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Bavariance

AI agents for engineering and operations.

We built PolySimulator with AI agents and run it with them every day, as a team of two. For your company we start with one process: we build the agent on your systems, compare it with how the work is done today, then run it or hand it over.

7,000+
registered accounts1
390,000+
simulated trades1
Tens of TB
of order-book data2
2,699
pull requests merged in 90 days3

1 PolySimulator production database, 16 October 2026. 2 Our own archive, October 2026. 3 GitHub, PolySimulator's main repository, 16 October 2026.

What we do

AI agents for companies

Agents that take on engineering and operations work: code, monitoring, documents, quotes and reports. One process at a time, on your systems, measured against how the work was done before.

How a pilot runs

Event-market data and research

We record every update of Polymarket's order books ourselves, tens of terabytes so far, and test trading software against the real market. The work ships in PolySimulator.

Our research

PolySimulator, built and run with agents

PolySimulator lets traders and trading software practice on live Polymarket markets with paper money. Orders fill level by level against the real order book, with the venue's fees. Its API and public Python SDK let trading software run against it unchanged.

It has been live since November 2025. We built it, and run it day to day, with AI agents; two people direct the work.

PolySimulator case studyPolySimulator for developers

PolySimulator's market page: the live order book and the trade ticket, with the fee and slippage a paper order would pay
PolySimulator, 16 October 2026: a market's live order book and the trade ticket, with the fee and slippage a paper order would pay.

How we work

Every pull request merged into PolySimulator over the last 90 days. All written by AI agents, which also merge into our working branch themselves.

0100200AugustSeptemberOctober980 in the last 30 days
0200400AugSepOct
Merged pull requests per day in PolySimulator's main repository, 19 July to 16 October 2026.Merged pull requests per week in PolySimulator's main repository, 25 July to 16 October 2026; 980 in the last 30 days. Counted on GitHub by merge date (UTC), 16 October 2026.
Daily counts
DayMerged
19 Jul0
20 Jul0
21 Jul0
22 Jul0
23 Jul0
24 Jul0
25 Jul0
26 Jul0
27 Jul0
28 Jul0
29 Jul0
30 Jul0
31 Jul0
1 Aug1
2 Aug5
3 Aug22
4 Aug6
5 Aug3
6 Aug8
7 Aug0
8 Aug3
9 Aug26
10 Aug38
11 Aug47
12 Aug36
13 Aug27
14 Aug21
15 Aug6
16 Aug28
17 Aug17
18 Aug6
19 Aug22
20 Aug6
21 Aug3
22 Aug10
23 Aug0
24 Aug0
25 Aug0
26 Aug26
27 Aug213
28 Aug83
29 Aug136
30 Aug12
31 Aug59
1 Sep26
2 Sep158
3 Sep97
4 Sep67
5 Sep43
6 Sep52
7 Sep93
8 Sep120
9 Sep90
10 Sep32
11 Sep26
12 Sep19
13 Sep20
14 Sep0
15 Sep6
16 Sep0
17 Sep10
18 Sep35
19 Sep25
20 Sep20
21 Sep13
22 Sep5
23 Sep27
24 Sep51
25 Sep58
26 Sep66
27 Sep49
28 Sep0
29 Sep25
30 Sep3
1 Oct32
2 Oct23
3 Oct73
4 Oct35
5 Oct37
6 Oct38
7 Oct26
8 Oct24
9 Oct24
10 Oct50
11 Oct34
12 Oct97
13 Oct61
14 Oct26
15 Oct13
16 Oct0
  1. 1

    Agents do the work

    AI agents write the code, run the tests, watch our systems and draft what needs deciding. Each works in a standing role, such as operations, business or this website, with a shared memory of what was decided and why.

  2. 2

    Tested and reviewed

    Our rules require each change to be tested on the scenario it touches, in a real browser for anything users see, and reviewed by an AI model from a different provider where the risk calls for it. The agents then merge into our working branch and run staging themselves.

  3. 3

    Production, within limits

    In production, agents act on their own under a standing permission from us, for example to fix an incident while they watch the result. Rewriting or deleting user data, credentials and anything sent outside need a named approval from one of us.

Around this chain sits a shared memory. When an agent makes a mistake or one of us corrects it, the lesson is written down where every other agent reads it, and where possible it becomes an automatic check.

How the agents are organized

The team

In Munich and Berlin. We founded PolySimulator at the Technical University of Munich in November 2025.

More about us

Have a process in mind for a pilot?

Write to contact@bavariance.com. A few lines about it are enough to start. We reply in German or English.