ResearchLow risk
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 noteContradictions are flaggedSummary separates facts, assumptions, and recommendationsIndependent checker:Use an independent review pass to confirm the result, inspect the diff or artifact, and reject shortcut work.Boundaries:Do not fabricate citationsDo not over-quote sourcesDo not hide uncertaintyStop rule:Stop when every claim is sourced and the brief separates facts, assumptions, and recommendations.Maximum iterations: 3Budget: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.