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 30 Sept 2026, 10:38Observed since 17 Jul 2026Revision 468Schema ki-signalchronik.public.v1
chronicle events9,967immutable observations in the complete private archive, 52 of them hidden from the public window (outdated input)
newly observed5,789first appeared in a later projection
changed subjects5,859stable 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 If a record is missing in a later run, it is not automatically deleted or withdrawn.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.

52 events are hidden here because they came from an outdated input and its reversal by the next current state, not from a change in the source. The private archive keeps them.

40 of 95 events
  1. NewPublic procurement

    Beschaffung einer Multi-GPU-Workstation für den KI-Lehrbetrieb

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

    RAM, Speicher & Netzwerkkarte für KI-Cluster

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

    2000284134 SL KI-Qualifikationen für den Betrieb

    Effective in the source:
    Effective date increased
    22 Sept 202629 Sept 2026
    Source link changed
    https://oeffentlichevergabe.de/ui/de/search/details?noticeId=855fe821-7098-4ff1-993f-1f56ba9769e2https://oeffentlichevergabe.de/ui/de/search/details?noticeId=4801e1dd-bc73-4810-9aa3-a7cd62c19afc
    Subject label changed
    2000282743 SL KI-Qualifizierung für Führungskräfte2000284134 SL KI-Qualifikationen für den Betrieb
  4. NewPublic procurement

    V444_2026 Rechenknoten für HPC-Cluster

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

    10045326-Training "Führung im Kontext KI"

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

    3626S62541 - Prüfung des Einsatzes von KI-Verfahren im radiologischen Notfallmanagementsystem durch KI-unterstützte Trend- und Plausibilitätsanalyse im ODL-Messnetz

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

    Beschaffung Apple MacBook Pro`s für lokale KI- und LLM-Anwendungen

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

    Beauftragung von KI-Multiplikatoren im Rahmen des BMFTR-geförderten Forschungsprojekts EvoKS

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

    Lieferung, Installation und Inbetriebnahme von zwei KI-Servern

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

    KI-Server 2026

    Effective in the source:
    Effective date increased
    25 Sept 202629 Sept 2026
    Source link changed
    https://oeffentlichevergabe.de/ui/de/search/details?noticeId=48f490ed-b626-46bd-adb2-88c37ca805c7https://oeffentlichevergabe.de/ui/de/search/details?noticeId=3434c72c-80e6-459c-895d-fd47aaf51b3d
  11. NewPatents

    docdb:96300364

    Effective in the source:
    Observation state set
    Not observedobserved
  12. NewPatents

    docdb:97373517

    Effective in the source:
    Observation state set
    Not observedobserved
  13. NewPatents

    docdb:94943308

    Effective in the source:
    Observation state set
    Not observedobserved
  14. NewPatents

    docdb:95696699

    Effective in the source:
    Observation state set
    Not observedobserved
  15. NewPatents

    docdb:95696577

    Effective in the source:
    Observation state set
    Not observedobserved
  16. NewPatents

    docdb:94943788

    Effective in the source:
    Observation state set
    Not observedobserved
  17. UpdatedPatents

    docdb:101213808

    Effective in the source:
    Observed patent publications increased
    12
    Publication countries changed
    USJP · US
    Observed publication countries increased
    12
  18. NewPatents

    docdb:93333655

    Effective in the source:
    Observation state set
    Not observedobserved
  19. UpdatedPatents

    docdb:98741607

    Effective in the source:
    Observed patent publications increased
    12
    Publication countries changed
    CNCN · EP
    Observed publication countries increased
    12
  20. NewPatents

    docdb:93460603

    Effective in the source:
    Observation state set
    Not observedobserved
  21. NewPatents

    docdb:95559509

    Effective in the source:
    Observation state set
    Not observedobserved
  22. NewPatents

    docdb:93521758

    Effective in the source:
    Observation state set
    Not observedobserved
  23. NewPatents

    docdb:94925461

    Effective in the source:
    Observation state set
    Not observedobserved
  24. NewPatents

    docdb:93563285

    Effective in the source:
    Observation state set
    Not observedobserved
  25. NewPatents

    docdb:96588625

    Effective in the source:
    Observation state set
    Not observedobserved
  26. UpdatedPatents

    docdb:99009588

    Effective in the source:
    Observed patent publications increased
    12
    Publication countries changed
    CNCN · EP
    Observed publication countries increased
    12
  27. NewPatents

    docdb:93214956

    Effective in the source:
    Observation state set
    Not observedobserved
  28. UpdatedPatents

    docdb:98141312

    Effective in the source:
    Observed patent publications increased
    12
    Publication countries changed
    CNCN · EP
    Observed publication countries increased
    12
  29. NewPatents

    docdb:88863427

    Effective in the source:
    Observation state set
    Not observedobserved
  30. NewPatents

    docdb:93566288

    Effective in the source:
    Observation state set
    Not observedobserved
  31. NewPatents

    docdb:93289225

    Effective in the source:
    Observation state set
    Not observedobserved
  32. NewPatents

    docdb:98059973

    Effective in the source:
    Observation state set
    Not observedobserved
  33. NewPatents

    docdb:95673854

    Effective in the source:
    Observation state set
    Not observedobserved
  34. NewPatents

    docdb:68694180

    Effective in the source:
    Observation state set
    Not observedobserved
  35. NewPatents

    docdb:94925440

    Effective in the source:
    Observation state set
    Not observedobserved
  36. NewPatents

    docdb:93656134

    Effective in the source:
    Observation state set
    Not observedobserved
  37. NewPatents

    docdb:94970176

    Effective in the source:
    Observation state set
    Not observedobserved
  38. NewPatents

    docdb:93562598

    Effective in the source:
    Observation state set
    Not observedobserved
  39. NewPatents

    docdb:98060071

    Effective in the source:
    Observation state set
    Not observedobserved
  40. NewPatents

    docdb:95583759

    Effective in the source:
    Observation state set
    Not observedobserved
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.

30 Sept 2026, 04:23AI 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