Lab

What Kiolabs is building and investigating

Working systems, prototypes and paused ideas. Lab records the state of the work; the Blog explains what was learned from it.

Systems

Inside current products

Concrete engineering systems currently operating around Regalame.

LLM

Multi-provider LLM layer

Constraint

Application features should not depend directly on one model provider.

Implementation

A common interface handles Gemini, DeepSeek fallback, structured output, typed errors and normalized responses.

RegalameGeminiDeepSeekPydantic
Read the architecture note
Sentry → PR
Running daily

AI-assisted issue remediation

Signal

At 08:00, the process reviews and triages Sentry logs through its MCP.

Workflow

When a fix is needed, it investigates the codebase, runs tests and creates a GitHub pull request with a candidate change for human review.

RegalameSentryAIGitHub
Experiments

Ideas at different stages of validation

Each experiment records its current problem definition, evidence and next decision.

Paused · awaiting validation

Kiogest

A functional automation demo for accountancy firms, paused while it awaits external validation.

Read the experiment
Research / experiment

Forexify

An exploration of Forex tools, currently focused on problem definition and product direction.

Read the experiment

What did the work teach us?

Longer technical notes and conclusions live in the Blog.