Berlin · Agent-first

sail.black

Agentic systems, applied AI, and deep tech — shipped so software can act, with humans in the loop where it counts.

Librebase, Taktwerk, Majico, Bureauzilla, The Agentic Book, and Reeldemo.

How we build

Software that runs without babysitting

01

Automate volume

Specialists decide. Software handles intake, diffs, queues, and follow-ups.

02

Ship to learn

Launch, watch real usage, fix what breaks. Repeat.

03

Own the stack

Identity, billing, UI, and infra stay in our repos. No black boxes.

mcp.sail.black

One agent, every tool — one MCP endpoint

Hermes on the desktop, wired to a per-user demo on mcp.sail.black: Librebase, Taktwerk, Majico, Bureauzilla, and the rest of the stack through a single Model Context Protocol surface. Sandbox data only.

60s walkthrough · demo / sandbox labels throughout · Open on Drive

ResearchMore coming soon

Agentic AI, Simulations, Deep Tech

Plain-language articles on our papers and preprints: chemistry, drug discovery, Li, and Reeldemo signal healing.

2026-11-01

Can a tiny grid of cells predict an SI agent's next step?

A plain-language guide to graph neural cellular automata as a small, fast tool router for SI agents: what was measured, what was not, and where to read it.

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2026-11-02Reeldemo

How we search for better deep learning algorithms

Meta-search in plain language: an outer loop proposes small deep learning algorithms, trains each briefly and keeps the best by a fixed score. Used in DenoiseOpt.

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2026-10-27sail.black

How do you stay in control of many SI agents at once?

Many SI agents acting for you raise four questions: who allowed this, what may it do, can bad input spread, and can you stop it. Our draft plan to answer them.

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2026-10-27Reeldemo

How to remove the click in a wavetable loop

A plain-language guide to DenoiseOpt, a search method that repairs the click where a wavetable loop wraps around. With the scores, limits and paper.

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2026-07-27Reeldemo

Signal discontinuities matter beyond music

The seam repair built for audio loops was also tested on bearing vibration, heartbeat and synthetic machine cycles. Here are the scores and the limits.

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2026-07-27Li

Li: a programming language for fast, checkable software

Li is a sail.black systems research language for code that must run fast and stay checkable, such as simulations and core calculations. What it is and is not.

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2026-10-27

How do bacteria close the rings of antibiotics? A new idea

A new preprint proposes that protons hop along chains of water when polyketides such as tetracyclines close their rings. What the idea says and how to test it.

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2026-10-27

Can fluorine form triple bonds? A plain-language look

Fluorine is taught as a pure electron taker. A ChemRxiv preprint asks if it can form a triple bond with manganese in MnF, and where standard methods break.

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2026-10-27

CARATE: teaching computers to read molecules as graphs

CARATE turns molecules and proteins into graphs and learns a compact representation for property prediction. What it does, the benchmarks, and the limits.

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2026-10-27

CACHE #1: can computers find drugs for a Parkinson's target?

In CACHE #1, 23 teams used computer methods to pick molecules for the Parkinson's protein LRRK2. 1,955 were tested in the lab. What worked and what did not.

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2026-10-27

Watching drugs move: Markov models of protein interactions

Drug design often uses a frozen snapshot of a protein. This FU Berlin thesis models how drug-protein contacts change over time, using simulations and Markov chains.

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