When Your Tool Returns Garbage, Agents Loop Forever. Here's the 30-Line Guard.
The article discusses the challenges faced when AI tools return malformed data, leading to endless retry loops. It emphasizes the need for a 30-line Python guard to handle different types of tool failures effectively. By categorizing failures and providing structured error messages, the guard can prevent unnecessary costs and improve user experience.
- ▪Malformed JSON responses can cause AI models to endlessly retry calls, leading to increased costs and user frustration.
- ▪The article outlines three classes of tool failures: schema mismatch, partial data, and semantic garbage, each requiring different handling strategies.
- ▪Implementing a 30-line guard can help classify failures and provide appropriate feedback to the AI model, preventing wasted resources.
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| Original publisher | DEV.to (Top) |
| Canonical URL | https://dev.to/gabrielanhaia/when-your-tool-returns-garbage-agents-loop-forever-heres-the-30-line-guard-5b09 |
| Publication time | Sun, 24 May 2026 09:29:24 +0000 |
| Retrieval time | 2026-05-24T09:37:31.883Z |
| Last seen | 2026-05-24T09:37:31.883Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | UdoTASe8UHM6 · 2 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
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| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 425693) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } Gabriel Anhaia Posted on May 24 When Your Tool Returns Garbage, Agents Loop Forever. Here's the 30-Line Guard. #agents #ai #llm #python Book: AI Agents Pocket Guide: Patterns for Building Autonomous Systems with LLMs Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.com | GitHub A tool returns a malformed…
Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).