls — Add pluggable recommendation architecture support
  • Ranking controls — Add neural ranker training support
  • Ranking controls — Update README for pluggable recommendation algorithms
  • Ranking controls — Add retrieval ranking announcement post
  • Ranking controls — Avoid ranker registry replacement on deploy
  • Model lifecycle — Route family exports by retrieval architecture
  • Model lifecycle — Train gSASRec with sequential transformer objective
  • Model lifecycle — Mark retrieval architecture endpoints live
  • Model lifecycle — Clarify tenant model training surfaces
  • Materialize learned semantic ID codebooks
  • Add semantic ID code transition generator
  • Complete pluggable architecture operations plumbing
  • Catalog, users, and events — Scope tenant fine-tunes to templates
  • Catalog, users, and events — Route fine-tunes through event templates
  • Analytics and reporting — Upgrade analytics workbench

Bug fixes

  • Fix assistant env description in README

Admin console

Features

  • Finish Twelve Labs enrichment integration
  • Catalog, users, and events — Document ingest workflow diagram
  • Catalog, users, and events — Make Twelve Labs retries event driven

Admin console

Features

  • Ranking controls — Regroup pipeline editor into 5 phases and unify toggles
  • Ranking controls — Update pipeline editor tests for renamed stages
  • Add Twelve Labs video understanding integration
  • Expose integrations page and sync local updates
  • Refine integrations UI and badge styling
  • Refine Twelve Labs integration UI
  • Add remaining integration logos
  • Use Mailtrap live SMTP in production
  • Restore admin impersonation utilities
  • Persist avatars with S3-backed options
  • Platform foundation — Wire onboarding preferences and avatars
  • Access and billing — Prefer SMTP password for Mailtrap auth
  • …and 4 more changes.

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

Admin console

Features

  • Analytics and reporting — Add usage and marketing email notifications
  • Analytics and reporting — Improve usage alert email design
  • Analytics and reporting — Group usage alerts and add thresholds
  • Use marketing site Mailchimp defaults
  • Support Mailtrap live API token
  • Use notifications sender address
  • Redirect super admins to admin page
  • Add platform admin page
  • Make admin customer query schema tolerant
  • Clarify admin impersonation UI
  • Platform foundation — Clarify profile contact preferences
  • Access and billing — Use billing period in usage digests
  • Access and billing — Allow admin impersonation through any team user
  • Access and billing — Add platform admin invite flow

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

Admin console

Features

  • Catalog, users, and events — Allow unprefixed item IDs
  • Ranking controls — Add recommendation pipeline audit coverage
  • Vercel integration — Pin Vercel CLI in deploy workflow
  • Model lifecycle — Add tier-based limits and feature gating
  • Access and billing — Show tier limits during signup

Bug fixes

  • Fix recommendation validation build target
  • Fix tier limit test harnesses
  • Fix billing usage and limit UI

Admin console

Features

  • Model lifecycle — Gate Intelligence Layer with staged-rollout flag and add BGE deploy script
  • Catalog, users, and events — Move Catalog Intelligence controls into pipeline editor
  • Ignore generated local artifacts
  • Ranking controls — Add core API recommendation contract coverage

Admin console

Features

  • Catalog, users, and events — Tolerate unknown event item ids
  • Ranking controls — Add intelligence layer pipeline stage

Admin console

Features

  • Catalog, users, and events — Add context catalog intelligence
  • Access and billing — Unblock CI from billing auth guard

Bug fixes

  • Fix catalog intelligence build target
  • Fix embeddings ordering
  • Fix Stripe billing recovery and discounts
  • Fix recommendation and event lambdas

Admin console

Features

  • Catalog, users, and events — Polish user event history and trim item slideover

Bug fixes

  • Fix explore/users tables, simplify users columns, refine event timeline

Admin console

Bug fixes

  • Fix public API contract

Admin console

Features

  • Catalog, users, and events — Batch item embeddings and backfill comments
  • Access and billing — Add item-level recommendation explanations

Bug fixes

  • Fix recommendation Lambda build

Admin console

Features

  • Ranking controls — Honor scope.filters on recommendation lambda
  • Ranking controls — Make recommendation filter != NULL-safe via IS DISTINCT FROM
  • Ranking controls — Support shorthand recommendation filters

Admin console

Features

  • Ranking controls — Add configurable weighted-topic rule inputs

Bug fixes

  • Remove legacy context fields and fix context empty state

Admin console

Features

  • Model lifecycle — Add base-publish kickoff script
  • Model lifecycle — Add serverless endpoint deploy script for base publishes
  • Model lifecycle — Refine context and model selection flows
  • Ranking controls — Namespace family pipeline S3 paths by execution id
  • Ranking controls — Rename model families as recommendation types
  • Ranking controls — Tighten recommendation type spacing

Admin console

Features

  • Access and billing — Handle SNS SubscriptionConfirmation before token check
  • Access and billing — Auto-confirm SNS subscription in webhook handler
  • Access and billing — Simplify Context form and fix login autofill
  • Model lifecycle — Make endpointName optional in nsl-publish
  • Model lifecycle — Complete model family follow-ups
  • Model lifecycle — Move model families into models slideover
  • Model lifecycle — Simplify model family slideover
  • Model lifecycle — Models table ui update
  • Model lifecycle — Tighten models table and model details slideover
  • Catalog, users, and events — Add catalogue ingest scheduler toggle
  • Catalog, users, and events — Add model lifecycle workflow and deployment history
  • Vercel integration — Upload Vercel deploy as tarball to avoid flaky per-file upload

Admin console

Features

  • Model lifecycle — Add model families with NSL base models and tenant fine-tunes
  • Model lifecycle — Guard active-model fetch against undefined in tests
  • Model lifecycle — Defer active-model fetch so tests read PATCH as first fetch call
  • Model lifecycle — Skip model-families fetch under NODE_ENV=test

Bug fixes

  • Fix ModelPackageGroup names: SageMaker disallows underscores

Admin console

Features

  • Platform foundation — Rewrite admin console README

Admin console

Features

  • Catalog, users, and events — Cap fatigue deficit at 7 serves to prevent scores collapsing to 0%
  • Ranking controls — Add exploration slots, trending backfill, and impression fatigue toggles
  • Ranking controls — Make all discovery feature defaults configurable per pipeline
  • Ranking controls — Add interactive visualizations to all pipeline discovery features

Bug fixes

  • Mount code asset in Train step instead of baked-in image
  • Switch to exponential decay for much faster demotion

Admin console

Features

  • Simplify cmd+k results to title, id, and date only
  • Ranking controls — Full learned_ranking stage controls with facet selector
  • Ranking controls — Simplify learned_ranking panel to facet fields only
  • Catalog, users, and events — Impression fatigue: demote items served without engagement

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

Admin console

Features

  • Ranking controls — Implement learned second-stage ranker
  • Ranking controls — Resolve ranker endpoint from managed target
  • Ranking controls — Use CodeBuild runtime image for ranker pipeline
  • Ranking controls — Allow SageMaker ranker jobs to reach Aurora
  • Ranking controls — Show learned ranking on existing pipelines
  • Ranking controls — Merge branch ‘codex/learned-ranker’ into master
  • Ranking controls — Use dedicated ranker inference image
  • Ranking controls — Handle SageMaker serve entrypoint for ranker
  • Model lifecycle — Preserve model package env when promoting endpoints
  • Model lifecycle — Support image tag override in CodeBuild
  • Catalog, users, and events — Disable inline embedding refresh on events path
  • …and 2 more changes.

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

Admin console

Features

  • Model lifecycle — Refine model training workflow and fix test deps
  • Model lifecycle — Tighten model target workflow
  • Model lifecycle — Handle OCI image indexes during promotion
  • Model lifecycle — Show live elapsed time for active training jobs
  • Model lifecycle — Simplify training jobs layout
  • Model lifecycle — Refine models and training jobs detail layouts
  • Model lifecycle — Show active versions for legacy SageMaker endpoints
  • Model lifecycle — Refine models layout and serving target details
  • Minor changes

Bug fixes

  • Fix dashboard period refresh and reconcile model deployments
  • Fix SageMaker inference image manifest handling
  • Fix training gate test mock for image resolver

Admin console

Features

  • Access and billing — Add retraining automation planner to training jobs
  • Model lifecycle — Add tenant model endpoints and move deployment controls
  • Model lifecycle — Implement model-scoped retraining and deployment targets
  • Assistant and MCP — Tune assistant glow motion
  • Assistant and MCP — Remove assistant glow motion tuning
  • Ranking controls — Clarify training pipeline status labels

Bug fixes

  • Fix training start gate tests for model-scoped runs

Admin console

Features

  • Analytics and reporting — Integrate TanStack Query for dashboard data fetching
  • Ranking controls — Update sidebar icons for explainability, rerank, and rules

Admin console

Features

  • Analytics and reporting — ML pipeline improvements: AdamW, temporal split, early stopping, freshness decay, cold-start fallbacks, training config UI, metrics dashboard
  • Model lifecycle — Use SageMaker status consistently for summary stats and row logic
  • Model lifecycle — Custom training image, tenant-isolated outputs, fix type error
  • Model lifecycle — Add missing training-data mocks to gate tests
  • Model lifecycle — Pin numpy<2 in training image to fix TF 2.13 compatibility
  • Model lifecycle — Remove requirements.txt from training source bundle
  • Model lifecycle — Use —no-deps for tensorflow-recommenders in training image
  • Model lifecycle — Bake Universal Sentence Encoder into training image

Bug fixes

  • Fix JSONB cast for training_options insert via RDS Data API
  • Fix training jobs status badge to show SageMaker execution status
  • Pin tf-keras and tensorflow-hub versions for TF 2.13 compat
  • Fix mkdir for USE model directory in training Dockerfile
  • Fix timestamp parsing for short timezone offsets in train.py

Admin console

Features

  • Catalog, users, and events — Reorder sidebar: move Events into Configuration, swap Explore/Advanced positions
  • Assistant and MCP — Wire assistant to npx MCP server
  • Assistant and MCP — Sync MCP npm lockfile
  • Vercel integration — Use in-memory MCP transport on Vercel

Bug fixes

  • Fix MCP admin tool backend compatibility
  • Fix training gate tests for config guard

Admin console

Features

  • Ranking controls — Move post-scoring context controls into rules engine
  • Ranking controls — Refine rules action previews
  • Ranking controls — Trim rules preview chrome
  • Ranking controls — Make rules previews reflect action state
  • Restore rainbow preview palette
  • Access and billing — Harden route auth header handling
  • Assistant and MCP — Use @neuronsearchlab/mcp in-process instead of spawning child process
  • Catalog, users, and events — Add GET and DELETE endpoints for event types

Bug fixes

  • 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

Admin console

Features

  • Catalog, users, and events — Add per-user and per-item analytics tools to MCP assistant
  • Platform foundation — Add debug overlay toggle to TopBar with profile page debug panel
  • Platform foundation — Regroup admin sidebar navigation
  • Platform foundation — Add animated AI sidebar label
  • Access and billing — Refactor MCP tools to use NeuronClient API instead of direct DB queries
  • Assistant and MCP — Remove background from assistant logo avatars, show logo only
  • Assistant and MCP — Add assistant starter prompt buttons
  • Assistant and MCP — Refine assistant shimmer motion
  • Assistant and MCP — Remove global assistant overlay and soften empty state
  • Assistant and MCP — Refine assistant aurora edge glow
  • Assistant and MCP — Polish assistant aurora and sidebar profile tile
  • Assistant and MCP — Route assistant through standalone MCP

Bug fixes

  • Fix failing tests for new streaming chat API and renamed assistant route
  • 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
  • Fix assistant sidebar shimmer color

Admin console

Features

  • Reliability and CI — Hardened CI, test coverage, build compatibility, database type handling, migration paths, API errors, and production runtime behavior.
  • Reliability and CI — Add Studio workflow, search, and verification test
  • Assistant and MCP — Replace studio with assistant chat interface
  • Assistant and MCP — Modernize assistant chat UI with AI SDK v6, add platform tools, rename to NeuronSearchLab AI

Bug fixes

  • Fail fast when CI tests hang
  • Stabilize Vitest execution in CI
  • Fix hanging component tests in CI
  • Fix Studio context row typing for build
  • Use normalized context rows in Studio build
  • Pin project to Node 24.14.1
  • Refresh lockfile for Node 24 CI
  • Coalesce optional context json in Studio build

Admin console

Features

  • Access and billing — Add migration for team_integrations and embedding_models tables
  • Access and billing — Rename “API Keys” to “Platform API Keys”
  • Model lifecycle — Remove temporary migration endpoint, add context/editor utilities
  • Platform foundation — Consolidate contexts infra, add setup checklist, improve onboarding UX
  • Platform foundation — Restore Quick Actions grid on dashboard alongside Setup Checklist
  • Ranking controls — Add include_rule_ids config override to experiment variants
  • Ranking controls — Wire pipeline config to recommendations proxy, redesign segments/rerank/integrations
  • Ranking controls — Wire pipeline context_id into Lambda: resolve context-specific pipeline before global fallback
  • Ranking controls — Remove pipeline position breadcrumbs from rules, experiments, and rerank pages
  • Ranking controls — Add migration to add context_id column to ranking_pipelines

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
  • Fix context creation 500 error with empty response body
  • Fix json_data column type mismatch in context creation

Admin console

Features

  • Ranking controls — Wire ranking rules engine into DB + Lambda
  • Ranking controls — Wire A/B experiments into recommendation Lambda
  • Ranking controls — Wire pipeline config into recommendation Lambda
  • Ranking controls — Wire real explainability data through Lambda and Explain page
  • Ranking controls — Add time-based scheduling to ranking rules
  • Catalog, users, and events — Wire user segments into ranking rules engine
  • Catalog, users, and events — Add item-level behavioral conditions to user segments
  • Catalog, users, and events — Add real experiment metrics computation from served + event data
  • Catalog, users, and events — Reorder sidebar: Ranking first, merge org items into Settings
  • Catalog, users, and events — Build complete catalogue ingest system end-to-end
  • Wire all aspirational UI to real backends, remove mock data

Bug fixes

  • Replace migration API route with SQL file
  • Fix Pipeline Config: mobile layout, dot color bug, rename title

Admin console

Features

  • Model lifecycle — Remove Start Training button from training-jobs page; fix infra tsconfig exclusion
  • Model lifecycle — Port Laravel training jobs table design + add SSE log streaming
  • Ranking controls — Add ranking platform workstreams: Rules Engine, Pipeline Builder, Segmentation, A/B Testing, Explainability

Admin console

Features

  • Regenerate package-lock.json without legacy-peer-deps
  • Add infra directory from Laravel app
  • Vercel integration — Deploy to Vercel only after CI passes
  • Catalog, users, and events — Reorganize sidebar: move items into Configuration and Settings groups
  • Access and billing — Reduce items page size to 50, align SDK Credentials with API Keys design
  • Model lifecycle — Trigger redeploy with SAGEMAKER_INFERENCE_IMAGE env var

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

Admin console

Features

  • Convert context modal to right-side slideover
  • Access and billing — Add rerank controls, API keys management, and recommendations proxy
  • Access and billing — SDK Credentials: auto-generate on click, remove name input step
  • Platform foundation — Standardise full-width flex layout across all pages

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
  • Fix Aurora Data API cast: use column::text = :param not :param::type
  • Fix event_id bigint = text cast in training start queries
  • Paginate RDS Data API queries to avoid 1MB result limit
  • …and 1 more change.

Admin console

Bug fixes

  • Persist json_data updates and return structured PATCH errors

Admin console

Features

  • Analytics and reporting — Render themed multi-series usage chart
  • Analytics and reporting — Update dashboard chart data by usage type
  • Access and billing — Update metered Stripe price IDs

Bug fixes

  • Fix dashboard tooltip formatter typing
  • Fix dashboard server chart data typing

Admin console

Features

  • Port Laravel context modal advanced fields
  • Tabbed process-driven context modal
  • Catalog, users, and events — Wire catalogue-ingest Lambda worker and add live-run polling
  • Reliability and CI — Add error-logging instrumentation and runtime error API

Bug fixes

  • Context modal UX parity: replace native selects, fix a11y, polish mobile
  • Fix context modal type errors for production build
  • Run CI on staging branch with tests
  • Keep dashboard gauge stable across period changes
  • Resolve TypeScript error in ContextClient Select value prop
  • Use longValue for tenant_id params in events API routes
  • Import afterEach from vitest in ContextClient test

Admin console

Features

  • Access and billing — Use real Stripe billing period for dashboard gauge and reset countdown
  • Improve context modal and dedupe controls
  • Add existing-context edit flow
  • Improve context modal mobile usability

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)

Admin console

Features

  • Catalog, users, and events — Bound QA proof media and improve events proof reporting

Bug fixes

  • Fix training start for current template config
  • Install Playwright for QA automation
  • Handle subscription already attached to schedule on plan change

Admin console

Features

  • Catalog, users, and events — Server-side item search API with metadata text filter
  • Catalog, users, and events — Add sortable columns and sticky pagination
  • Catalog, users, and events — Port usage metrics and top items from Laravel
  • Access and billing — Wip: push current billing and events work
  • Analytics and reporting — Port usage gauge from Laravel to Next.js dashboard
  • Model lifecycle — Port full training kickoff workflow from Laravel to Next.js

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
  • Align template loader tenant types
  • Use text tenant ids for usage queries
  • Return event ids as text for availability counts
  • …and 2 more changes.

Admin console

Features

  • Catalog, users, and events — Restore full filters section on catalogue items page
  • Access and billing — Refactor security page to use shadcn table
  • Access and billing — Refactor security page to shadcn table with inline edit, env select, copy/revoke

Bug fixes

  • Handle Aurora auto-pause resume gracefully

Admin console

Features

  • Access and billing — Redesign register flow UI
  • Access and billing — Register flow - viewport-fit, login-consistent, mobile-first
  • Access and billing — Remove @aws-sdk/client-ses, move @types/nodemailer to devDependencies
  • Access and billing — Add inline name editing and editable environment dropdown to SecurityClient
  • Access and billing — Add PATCH /api/security/update-client route
  • Access and billing — Wire handleInvite to POST /api/team/invite with error/loading state
  • Access and billing — Add POST /api/team/invite route
  • Access and billing — Wire ContextClient create form to POST /api/context/create
  • Reliability and CI — Add nodemailer to serverExternalPackages to fix ESM bundling
  • Platform foundation — Update favicon to NSL logo
  • Platform foundation — Update favicon to white NSL logo
  • Platform foundation — Table layout instead of cards, Linear/shadcn style
  • Analytics and reporting — Dashboard API route for period-based usage data
  • Catalog, users, and events — Rewrite catalogue-ingest page with ingest method cards
  • Catalog, users, and events — Stats row, event type filter pills, clean table with shadcn
  • Add POST /api/context/create route
  • Read files before modifying, never assume contents
  • Vercel integration — Linear/Vercel/shadcn aesthetic: clean table, stat bar, mono IDs, badge for model
  • Vercel integration — Clean Linear/Vercel style, proper nsl CSS vars, shadcn invoice table

Bug fixes

  • Remove header copy, drop all-caps, fix step indicator, fix verify code pattern
  • Switch email from SES to Mailtrap SMTP via nodemailer
  • Wrap Stripe calls in try/catch to return JSON errors
  • Safe JSON error handling, adaptive layout, clear errors on step change
  • Cast payload fields to string to satisfy TypeScript
  • Handle already-succeeded PaymentIntent gracefully instead of showing error
  • Wrap complete route in try/catch to surface actual errors
  • Handle boolean params in toParam (boolean columns were cast to text)
  • …and 10 more changes.

Admin console

Features

  • Vercel integration — Add Vercel/Linear theme, switch to Geist font, sharpen active states
  • Access and billing — Add NextAuth.js Cognito authentication
  • Access and billing — Add NextAuth credentials auth via RDS Data API
  • Access and billing — Wire real session/DB data into sidebar, topbar, dashboard, profile, team, billing
  • Access and billing — Wire real data into analytics, security/API keys, and dashboard chart
  • Access and billing — Build NSL signup and Stripe billing flow
  • Catalog, users, and events — Wire real DB data into context, training-jobs, events, explore, users, settings pages
  • Catalog, users, and events — Add user and item detail slide-over panels with event history tabs
  • Analytics and reporting — Full analytics port: time toolbar, KPI cards, dynamic widget builder, drilldown filters
  • Analytics and reporting — Full analytics rebuild: metric cards, multi-metric charts, saved views, draggable grid, Sankey funnel, KPI tiles

Bug fixes

  • Revert “feat: add NextAuth.js Cognito authentication”
  • 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

Admin console

Features

  • Platform foundation — Initial commit