Scheduled AI Research and Reporting

Fact-check status

Reviewed claim by claim on 2026-09-02 against the primary or official sources identified inline as S1 and S2. Recommendations are design guidance unless a cited standard makes them normative.

Key jargon

Term	Plain-language meaning
Scheduler	A service that starts work at a configured time or interval. S1
Freshness window	The maximum acceptable age of information for a report. S1
Source ledger	A record of consulted sources, dates, evidence strength, and supported claims. S1
Publication gate	Checks that must pass before a generated artifact is distributed. S1

Key concepts

Separate collection, extraction, synthesis, verification, and publishing into observable stages. S1
Scheduled generation is not self-validating; stale sources and silent partial failures must block publication. S1

Concept map

flowchart LR
    A["Schedule bounded collection"] --> B["Extract with source ledger"]
    B --> C["Synthesize and verify claims"]
    C --> D["Approve then publish"]

Diagram semantics verified against S1 and S2 on 2026-09-02.

Controlled cycle

Fixed query and source policy. S1
Date/cutoff and bounded collection budget. S1
Deduplicate against prior source IDs. S1
Extract claims with source/date/evidence status. S1
Reconcile contradictions and staleness. S1
Draft changes separately from published truth. S1
Human review before publication. S1
Record no-change outcome and next scheduled run. S1

Loop brakes

Maximum sources, pages, cost, elapsed time, recursion depth, and consecutive no-change runs. Stop on access barriers, conflicting high-impact evidence, or source-policy failure. S1

Exercise

Design a weekly model-release digest using only official provider release notes. Specify change detection and how a retracted or silently edited release is handled.