# Affordable Reasoning

> Affordable Reasoning helps teams do more with AI while paying less for tokens through persistent, isolated Hot Lanes, the 6.5 GB Bonsai 27B model, Two-Tier AST synthesis, and self-hosted cloud inferencing on AWS Inferentia2 and GCP TPU v5e from $0.03 per million tokens.

Affordable Reasoning is an independent managed infrastructure and inference platform. Customers may bring a compatible Apple Silicon Mac, AMD Zen 5 / NPU workstation, or connect to self-hosted cloud gravity wells running the Bonsai 27B engine.

Core pricing: one Hot Lane is $100 per month, with a one-lane minimum. Optional managed hardware is $100 per month and connectivity is $50 per month. Bonsai cloud inference on AWS Inferentia2 Spot costs ~$0.028 per million tokens ($0.093 On-Demand), delivering 97%–99% cost reduction compared to commercial frontier models ($10–$15/M).

## Technical Breakthroughs

- **The 6.5 GB Bonsai 27B Model**: Quantized TurboQuant-3 / MTP footprint running in 6.54 GB total VRAM.
- **Two-Tier AST Neural Code Synthesis**: 350M edge motor emitting 1,500–3,000 AST tok/s + 2–5 ms in-memory compiler gate + 27B semantic decorator emitting ~70 tokens per function.
- **Prefix-LoRA as KV-Cache**: Compressing 32k–128k token repository context into a 15 MB LoRA adapter (500x–1,000x smaller than dynamic KV cache) with 0 ms prefill latency.
- **The Four-Pillar Edge-to-Cloud Fleet**: `ganvil-mcp` (laptop desktop agent), `mothership-carrier` (core-pinned ring buffer & QUIC pipeline), `MothershipDeploy` (SWIM gossip & predictive token-demand auto-scaling), and `ganvil-cloud` (cloud continuous batching engine).

## Product Information

- [Affordable Reasoning overview](https://hot-lane-agent-cloud.saumyag70586.chatgpt.site/index.md): LLM-friendly explanation of the Bonsai 27B engine, Two-Tier AST synthesis, Prefix-LoRA KV cache, Hot Lanes, pricing, operations, and cloud economics.
- [Marketing site](https://hot-lane-agent-cloud.saumyag70586.chatgpt.site/): Human-readable product overview, architectural breakdown, interactive pricing calculator, and FAQs.

## Optional

- [Dashboard preview](https://hot-lane-agent-cloud.saumyag70586.chatgpt.site/dashboard): Interactive product preview using demo data; it does not contain real provider telemetry or persistent invitations.