Name one message
Use topic, channel, date, distinctive text, or a prior citation so semantic retrieval resolves the intended single post rather than a loosely related collection.
Feature · Post forwards
Inspect a specific Telegram post's captured forward count alongside snapshot timing, other engagement fields, content evidence, and explicit attribution limits.
Research fit
Researchers examining redistribution signals who need a post-level forward measurement but do not want the number presented as proof of copying, coordinated amplification, endorsement, or complete cross-channel diffusion.
Use topic, channel, date, distinctive text, or a prior citation so semantic retrieval resolves the intended single post rather than a loosely related collection.
Report forwards from the same latest captured row as reactions and views, along with its post-age horizon and actual observation timestamp.
A post's numeric forwards counter is different from the raw metadata that says another stored post was forwarded; neither automatically supplies a complete origin graph.
Use the metric to prioritize review or compare measured exposure, not to claim all downstream destinations, unique users, or causal influence.
Open the permalink to verify the content and publication context before describing why the forwarding activity might matter.
Practical module
Record the counter as an observation attached to one publication, then keep unsupported propagation and attribution conclusions outside the result.
Analysis contract
Chat resolves one likely message from the description and reads its latest captured snapshot. The forwards field is returned unchanged beside views, reactions, snapshot age, and observed-at time.
One public or otherwise permitted indexed Telegram post within selected ready sources. The computation is a counter lookup, not a graph traversal or identity analysis.
A bounded query and review checklist for using Telegram's captured forward counter without turning it into an unsupported propagation narrative.
Find the one post in [selected sources] about [topic/date/channel]. Show its latest captured forwards, views, and reactions, plus publication time, snapshot horizon, observation time, and permalink. If the post is ambiguous or unmeasured, state that. Do not infer origin, recipients, destinations, or coordination.
Latest captured forwards for the resolved post; no summing across candidate matches and no inferred destinations.
# Single-post forward analysis recipe A bounded query and review checklist for using Telegram's captured forward counter without turning it into an unsupported propagation narrative. ## Calculation - Mode: post_engagement - Formula: Latest captured forwards for the resolved post; no summing across candidate matches and no inferred destinations. ## Query Find the one post in [selected sources] about [topic/date/channel]. Show its latest captured forwards, views, and reactions, plus publication time, snapshot horizon, observation time, and permalink. If the post is ambiguous or unmeasured, state that. Do not infer origin, recipients, destinations, or coordination. ## Inputs - **Source set:** Selected channels that legitimately contain the target post. - **Identification clues:** Topic, phrase, publication date, channel title, or prior citation. - **Metric checkpoint:** Latest captured snapshot with its own post-age and observed-at fields. - **Decision purpose:** The bounded triage or comparison decision the counter will support. ## Expected output - Resolved post and evidence link - Captured forwards with companion metrics - Snapshot age and observation timestamp - Missing-data or ambiguity status - Explicit propagation limitation ## Coverage checks - [ ] Do not infer a forwarding graph from a counter - [ ] Do not count unmeasured posts as zero - [ ] Do not combine alternative candidate messages - [ ] Do not call the most forwarded post the original source - [ ] Review the cited message before escalating it
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.
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