# TypeSafe AI vs General Compute

> TypeSafe AI returns typed decisions with calibrated confidence. General Compute generates text on open models with fast ASIC decode.

Canonical: https://www.subconscious.dev/compare/typesafe-ai-vs-general-compute · By The Subconscious Team · Updated October 27, 2026

## How they compare

TypeSafe's Jev returns a typed answer from developer-defined options with calibrated probabilities in 70 to 500ms, at $0.042 per million input tokens with output free. It generates no text or code and is in early access with 32K context. General Compute serves open models like MiniMax M2.7 with 192K context at $0.28 in and $1.20 out per million tokens, and GPT-OSS 120B with 128K context at $0.21 in and $0.79 out. In its own benchmark it measured over 1,000 tokens per second on GPT-OSS 120B.

Pick TypeSafe for routing, scoring and guardrail checks where the answer fits a fixed set of options. Pick General Compute when the agent needs generated text or code quickly, or reserved capacity under a tokens-per-second SLA. A system can use both, with Jev making branch decisions and a General Compute model writing the output.

## What each one does

### TypeSafe AI

TypeSafe AI builds decision models instead of text generators. Founder Diogo Almeida co-invented RLHF and InstructGPT at OpenAI and later worked at Google Brain; his co-founders are Erik Gafni and Sasha Sheng. After two years in stealth the company launched on September 15, 2026 with a $40M seed round led by DCVC and released its first System One Model, Jev, in early access. The name nods to Kahneman's fast System 1 thinking, and the model is built for machines to call, not people to chat with.

### General Compute

General Compute is a San Francisco inference cloud built on alternative chips. It splits each request across hardware, with NVIDIA GPUs handling prefill and ASICs from Cerebras, SambaNova, Positron AI and d-Matrix handling decode. In its own open benchmark on GPT-OSS 120B it measured 1,025 to 1,234 output tokens per second against 100 to 121 on an unnamed GPU cloud, and up to 16.2x faster end to end. Founders Finn Puklowski and Jason Goodison raised a $15M seed led by FUSE, an up to $400M debt facility from Upper90 and, on October 27, 2026, a $100M Series A co-led by Blackbird and Abstract.

## Which is best, and when

### Choose TypeSafe AI for

- Typed decisions in 70 to 500ms
- Calibrated confidence for routing
- Free output tokens

### Choose General Compute for

- Fast text and code generation
- Open models with up to 192K context
- Dedicated capacity under contract

## At a glance

| Attribute | TypeSafe AI | General Compute |
|---|---|---|
| Model access | Decision models | Open weights |
| Flagship models | Jev, jev-1.13 | MiniMax M2.7, DeepSeek V3.2, GPT-OSS 120B |
| Speed | 70–500ms per call | 1,000+ tok/s on GPT-OSS 120B (vendor) |
| Price | $0.042 per 1M input tokens; output free | $0.21–$0.28 in, $0.38–$1.20 out per 1M |
| Customization | - | Custom LoRA and fine-tuned checkpoints |
| Deployment | Early-access API, also via LiteLLM | Serverless API, dedicated racks, bare metal |
| Long context | 32K | 192K (MiniMax M2.7) |

## FAQ

### What is the difference between TypeSafe AI and General Compute?

TypeSafe AI returns typed decisions with calibrated confidence. General Compute generates text on open models with fast ASIC decode.

### When should I choose TypeSafe AI over General Compute?

Typed decisions in 70 to 500ms; Calibrated confidence for routing; Free output tokens.

### When should I choose General Compute over TypeSafe AI?

Fast text and code generation; Open models with up to 192K context; Dedicated capacity under contract.

### Is TypeSafe AI or General Compute cheaper?

TypeSafe AI: $0.042 per 1M input tokens; output free. General Compute: $0.21–$0.28 in, $0.38–$1.20 out per 1M. The cheaper choice depends on the model and workload.

### Which has more context, TypeSafe AI or General Compute?

TypeSafe AI: 32K. General Compute: 192K (MiniMax M2.7).

## Running long-horizon agents?

If your agents run past 200K tokens, compare both against Subconscious: [Subconscious vs TypeSafe AI](https://www.subconscious.dev/compare/subconscious-vs-typesafe-ai.md), [Subconscious vs General Compute](https://www.subconscious.dev/compare/subconscious-vs-general-compute.md).

Full profiles: [TypeSafe AI](https://www.subconscious.dev/providers/typesafe-ai.md), [General Compute](https://www.subconscious.dev/providers/general-compute.md).