Mirrors: Fix recurring AI agent mistakes with real-time guidance
Stop playing whack-a-mole with your agents
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YC · launched Oct 30, 2026 · 20 upvotes (top 31%) · 0 views
Niche: ai agent guardrail software · 173 launches, 16 in the last 7 days · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
- AIOps
- Developer Tools
- B2B
- Infrastructure
- AI
Visit website ↗ Source listing ↗
Could you build this?
Partial The dashboard, correction authoring, and preview UI are vibe-codeable, but routing corrections to the right situations in production agents and measuring their causal effect need deeper infrastructure and evaluation expertise.
What it would actually take: The stack needs trace ingestion from agent frameworks, LLM-based clustering of recurring failure modes, and an SDK that injects scoped corrections at runtime. The hard part is reliable situational matching and statistically sound before/after measurement across live traffic, which requires experimentation infrastructure and evaluation-science experience.
Competitors
Other products that read as similar to this one : 3550 launches clear the similarity bar, closest 8 shown.
Attention rank: #996 of 3522 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 366 days after the earliest competitor.
- Moda: The Continual Learning Layer for AI Agents · yc · 2026-03-04 · 122 upvotes · similarity 0.71
- Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.70
- awesome-agent-hardening · github · 2026-09-29 · 8 upvotes · similarity 0.69
- agentcase-lab · github · 2026-11-04 · 99 upvotes · similarity 0.68
- agentagon · github · 2026-09-10 · 9 upvotes · similarity 0.67
- Selvedge · hn · 2026-05-08 · 5 upvotes · similarity 0.67
- Continue? Y/N: A 60-second game about AI agent permission fatigue · hn · 2026-05-28 · 386 upvotes · similarity 0.66
- Fulcrum: The Agentic Debugger for AI Systems · yc · 2026-02-07 · 4 upvotes · similarity 0.65
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