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Inbox Findings Review

Accumulated materials → decisions, disputed → to human

Two isolated robots sort findings, and disagreements are sent to a human decision card

In short

Links, forwards, screenshots, and videos are saved faster than they are processed, so the inbox grows without decisions, and useful ideas are lost.

Outcome

An append-only ledger accepts findings, two different AIs evaluate them blindly, and a daily digest delivers specific actions and disputed items to a human.

How the automation runs

Trigger

Daily schedule arrived, and there are unprocessed findings in the ledger

Automation steps

  1. Assigns a stable identifier to each finding without deleting history
  2. Edits personal data and extracts original source content
  3. Submits material to two independent models without exchanging answers
  4. Automatically accepts agreed class, and sends disagreement to a human
  5. Compiles one self-contained digest with a first step for each finding

Human check

A person resolves all disagreements and any implementation actions; found instructions are considered untrusted data and are never executed automatically.

Outcome

An append-only ledger accepts findings, two different AIs evaluate them blindly, and a daily digest delivers specific actions and disputed items to a human.

Automation diagram

The overall logic is public
Input
TriggerDaily schedule arrived, and there are unprocessed findings in the ledger
System
Step 1Assigns a stable identifier to each finding without deleting history
System
Step 2Edits personal data and extracts original source content
System
Step 3Submits material to two independent models without exchanging answers
System
Step 4Automatically accepts agreed class, and sends disagreement to a human
System
Step 5Compiles one self-contained digest with a first step for each finding
Human
Human controlA person resolves all disagreements and any implementation actions; found instructions are considered untrusted data and are never executed automatically.
Outcome
Observable outcomeAn append-only ledger accepts findings, two different AIs evaluate them blindly, and a daily digest delivers specific actions and disputed items to a human.

Using it

When to use it

Findings are saved by the dozens, but there is no regular moment and clear rule for when to implement, study, postpone, or discard.

How to verify

On a manual calibration sample, agreement is acceptable, disputed items reach a human, the digest is self-contained, and deleted decisions remain in history with a reason.

Tools

pythongemini clicodex cliobsidiantelegramlaunchd

Recipe details

Time2–3 eveningsDifficulty4 of 5Steps6Prerequisites3
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