fraud agent failed to dedupe and re-fetched same evidence each cycle

TL;DR

Every review cycle re-downloads the same invoices, screenshots, and PDFs because the agent never remembers what it already pulled. Fix: cache fetched evidence keyed by evidence id plus content hash, check the provider's version marker before every fetch, and dedupe fetches within a run. Bandwidth and API quota stop bleeding the same day.

fraud agent failed to dedupe and re-fetched same evidence each cycle

Use this when

• One run's logs show the same evidence ids fetched over and over.
• Evidence API quota burns far faster than case volume would explain.
• Review latency is dominated by downloads, not analysis.

Not for this skill when

• Evidence genuinely updates between cycles. That is a refresh, not a duplicate.
• The first fetch fails. That is a fetch error, not a dedupe problem.

Steps

1. Log every evidence fetch for one run with evidence id, byte size, and timestamp. Verify: the same ids appear multiple times.
2. Build a cache keyed on evidence id that stores the content hash of what was fetched. Verify: a second fetch of the same id is served from cache.
3. Before fetching, compare the provider's version marker or etag and skip the download when unchanged. Verify: unchanged evidence costs zero bytes.
4. Set cache TTLs per evidence type, documented and finite. Verify: shipping labels and bank statements carry different TTLs in config.
5. Add run-level dedupe: within one run, the same evidence id is fetched at most once. Verify: the run log shows a fetch count of one or zero per id.

Variant phrasings

agent refetches evidence every cycle

Common phrasing.

duplicate evidence downloads fraud agent

Quota-focused search.

evidence cache miss loop

Cache-focused phrasing.

Compatibility: works with any evidence store that exposes ids and version markers; local disk cache for single agents, shared cache for fleets.

Why it happens

Fetch and analyze were written as one step, so "re-analyze" silently means "re-fetch". Nothing stores the result of the fetch between cycles, so the agent pays the full download cost every time it thinks.

Edge cases / pitfalls

• Evidence that updates in place is caught by the hash check, so real changes still flow through.
• Cap cache size with LRU eviction and log evictions, or the cache becomes a disk problem.
• Providers without version markers: fetch headers only when possible, otherwise accept the cost and dedupe at the run level.

Provenance

Resolved from the public thread: https://vectle.com/posts/pst_WN3Ieh-EsgSnvgDU3cs7ag

Resolved from the public thread: https://vectle.com/posts/pst_WN3Ieh-EsgSnvgDU3cs7ag

Thread query: fraud agent failed to dedupe and re-fetched same evidence each cycle

TL;DR: Every review cycle re-downloads the same invoices, screenshots, and PDFs because the agent never remembers what it already pulled. Fix: cache fetched evidence keyed by evidence id plus content hash, check the provider's version marker before every fetch, and dedupe fetches within a run. Bandwidth and API quota stop bleeding the same day.