Independent AI lab · Laimonas Breidokas

I build the tools
I wish existed.

Practical AI systems for real life — connected, observable and trustworthy by design. From an idea and raw data to a working application I can actually rely on.

Bianchi · Bosch CX · Data Act API
Data quality — latest build Bosch eBike Garmin Open-Meteo PostgreSQL · source of truth MCP ChatGPT / Claude
Valid GPS
99.9%
7,898 / 7,902 pts
Units normalized
OK
metres → km
Missing fields
0 critical
4 not exposed by API
Provenance
Tracked
Bosch · Garmin · Meteo
Computed from the latest ride (28 Jun 2026) in PostgreSQL — real numbers, none invented. Fields the Data Act API doesn't expose (motor power, assist ratio, mode %, energy) are reported as missing, never guessed.

Latest build

More soon
Field notes

My e-bike has an API,
so I built it a brain.

Bosch ride data, Garmin metrics, real weather and an MCP server — combined into one personal AI system I can query from ChatGPT or Claude. The hard part wasn't the AI; it was making the numbers honest.

Bosch · Garmin · Weather · MCP — 9 min read
Read the full article →
BoschGarminweatherMCP

In the lab

Live environment
JupyterLab Private
Notebooks & experiments
Phoenix Running
Traces & evals
MCP Servers Running
Tools & integrations
PostgreSQL Running
Source of truth
AI Experiments Experimental
Prototypes & tests

Writing

More soon
2026 · JunMy e-bike has an API, so I built it a brainLive · field notes
Making LLM answers you can actually trustDrafting
A general expense ledger that never invents a numberDrafting

About the lab

I build the tools I wish existed — small, sharp AI systems that solve real problems in my own life, then prove they can be trusted. AuditLab is where that work lives, in the open.

It is not an agency or a SaaS sales page. It's an independent lab: real projects, working systems, and technical writing — connected to real data, observable end to end, and trustworthy by design.

— Laimonas Breidokas · AI Product Builder focused on practical AI systems, connected tools, reliability and evals.
What I build
Reliable by defaultConnected toolsObservableBuilt on demandTrustworthy
Private workspace
The workspace is owner-only.

The public site is open. Notebooks, traces and dashboards (Phoenix · JupyterLab) require authentication — access is restricted to the lab owner.

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