Moda: The Continual Learning Layer for AI Agents
Turn production agent traces into validated improvements for your agent harness.
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Want to reach these readers? Sponsor an issue.
YC · launched Mar 4, 2026 · 122 upvotes (top 4%) · 0 views
Niche: ai agent development platforms · 598 launches, 22 in the last 7 days ▼ -29% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- Developer
- AI-native
- Commercial product
Visit website ↗ Source listing ↗
More like this: all 598 launches in ai agent development platforms →
Could you build this?
Partial An agent observability dashboard can be built quickly, but unsupervised intent clustering, frustration detection, and automated harness tuning from raw OTel traces require non-trivial ML and data systems.
What it would actually take: The backend requires high-throughput streaming ingest for OpenTelemetry agent traces (e.g., using Kafka and ClickHouse), coupled with unsupervised hierarchical clustering pipelines (e.g., HDBSCAN on trace embeddings) to group user intents. The evaluation engine needs deterministic harness optimization algorithms that simulate agent runs and validate prompt/tool mutations against regression test suites.
Competitors
Other products that read as similar to this one : 4938 launches clear the similarity bar, closest 8 shown.
Attention rank: #222 of 4939 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 126 days after the earliest competitor.
- BentoLabs AI: Monitoring and Learning layer for long-running agents · yc · 2026-06-01 · 83 upvotes · similarity 0.75
- Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.74
- A framework that makes your AI coding agent learn from every session · hn · 2026-02-10 · 8 upvotes · similarity 0.73
- A memory learning layer for AI agents to learn on the job · hn · 2026-01-23 · 6 upvotes · similarity 0.72
- Lemma: Continuous Learning for AI Agents · yc · 2025-11-05 · 204 upvotes · similarity 0.71
- Mirrors: Fix recurring AI agent mistakes with real-time guidance · yc · 2026-10-30 · 21 upvotes · similarity 0.71
- awesome-agent-hardening · github · 2026-09-29 · 8 upvotes · similarity 0.70
- sabi · github · 2026-09-18 · 15 upvotes · similarity 0.69
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.