Reflexes API: Catch what agent logs miss
Most Agent failures are behavioral. Catch them at scale
Details
- External ID
- 104095
- Source
- YC
- Company
- Morph
- Product
- Reflexes API: Catch what agent logs miss
- Website domain
- morphllm.com
- Launched
- June 27, 2026
- Cohort
- Summer 2023
- Upvotes
- 5
- Upvotes percentile
- 0.09285714285714286
- Tags
- Artificial Intelligence, Developer Tools, Generative AI, API, AI
- Fetched at
- Oct. 1, 2026, 1 a.m.
- Updated at
- Oct. 1, 2026, 1 a.m.
Enrichment
- Theme
- ai cybersecurity and penetration testing
- Vertical
- —
- Function
- Observability & eval
- Audience
- Developer
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- agent failure detection and monitoring
- Manually corrected
- False
Could you build this?
No Serving massive LLMs at ultra-high throughput (10k+ tokens/sec) and sub-90ms latency requires custom GPU kernel optimization and specialized model distillation/fine-tuning.
What it would actually take: The core product relies on custom inference runtimes (e.g., FlashAttention, vLLM/TensorRT-LLM with custom Triton or CUDA kernels) deployed on dedicated GPU clusters (H100/B200s). The hard part is fine-tuning and distilling specialized fast models (speculative decoding, context compaction, diff-apply) that maintain accuracy while achieving orders of magnitude faster execution than general LLMs. This requires elite AI infrastructure and CUDA/low-level systems engineers.
Competitors
Other products that read as similar to this one — 112 launches clear the similarity bar, closest 8 shown.
Attention rank: #107 of 113 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 214 days after the earliest competitor.
- Reflexio · ph · 2026-09-05 · 282 upvotes · similarity 0.48
- axonpush · ph · 2026-09-11 · 2 upvotes · similarity 0.47
- agent-monitor · github · 2026-09-16 · 32 upvotes · similarity 0.43
- Agent-watchdog · ph · 2026-09-21 · 2 upvotes · similarity 0.43
- Agnost AI · ph · 2026-08-25 · 289 upvotes · similarity 0.43
- Ashr: Mimic Your Production Environment and Users to Catch Agent Fails · yc · 2026-02-27 · 9 upvotes · similarity 0.43
- Buildbox: Agent analytics for real user outcomes · yc · 2026-08-03 · 10 upvotes · similarity 0.42
- Morph Reflexes · hn · 2026-06-30 · 20 upvotes · similarity 0.42
Other launches for this product
- No other launches for this product.