Public AI signal chronicle

What changed across the public AI landscape?

The signal chronicle preserves changes across our public data projections in a complete private append-only archive. This page presents a bounded, balanced publication window with stable identifiers, observation times and original sources.

Complete private append-only archiveBounded, balanced publication windowObservation and effective time stay separateNo generative AI model
Chronicle generated 15 Nov 2026, 07:24Observed since 17 Jul 2026Revision 604Schema ki-signalchronik.public.v1
chronicle events16,589immutable observations in the complete private archive
newly observed9,339first appeared in a later projection
changed subjects8,761stable identifiers with at least one change
covered data lanes8active and paused lanes
The critical time boundary

Observed does not mean effective

The chronicle separates when we observed a change from an effective date stated by the source. If a record is missing in a later run, it is not automatically deleted or withdrawn.

observedAt ≠ effectiveAt
1,000 results
Append-only change feed

Every change remains in the complete archive

The private archive preserves every event immutably. This public page shows a bounded, balanced window grouped by observation time; open the record-level evidence or jump into the matching data tool to inspect the current state.

6 events
  1. NewPublic procurement

    KI-Agenten für das Bauwesen und Building Information Modeling

    Effective in the source:
    Observation state set
    Not observedobserved
  2. NewPublic procurement

    Vergebener Auftrag: Lizenzerweiterung KI-Prozessmanagementsystem

    Effective in the source:
    Observation state set
    Not observedobserved
  3. NewPublic procurement

    [Ne-Trust] Negative-Trust-Architekturen

    Effective in the source:
    Observation state set
    Not observedobserved
  4. NewPublic procurement

    Computer für interaktive Lern-Workshops

    Effective in the source:
    Observation state set
    Not observedobserved
  5. NewPublic procurement

    Einführung einer KI-basierten dynamischen Gebietsabdeckung

    Effective in the source:
    Observation state set
    Not observedobserved
  6. UpdatedPublic procurement

    Bereitstellung einer KI-Kompetenzplattform sowie Durchführung von KI-Grundlagen- und KI-Aufbauqualifizierung

    Effective in the source:
    Effective date increased
    28 Oct 202613 Nov 2026
    Source link changed
    https://oeffentlichevergabe.de/ui/de/search/details?noticeId=a48138c8-3bd6-44a3-82ff-5434dd6a5f37https://oeffentlichevergabe.de/ui/de/search/details?noticeId=42ce6f3b-db47-4a1f-b731-3b3e980a4e9b
5 events
  1. NewPublic procurement

    MARKTERKUNDUNG System zur Extraktion und Strukturierten Bereitstellung klinischer Daten nebst Anwendungen

    Effective in the source:
    Observation state set
    Not observedobserved
  2. NewPublic procurement

    Rahmenvertrag "Unterstützungs-/Dienstleistungen im Bereich IT-Betriebs-Compliance"

    Effective in the source:
    Observation state set
    Not observedobserved
  3. NewPublic procurement

    Beschaffung von 90 iPads einschließlich Tastaturen, Zubehör sowie Lade- und Transportinfrastruktur für sieben außerschulische MakerSpaces

    Effective in the source:
    Observation state set
    Not observedobserved
  4. NewPublic procurement

    Vergabeverfahren zur Bereitstellung eines KI-gestützten Lernmanagement- bzw. Lernbegleitungssystems als SaaS-Lösung

    Effective in the source:
    Observation state set
    Not observedobserved
  5. NewPublic procurement

    GründerHUB"- Digital Experience Plattform zur Gründungsförderung der GründerRegion Aachen, Düren, Euskirchen, Heinsberg

    Effective in the source:
    Observation state set
    Not observedobserved
8 events
  1. NewPublic procurement

    Deutschland – Medizinische Informationssysteme – MARKTERKUNDUNG System zur Extraktion und Strukturierten Bereitstellung klinischer Daten nebst Anwendungen

    Effective in the source:
    Observation state set
    Not observedobserved
  2. NewPublic procurement

    Erbringung von Dienstleistungen eines externen Datenschutzbeauftragten

    Effective in the source:
    Observation state set
    Not observedobserved
  3. NewPublic procurement

    Beschaffung einer KI-gestützten Erfindungsmanagement-Software (EAT) einschließlich Anpassung, Einrichtung und Lizenzierung auf der Plattform aaxon OS. 01.10.2026-31.12.2027

    Effective in the source:
    Observation state set
    Not observedobserved
  4. NewPublic procurement

    2 KI-Pc´s

    Effective in the source:
    Observation state set
    Not observedobserved
  5. UpdatedPublic procurement

    Deep Learning GPU Cluster - PR1285415-2220-I

    Effective in the source:
    Effective date increased
    23 Sept 202611 Nov 2026
    Source link changed
    https://oeffentlichevergabe.de/ui/de/search/details?noticeId=82e45f1e-e7cb-4dcc-aced-fb8cdc3a7f2chttps://oeffentlichevergabe.de/ui/de/search/details?noticeId=71372e32-774a-47c4-809e-86c6309a68cb
  6. NewPublic procurement

    Beschaffung eines GPU-Edge-Server-System für multimediale Inhalte für das Digital Core Lab im Projekt ILEAS

    Effective in the source:
    Observation state set
    Not observedobserved
  7. NewPublic procurement

    Erweiterung "KI-Labor Pflege" am BSZ Hoyerswerda, Los 306 - Fenster, Türen, Verglasungen

    Effective in the source:
    Observation state set
    Not observedobserved
  8. NewIdentity review

    Siemens Energy Global GmbH & Co. KG ↔ SIEMENS ENERGY GLOBAL GMBH & CO. KG

    Observation state set
    Not observedobserved
21 of 53 events
  1. NewPublic administration AI

    Speech2Speech Echtzeit-Sprachübersetzung

    Observation state set
    Not observedobserved
  2. NewPublic administration AI

    Chatbot der Hochschulwebseite

    Observation state set
    Not observedobserved
  3. UpdatedPublic administration AI

    Prüf-Pilot: KI-gestütztes Assistenzsystem zur Unterstützung der Prüfung von Anträgen in der BSFZ

    Profile source state changed
    09 Sept 2026, 16:1505 Nov 2026, 15:38
  4. UpdatedPublic administration AI

    Generativer KI Chatbot für das Handbuch der Projektförderung

    Short description changed
    Entwicklung und Implementierung eines KI-basierten Chatbots für das Handbuch der Proektförderung (HdP), dem wichtigsten Regelwerk im BMBF-Fördergeschäft. Der Chatbot soll die Nutzenden in der Interaktion mit den komplexen Regelungen des HdP unterstützen und durch natürliche Spracheingabe relevante Informationen…Entwicklung und Implementierung eines KI-basierten Chatbots für das Handbuch der Proektförderung (HdP), dem wichtigsten Regelwerk im BMFTR-Fördergeschäft. Der Chatbot soll die Nutzenden in der Interaktion mit den komplexen Regelungen des HdP unterstützen und durch natürliche Spracheingabe relevante Informationen…
    Profile source state changed
    17 Mar 2025, 11:3403 Nov 2026, 14:59
  5. UpdatedPublic administration AI

    F13/Transkription (Microservice)

    Short description changed
    Services zum Transkribieren von Audio/Video-Dateien, inklusive Übersetzung ins Deutsche. Veröffentlicht auf OpenCode (https://gitlab.opencode.de/f13/microservices/transcription)https://gitlab.opencode.de/f13/microservices/transcription) als Microservice für F13 (s.https://f13-os.de/).Services zum Transkribieren von Audio/Video-Dateien, inklusive Übersetzung ins Deutsche. Veröffentlicht auf OpenCode (https://gitlab.opencode.de/f13/microservices/transcription) als Microservice für F13 (s.https://f13-os.de/).
    Profile source state changed
    20 Aug 2026, 11:3229 Oct 2026, 15:54
  6. UpdatedPublic administration AI

    Dienstleistungsfinder

    Profile source state changed
    05 May 2026, 10:4829 Oct 2026, 21:24
  7. NewPublic administration AI

    BMFTR KI-Chat

    Observation state set
    Not observedobserved
  8. UpdatedPublic administration AI

    KIPITZ

    Contractor information published changed
    YesNo
    Fundamental-rights information published changed
    YesNo
    Risk classification published changed
    NoYes
    Short description changed
    KIPITZ ist eine vom ITZBund entwickelte mandantenfähige KI-Plattform für den Einsatz KI-basierter Anwendungsfälle zur Unterstützung von Verwaltungsprozessen (u. a. Dokumente zusammenfassen, Chatten mit Dokumenten, mit Wissensquellen chatten, Audio transkribieren, Texte/Dokumente übersetzen).KIPITZ ist eine vom ITZBund entwickelte KI-Plattform für den Einsatz KI-basierter Anwendungsfälle zur Unterstützung von Verwaltungsprozessen (u. a. Dokumente zusammenfassen, Chatten mit Dokumenten, mit Wissensquellen chatten, Audio transkribieren, Texte/Dokumente übersetzen).
    Risk classification set
    Not observedlimited
    Application areas changed
    Bau und Infrastruktur · Öffentliche Verwaltung · RechtÖffentliche Verwaltung
    Profile source state changed
    25 Aug 2026, 08:3011 Nov 2026, 16:27
  9. UpdatedPublic administration AI

    Generativer Chatbot zum Befragen der Erweiterten Geschäftsordnung

    Profile source state changed
    31 Oct 2025, 09:2303 Nov 2026, 14:47
    Status changed
    operationalretired
  10. UpdatedPublic administration AI

    Workflow-Pilot: KI-gestütztes System zur Unterstützung der Antragskoordination in der BSFZ

    Profile source state changed
    09 Sept 2026, 16:1505 Nov 2026, 13:35
  11. NewPublic administration AI

    @rtus mobil

    Observation state set
    Not observedobserved
  12. NewPublic administration AI

    Whisper Transkription

    Observation state set
    Not observedobserved
  13. NewPublic administration AI

    SPARK: KI-Module für die Beschleunigung von Planungs- und Genehmigungsverfahren

    Observation state set
    Not observedobserved
  14. NewPublic administration AI

    Sensorgestützte Tunnelmundüberwachung (Dynamic Vision Sensor)

    Observation state set
    Not observedobserved
  15. NewPublic administration AI

    Knowtion

    Observation state set
    Not observedobserved
  16. UpdatedPublic administration AI

    KI Chat BfS

    Contractor information published changed
    NoYes
    Profile source state changed
    11 Nov 2025, 18:4527 Oct 2026, 09:57
    Status changed
    developmentoperational
  17. NewPublic administration AI

    Ollama

    Observation state set
    Not observedobserved
  18. NewPublic administration AI

    Articulate 360 AI Assistant Add-on

    Observation state set
    Not observedobserved
  19. NewPublic administration AI

    WHISPER

    Observation state set
    Not observedobserved
  20. UpdatedPublic administration AI

    KI-unterstützte Analyse von wissenschaftlichen Publikation zur Risikobewertung von Organismen (KAPRi)

    Contractor information published changed
    NoYes
    Data-protection information published changed
    NoYes
    Risk classification published changed
    NoYes
    Risk classification set
    Not observedminimal
    Profile source state changed
    20 Nov 2024, 16:4609 Nov 2026, 09:45
    Status changed
    planning & PoCdevelopment
  21. UpdatedPublic administration AI

    Merkmalbasierte Prüfungssteuerung: System zur bedarfsorientierten Steuerung der Prüftiefe in der BSFZ

    Profile source state changed
    22 Oct 2026, 08:3405 Nov 2026, 15:40
Deterministic method

From a snapshot to an auditable event

The chronicle compares versioned projections by stable identifier. It describes differences without inventing reasons, impact or identities.

  1. 1
    Preserve the snapshot

    Every successful source state receives an immutable timestamp and revision.

  2. 2
    Canonicalize identifiers

    Subjects are recognized across runs only through published stable source identifiers.

  3. 3
    Compare fields

    Versioned rules distinguish the baseline, new records, updates, corrections and explicit withdrawals.

  4. 4
    Append the event

    The difference enters the chronicle with before, after, provenance and a direct link.

Collection, comparison, classification and presentation use no generative AI model.

Source snapshots

Every input retains its own timestamp

The chronicle run does not replace individual source dates. Open the original evidence when you need to inspect a change in context.

20 Oct 2026, 04:38AI patent families with German association signalsOpen source ↗

How to read the chronicle correctly

  • The baseline is a first observation, not a historical change.
  • A change may have become effective before it was first observed.
  • A missing record is not a withdrawal without an explicit source signal.
  • A correction describes a changed source state and does not automatically imply an error by the organization concerned.
  • Bounded data lanes are never extrapolated to a supposed full population.
  • If a source falls back to an older state, its lane stays at the newer state until the source catches up.
  • Temporal sequence proves neither cause nor impact.

Frequently asked questions

Is the baseline a list of earlier changes?
No. It documents only what existed when longitudinal observation began. Real changes arise only from comparison with later successful snapshots.
Why are there two timestamps?
observedAt shows when our collector recognized a difference. effectiveAt contains an effective time only when the source itself supplies one. The two can be far apart.
Does a disappearing record mean it was deleted?
No. A record may be temporarily absent, a source may change its coverage, or a run may be bounded. A withdrawal appears only when there is an explicit and reliable source signal.
How are subjects recognized across runs?
Only through stable source identifiers or published exact identifier crosswalks. Matching or similar names never create an automatic connection.
Does the signal chronicle use generative AI?
No. Snapshotting, normalization, comparison, event classification and presentation follow versioned deterministic rules.

Want to track changes in public data reliably?

We build append-only data chronicles, collectors and evidence products with stable identifiers and verifiable provenance.

Discuss a data projectView all tools