# General Instinct

**Canonical:** https://apis.io/providers/general-instinct/  
**Website:** https://general-instinct.com/  
**APIs profiled:** 0

General Instinct is a San Francisco company (Y Combinator Spring 2026) building the deployment layer for physical AI. Founded in 2026 by Bill Jiao and Guanming Wang, it distills, quantizes, and deploys large frontier AI models onto constrained edge hardware so robotics, drone, and physical-AI teams can run low-latency models fully offline on devices like NVIDIA Jetson, mobile NPUs, ARM CPUs, the Apple Neural Engine, and Snapdragon. Its first product, Instinct Edge, takes a model, a target device, and a latency budget and returns an offline runtime that hits the budget on-device with no cloud calls, handling model compression, custom kernel optimization (CUDA, Metal, ARM NEON), and the data-to-serving pipeline. It was surfaced as a Y Combinator portfolio company and added to the API Evangelist network as a stub; enrichment searched the public web and found a marketing landing page but no developer portal, documentation, OpenAPI, SDKs, or public API surface, so no API artifacts could be harvested. This profile captures the company identity plus the security posture of its public web surface, and remains an identity-only lead pending a discoverable API.

## Kin Score — 5.0 / 100 (minimal)

Scored 2026-08-20 under rubric 0.12.0. Trend: flat (+0.0 from 5.0).

| Facet | Score |
|---|---|
| Discoverability | 50.0 |
| Contract Quality | 0.0 |
| Governance | 0.0 |
| Contract Governance | 0.0 |
| Operational Transparency | 0.0 |
| Developer Ergonomics | 0.0 |
| Commercial Clarity | 0.0 |
| Access Clarity | 0.0 |

## Agent readiness — 0.0 (human-only)

| Dimension | Value |
|---|---|
| Spec Presence | no |
| Agentic Access | no |
| Reversibility Documented | no |
| MCP Server | no |
| Auth Clarity | no |
| Idempotency | no |
| Error Semantics | no |
| OpenAPI Examples | no |
| Rate Limit Signal | no |
| Event Surface Described | no |
| Agent Skills | no |
| Well Known Catalog | no |
| Consent Identity | no |
| Agent Card | no |
| Dry Run Mode | no |

## Access

Unknown — onboarding: unknown, pricing: unknown, trial: no (confidence: low).

## Security (1)

- **General Instinct Domain Security** — TLSv1.3 · HSTS · DMARC

## Tags

Company, Artificial Intelligence, Machine-Learning, Edge AI, Edge Computing, Physical AI, Robotics, Model Deployment, Inference, On-Device AI, Y Combinator

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Profiled by [API Evangelist](https://apievangelist.com) and published on [APIs.io](https://apis.io/providers/general-instinct/). Scores are computed from the provider's own public artifacts under a published rubric.