Moda: The Continual Learning Layer for AI Agents
Turn production agent traces into validated improvements for your agent harness.
Details
- External ID
- 98435
- Source
- YC
- Company
- Moda
- Product
- Moda: The Continual Learning Layer for AI Agents
- Website domain
- moda.dev
- Launched
- March 4, 2026
- Cohort
- Winter 2026
- Upvotes
- 122
- Upvotes percentile
- 0.9565217391304348
- Tags
- —
- Fetched at
- Sept. 30, 2026, 5 p.m.
- Updated at
- Sept. 30, 2026, 5 p.m.
Enrichment
- Theme
- ai agent infrastructure and tooling
- Vertical
- Horizontal
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- continuous learning for ai agents
- Manually corrected
- False
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 — 2159 launches clear the similarity bar, closest 8 shown.
Attention rank: #99 of 2160 (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 0.74
- Mirrors · hn · 2026-07-02 · 8 upvotes · similarity 0.73
- A framework that makes your AI coding agent learn from every session · hn · 2026-02-10 · 8 upvotes · similarity 0.72
- A memory learning layer for AI agents to learn on the job · hn · 2026-01-23 · 6 upvotes · similarity 0.71
- Lemma: Continuous Learning for AI Agents · yc · 2025-11-05 · 204 upvotes · similarity 0.69
- sabi · github · 2026-09-18 · 15 upvotes · similarity 0.68
- jev_project_context · github · 2026-09-22 · 9 upvotes · similarity 0.67
- Trainly · hn · 2026-04-22 · 6 upvotes · similarity 0.66
Other launches for this product
- No other launches for this product.
Same idea, different domain
Nobody's really built a observability & eval tool for Media & entertainment yet.