Decawork - Training company-specific models that approve every AI action
Our small AI models decide agent access in real time, task by task, based on your company’s interests.
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YC · launched Aug 12, 2026 · 152 upvotes (top 4%) · 0 views
Niche: ai agent security and monitoring tools · 297 launches, 14 in the last 7 days ▼ -44% · Explore this niche →
Category and tags
- Horizontal
- Compliance & governance
- B2B
- AI-native
- Commercial product
- B2B
- Security
- Infrastructure
- AI
Visit website ↗ Source listing ↗
More like this: all 297 launches in ai agent security and monitoring tools →
Could you build this?
Partial An API proxy / MCP gateway that intercepts tool calls and prompts an LLM for approval is easy to vibe code, but training and hosting proprietary micro-models for ultra-low latency, real-time context-aware decisions requires specialized ML infrastructure.
What it would actually take: The product acts as an inline security reverse-proxy (Envoy/Rust-based proxy) inspecting API/MCP payloads and querying a sub-50ms specialized SLM (small language model) fine-tuned on company policies and action logs. The hard piece is building the automated synthetic data generation, continuous fine-tuning (e.g., LoRA/distillation), evaluation pipelines, and low-latency serving (vLLM/Triton) per enterprise tenant. This requires specialized ML platform engineering and systems-level network security knowledge.
Competitors
Other products that read as similar to this one : 2732 launches clear the similarity bar, closest 8 shown.
Attention rank: #93 of 2733 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 287 days after the earliest competitor.
- Decawork · ph · 2026-08-24 · 330 upvotes · similarity 0.74
- Carson: More secure than OpenClaw, More capable than Cowork · yc · 2026-02-26 · 57 upvotes · similarity 0.55
- agent-governor · github · 2026-09-13 · 14 upvotes · similarity 0.53
- NEES Core V3 — Governance Platform · ph · 2026-10-30 · 2 upvotes · similarity 0.52
- Modern: the AI-native IT function · yc · 2026-05-12 · 6 upvotes · similarity 0.52
- Hessian: Automating business operations with forward-deployed AI agents · yc · 2026-05-22 · 12 upvotes · similarity 0.52
- Assemble: Agents for Enterprise IT · yc · 2026-07-13 · 4 upvotes · similarity 0.51
- r-doc · github · 2026-09-14 · 44 upvotes · similarity 0.51
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.