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@coconut-labs

Coconut Labs

Independent inference research. Schedulers, systems notes, and careful measurements.
Coconut Labs. Independent inference research. Schedulers, systems notes, and careful measurements.

Coconut Labs is where @ShreyPatel4 publishes his own systems research. Independent, self funded, no investors and no roadmap owed to anyone. The work is mostly schedulers: who gets the next slot, how long they wait, and what it costs to be fair about it.

Nothing here ships a number that has not been measured. Where a claim is soft, it says so.


Tenant-fair LLM inference on a single GPU. No Kubernetes. A token bucket sits in front of vLLM or SGLang and admits per tenant, so one caller's flood stops starving everyone else on the same engine.

Measured on A100-SXM4 with Llama-3.1-8B and vLLM 0.19.1, two tenants, 300 s sustained, quiet-tenant TTFT p99:

p99
Solo, no contention 53.9 ms
FIFO under a flooder 1,585 ms (29x starvation)
kvwarden token bucket 61.5 ms (1.14x solo)

Ten lines of YAML. No application code change. Raw artifacts ship in the repo.

pip install kvwarden

Fills the gap between Ollama, which assumes one user, and Dynamo or llm-d, which assume a datacenter.


Coconut OS

A Linux distribution where agents are first-class kernel objects rather than processes that happen to call an API. Capability tokens, an audit path, and a scheduling class that knows what an agent is. Site is up at coconutos.org; the kernel fork and the distro tree are private.


Minerva

Stage-analysis screener for Indian equities. SEPA rules applied to the NIFTY-500: VCP detection, IBD-weighted RS percentile, a seven level exit hierarchy, walk-forward backtesting, TradingView Pine export. Private while it bakes.


Built by @ShreyPatel4. Co-built with @jaypatel15406. Banner is generated by scripts/make_banner.py.

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  1. kvwarden kvwarden Public

    Tenant-fair LLM inference orchestration on a single GPU. No Kubernetes.

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  3. coconutlabs-site coconutlabs-site Public

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