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Sakir Sathe

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05Labs

Labs

Experiments, benchmarks and ideas that are useful even when they do not become full projects.

Areas of exploration

LAB/01

AI experiments

Small, focused tests of model behaviour, prompting and tool use.

LLMTool use

LAB/02

.NET benchmarks

Measuring runtime, library and pattern choices instead of guessing.

BenchmarkDotNetPerformance

LAB/03

RAG experiments

Chunking, ranking and grounding strategies compared side by side.

RetrievalEvaluation

LAB/04

Coding-agent evaluation

How well coding agents handle real-world .NET codebases and tasks.

AgentsBenchmarks

LAB/05

Architecture prototypes

Throwaway systems built to test a design idea before committing to it.

DesignPrototypes

LAB/06

Developer tooling

Utilities that remove friction from everyday engineering work.

CLIAutomation

No experiments published yet. Results will be linked from each area as they are written up.

05.1Method

How experiments are run

  1. STEP 1

    Question

    Start from a concrete engineering question, not a technology.

  2. STEP 2

    Measure

    Prefer reproducible numbers and published harnesses over impressions.

  3. STEP 3

    Write down

    Record what was learned, including the experiments that didn't work.