Skip to content
zensation

Research overview

Three tracks, architecture and agenda

Publications

Preprints, software, identifiers

Methodology

Operational standards and validation

Research ethics

Fundamental rights and compliance

Resources

Code, data, citation, open science

Adopt AI

Neutral roadmap & interactive simulation

Public sector & funding

Collaborations in the public sector

Protecting public spaces

Track B — rights-preserving early warning

Technology

The architecture behind every application

Playground

Run the open memory core live

Work with usAboutOpen SourceBlog
EN·DE
Contact
zensation
Research overviewPublicationsMethodologyResearch ethicsResources
Adopt AIPublic sector & fundingProtecting public spacesTechnologyPlayground
Work with usAboutOpen SourceBlogContact
Changelog

What's New?

All releases and updates from the ZenSation ecosystem.

ZenBrainv0.5.1October 11, 2026

Five MCP tools, described as five

  • Corrections only, no code changed: @zensation/mcp 0.2.1 names forget in its npm description; @zensation/core and @zensation/algorithms 0.5.1 list all five MCP tools in their READMEs
  • Security policy: 0.5.x is the current line; 0.4.x and 0.3.x receive security fixes until 31 December 2026
  • Every version, with its reasoning, in the CHANGELOG on GitHub
npmmcppatch
ZenBrainv0.5.0October 10, 2026

Forgetting by id and an honest README

  • Forgetting by id: every recall result carries its id, forget(id, layer) deletes exactly that memory; new MCP tool zenbrain_forget
  • includeContext and taskType withdrawn: no store path ever wrote a context, so the options could not do anything
  • RecallOptions.core: 'matching' admits only core blocks that share a content word with the query
  • ai-sdk: shouldStore decides per turn whether to store, role sets the role memories reach the model with
  • PostgreSQL with pgvector now runs in CI; its first run found that procedures could not be stored on PostgreSQL, fixed
  • The README separates what the coordinator does on its own from what the algorithm library offers as functions
npmmcpminor
ZenBrainv0.4.10October 1, 2026

The 0.4 line: MCP server, AI SDK middleware, two review rounds

  • Late August, two integration packages: @zensation/mcp (an MCP server for any MCP client) and @zensation/ai-sdk (middleware for the AI SDK)
  • v0.4.8: recall without an embedding provider ranks lexically instead of answering every query with the same rows; every consolidation pass promoted the same episodes again, now once per episode; core memory now writable on SQLite
  • v0.4.9: findings of a package audit fixed; InMemoryStorage withdrawn from the public API, FSRS functions reject invalid input, types and require() across all packages
  • v0.4.10: security fix in the Postgres adapter (schema name in search_path)
  • Every version, with its reasoning, in the CHANGELOG on GitHub
npmmcpsecuritypatch
ZenBrainv0.4.0August 5, 2026

Node 22 as an honest minimum

  • No runtime code changed: the packages now require Node.js 22 or newer; the previous >=18 was never accurate, the effective floor was already Node 20
  • @zensation/adapter-sqlite moves to better-sqlite3 13 (N-API, prebuilt binaries across Node versions)
  • Adapter peer ranges widened so that @zensation/core 0.3 fits
npmcompatibilityminor
ZenBrainv0.3.5July 17, 2026

Storage adapters on npm

  • @zensation/adapter-sqlite and @zensation/adapter-postgres now published to npm (0.1.0); the README had listed them as ready while they could not be installed
  • SQLite path through the MemoryCoordinator repaired: five defects that no integration check had caught, each reproduced on realistic data and fixed
  • New coordinator↔adapter integration tests, one for each of those defects
npmadapterpatch
ZenBrainv0.3.0May 9, 2026

Benchmarks & Hardening — the 0.3 line

  • @zensation/algorithms expanded and hardened (npm 0.3.x); @zensation/core updated to 0.2.2
  • Benchmark suite completed: LoCoMo and LongMemEval vs. Mem0, Letta, and A-Mem
  • Results documented in the open-access preprint (arXiv 2604.23878, Zenodo DOI)
  • Zero dependencies and Apache 2.0 license unchanged
npmbenchmarksminor
ZenBrainv0.2.1April 7, 2026

Patch Release — Stability & Compatibility

  • Improved TypeScript strict-mode compatibility across all algorithm exports
  • Minor fixes to numeric edge cases in Hebbian weight normalization
  • Updated peer dependency ranges for broader ecosystem compatibility
  • All 276 tests passing, zero regressions
npmpatchstability
ZenBrainv0.2.0March 31, 2026

MemoryCoordinator + Sleep Consolidation

  • MemoryCoordinator orchestrates all 7 layers (store, recall, consolidate, decay, review)
  • Sleep Consolidation: Memory replay simulation (Stickgold & Walker 2013)
  • 95% confidence intervals for all probabilistic outputs
  • Retention curve visualization for Ebbinghaus curves
  • Tests: 153 to 276 (+80%)
  • Numeric stability: epsilon guards in Hebbian, logger parameters
  • 7 new docs: CONTRIBUTING, CoC, SECURITY, ROADMAP, FAQ, Benchmarks, API Reference
npmalgorithmscorecoordinator
ZenBrainv0.1.0March 30, 2026

ZenBrain Open Source Launch

  • @zensation/algorithms@0.1.0: 9 foundational algorithms, zero dependencies
  • @zensation/core@0.1.0: 7 memory layer implementations
  • @zensation/adapter-postgres: PostgreSQL + pgvector (Preview)
  • @zensation/adapter-sqlite: SQLite zero-config (Preview)
  • Apache 2.0 license — free forever
  • GitHub repository: github.com/zensation-ai/zenbrain
  • Zenodo DOI: 10.5281/zenodo.19353663 (technical paper)
  • HuggingFace Model Card: zensation-ai/zenbrain
  • 153 tests, TypeScript, zero dependencies
npmlaunchalgorithmsopen-source
zensationIndependent AI research lab · Kiel
ResearchPublicationsMethodologyResearch ethicsResourcesMemory architecturesBenchmarksAgent memory comparedAdopt AIPublic sectorProtecting public spacesTechnologySystem explorerPlaygroundEigenraumWork with usOpen SourceAboutBlogChangelog
GitHubLinkedInarXivZenodoORCIDScholarSemantic ScholarHuggingFacenpmDiscussions

© 2026 Alexander Bering / ZenSation Enterprise Solutions

RSSPrivacy PolicyLegal NoticeAccessibility