Regulatory / source digest
Digest only what materially changed in the sources you must track, each with a plain-language 'so what.'
/loop cadence: weekly. Using the Firecrawl MCP, diff tracked regulatory/authoritative sources [LIST] against the last snapshot. Append only material changes to state-file source-digest.md. Each round, write a plain-language 'what changed / so what / who it affects' for each material change; ignore cosmetic edits. Read + own-file writes only. Stop after the digest; log errors and stop. Budget: cap $[X]/run. Hard cap: stop after 1 iteration per run.
claude-code
Implementation note
ADAPTED, not verbatim. Green->low: reads + summarizes; no advice-acting.
More research loops
Kill-criteria loop
Make every live option declare the single fact that would disqualify it upfront, then hunt for that evidence.
/goal for each live option [LIST], state its ONE disqualifying condition upfront, then run an evidence hunt for that disqualifier. Done when: for every option, the state-file kill-criteria.md contains either PASTED evidence the disqualifier is true (kill it) or a documented search showing it isn't (keep it). No option stays undecided. Paste the evidence table as proof, or paste what's still missing and stop. Judge: a second smaller model checks each verdict cites evidence. Budget: cap $[X]. Hard cap: stop after 1 iteration per run.
researchlow risk
Source-verified brief loop
Write a one-page brief where every claim has three or more sources and every link is opened and confirmed to support the claim — the loop that catches hallucinated citations a single prompt never can.
/goal write a one-page brief on [TOPIC] where every claim has at least three sources and every link opens to a real page that supports the claim. Open each link to confirm it before you call it done. Replace any source that is dead or does not back up the claim. Done when every source check passes on every claim — maximum 30 iterations.
researchlow risk
Repeat-offender digest
Read every loop's run ledger and find the one root problem showing up across multiple workflows.
/loop cadence: weekly. Read every loop's state/ledger file [DIR]. Append recurring failure patterns (which loops, symptom, frequency) to state-file repeat-offenders.md. Each round, identify the SINGLE root problem appearing across the most workflows and draft a fix-once recommendation. Read + own-file writes only; change no other loop. Stop after one root problem; log errors and stop. Budget: cap $[X]/run. Hard cap: stop after 1 iteration per run.
researchlow risk