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Research Summary Loop

Collect sources, summarize findings, and produce a structured research brief with source notes.

What this Loop Engineering template does

Synthesize multiple sources into a structured brief that separates facts, assumptions, and recommendations.

Cite a source for every factual claim. Flag contradictions. Do not fabricate citations.

When to use it

Literature or landscape reviews
Decision briefs
Source-backed summaries

When not to use it

Single-source questions
Unverifiable topics
Opinion pieces

Validation checks

validation
Every factual claim has a source note
Contradictions are flagged
Summary separates facts, assumptions, and recommendations

Boundaries & stop rule

!Do not fabricate citations
!Do not over-quote sources
!Do not hide uncertainty
Stop rule — Stop when every claim is sourced and the brief separates facts, assumptions, and recommendations. If sources conflict or cannot be verified, present the uncertainty rather than resolving it arbitrarily.

Copy the loop prompt

claude-goal.txt
/goal Synthesize multiple sources into a structured brief that separates facts, assumptions, and recommendations.
 
Work toward this goal until all validation checks pass or the stop rule is reached.
 
Loop cycle:
1. Discovery — Read the latest signal for this template before acting: CI output, issue detail, review comment, dataset report, or content brief.
2. Handoff — Hand the work to one agent in an isolated branch, worktree, or clearly scoped session. Keep final approval with a human.
3. Verification — Use an independent review pass to confirm the result, inspect the diff or artifact, and reject shortcut work.
4. Persistence — Save a short run note with the signal reviewed, actions taken, validation result, and next recommended step.
5. Scheduling — Run manually until the loop is reliable; only then consider a scheduled or event-triggered run.
 
Context:
Cite a source for every factual claim. Flag contradictions. Do not fabricate citations.
 
Validation:
Every factual claim has a source note
Contradictions are flagged
Summary separates facts, assumptions, and recommendations
 
Independent checker:
Use an independent review pass to confirm the result, inspect the diff or artifact, and reject shortcut work.
 
Boundaries:
Do not fabricate citations
Do not over-quote sources
Do not hide uncertainty
 
Stop rule:
Stop when every claim is sourced and the brief separates facts, assumptions, and recommendations.
Maximum iterations: 3
 
Budget:
Stop before exceeding the agreed per-run token budget.
 
Human approval:
Required before merge, deploy, delete, purchase, or external communication.
 
Fallback:
If sources conflict or cannot be verified, present the uncertainty rather than resolving it arbitrarily.
 
Do not delete tests, bypass checks, or modify unrelated files just to satisfy the validation condition. If blocked, stop and summarize the blocker, attempted fixes, and recommended next action.

Failure modes to watch

Fabricated citations
Over-quoting sources
Hidden uncertainty
Unsourced claims

Loop Engineering FAQ

Every factual claim must carry a source note, and fabricating citations is an explicit forbidden action. Unverifiable claims are flagged as uncertain.