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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 changes

Admin console, ranking controls, analytics, billing, and model lifecycle updates.

SDK changes

TypeScript and PHP SDK updates, API contract changes, and release packaging.

MCP changes

MCP server tools, platform automation, and assistant integration changes.
May 4, 2026

Admin console

Features

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

Bug fixes

  • Fix catalog intelligence build target
  • Fix embeddings ordering
May 3, 2026

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
April 30, 2026

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
April 29, 2026

Admin console

Features

  • No major feature changes in this period.

Bug fixes

  • Fix public API contract

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.

PHP SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
April 24, 2026

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
April 23, 2026

Admin console

Features

  • Built rule engines, rerank controls, segmentation, experiment wiring, explainability, discovery feature toggles, and recommendation proxy support.
April 22, 2026

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
April 21, 2026

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.
April 20, 2026

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
April 19, 2026

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
April 17, 2026

Admin console

Features

  • Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
April 16, 2026

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
April 15, 2026

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
April 14, 2026

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
April 11, 2026

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
April 10, 2026

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
April 9, 2026

Admin console

Features

  • Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
April 8, 2026

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
April 7, 2026

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

MCP server

Features

  • No major feature changes in this period.

Bug fixes

  • Improve MCP API error handling
April 6, 2026

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

MCP server

Features

  • Expanded MCP coverage from the first server release into contexts, pipelines, rules, event types, analytics, install paths, and clearer API error handling.
April 5, 2026

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

TypeScript SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.

PHP SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.

MCP server

Features

  • Expanded MCP coverage from the first server release into contexts, pipelines, rules, event types, analytics, install paths, and clearer API error handling.
April 4, 2026

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

MCP server

Features

  • Expanded MCP coverage from the first server release into contexts, pipelines, rules, event types, analytics, install paths, and clearer API error handling.
  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.
April 3, 2026

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

MCP server

Features

  • Expanded MCP coverage from the first server release into contexts, pipelines, rules, event types, analytics, install paths, and clearer API error handling.
April 2, 2026

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
March 31, 2026

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
March 30, 2026

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
March 29, 2026

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
March 28, 2026

Admin console

Features

  • No major feature changes in this period.

Bug fixes

  • Persist json_data updates and return structured PATCH errors
March 24, 2026

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
March 22, 2026

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
March 21, 2026

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)
March 19, 2026

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
March 18, 2026

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
March 17, 2026

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
March 16, 2026

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
March 15, 2026

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
March 14, 2026

Admin console

Features

  • Established the Next.js console shell, product navigation, dashboard surfaces, profile/team areas, and developer-facing project documentation.
January 7, 2026

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.
December 29, 2025

TypeScript SDK

Features

  • No major feature changes in this period.
December 22, 2025

TypeScript SDK

Features

  • No major feature changes in this period.
December 21, 2025

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
December 15, 2025

TypeScript SDK

Features

  • No major feature changes in this period.
November 22, 2025

TypeScript SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.
November 20, 2025

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
November 17, 2025

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.

Bug fixes

  • Fix release workflow order
November 16, 2025

TypeScript SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.
  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
October 23, 2025

TypeScript SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.
April 22, 2025

TypeScript SDK

Features

  • Expanded SDK calls around recommendation contexts, event payloads, item identifiers, item deletion, request/session metadata, and the v1 API contract.
April 14, 2025

TypeScript SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.

Bug fixes

  • Fix typo in release workflow step name
  • Fix package name formatting in package.json
  • Fix formatting in package.json for publishConfig access option
April 12, 2025

TypeScript SDK

Features

  • Improved package metadata, release workflows, version bumps, dual module exports, generated builds, dependency hygiene, and logging.

Bug fixes

  • Fix package name formatting in package.json