Select the channels
Choose the ready indexed Telegram sources whose newest posts should be considered; do not leave the corpus implicit.
Workflow · Latest posts
Retrieve the newest logical posts from selected indexed Telegram channels in deterministic order with timestamps, source labels, and direct links.
Research fit
Researchers who need a quick, source-bounded current reading list and want deterministic chronology rather than an algorithmically relevant or personalized Telegram feed.
Choose the ready indexed Telegram sources whose newest posts should be considered; do not leave the corpus implicit.
Request a practical number such as the latest 10, 25, or 50 logical posts and optionally add a lower date bound.
Ask explicitly for latest posts so the database orders by stored publication time instead of vector relevance.
Confirm which selected sources contributed results and note channels with no indexed posts inside the requested boundary.
Follow permalinks to read full context, media, replies, edits visible in Telegram, and any details not represented in stored text.
Practical module
The list keeps chronology, source scope, and evidence explicit so it can be refreshed or audited later.
Analysis contract
Postgres deduplicates logical Telegram posts inside selected ready sources, applies any lower publication-time boundary, orders by external_created_at descending, and returns the requested limit.
The selected indexed Telegram sources available to the current workspace. An optional date boundary and explicit N further constrain the result.
A deterministic specification for producing a current reading list from selected indexed Telegram sources.
Return the latest [N] logical posts from [selected channels], optionally after [date and time]. Sort strictly newest to oldest by stored publication time. Include source, timestamp and timezone, text or caption, message identifier, permalink, and selected-source coverage. Do not reorder by semantic relevance.
Select eligible logical posts, order by stored external_created_at descending, and return LIMIT N with one representative row per album.
# Latest-message retrieval recipe A deterministic specification for producing a current reading list from selected indexed Telegram sources. ## Calculation - Mode: latest_n - Formula: Select eligible logical posts, order by stored external_created_at descending, and return LIMIT N with one representative row per album. ## Query Return the latest [N] logical posts from [selected channels], optionally after [date and time]. Sort strictly newest to oldest by stored publication time. Include source, timestamp and timezone, text or caption, message identifier, permalink, and selected-source coverage. Do not reorder by semantic relevance. ## Inputs - **Selected sources:** Ready indexed Telegram channels included in the corpus. - **Result limit:** The maximum number of logical posts to return overall or per source. - **Lower time bound:** Optional publication date and timezone after which posts qualify. - **Output detail:** Excerpt length and whether to group or interleave sources. ## Expected output - Newest-to-oldest logical posts - Exact publication timestamps - Source labels and message identifiers - Direct Telegram permalinks - Selected-source coverage note ## Coverage checks - [ ] Do not substitute relevance rank for chronology - [ ] Use publication rather than ingestion time - [ ] Deduplicate albums - [ ] State the selected corpus - [ ] Do not claim completeness beyond indexed sources
Boundaries
Founding research pilot
Bring one recurring research job and a small set of public sources. We will assess fit personally before offering a pilot.
30 founding researcher places · rolling admission · personal reply within 2 business days
Analytics cluster
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