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What is kira-project-site?

thekiraproject/kira-project-site — explained in plain English

Analysis updated 2026-05-18

2HTMLAudience · developerComplexity · 1/5LicenseSetup · easy

In one sentence

A solo developer's blog documenting a local AI system that runs every task on one 9B parameter model, with measured performance and reliability data.

Mindmap

mindmap
  root((Kira Project))
    What it does
      Publishes engineering posts
      Documents a local AI system
      Records measured results
    Tech stack
      Apple Silicon
      Single 9B model
      Local tools
    Use cases
      Read AI engineering writeups
      Study tamper evident logging
      Learn performance tuning
    Audience
      Developers
      AI researchers
      Vibe coders

Code map

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What do people build with it?

USE CASE 1

Read behind the scenes engineering posts about running a local AI system on a single machine.

USE CASE 2

Learn how one developer measured and fixed AI performance bottlenecks.

USE CASE 3

See an example of documenting AI decisions with architecture decision records.

What is it built with?

HTMLLocal LLMApple Silicon

How does it compare?

thekiraproject/kira-project-site100/talk_stockalexcybernetic/playground-ai
Stars222
LanguageHTMLHTMLHTML
Last pushed2022-03-24
MaintenanceDormant
Setup difficultyeasymoderateeasy
Complexity1/53/51/5
Audiencedevelopergeneralgeneral

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min
Text and images can be reused for any purpose as long as you credit the original source.

So what is it?

The Kira Project is a personal engineering blog built around a homemade AI system called Kira. Kira runs entirely on one Apple Silicon computer, using a single 9 billion parameter model to handle every role in its pipeline: routing requests, acting as specialists, synthesizing answers, and planning multi step tasks. It calls on roughly 50 tools while working, and none of that work is sent to cloud servers, everything runs locally on that one machine. The project is built and maintained by one person, working alongside AI tools as a kind of pair programming partner. Decisions about the system's design are written down as formal records, so choices about how Kira works are documented rather than left to memory. To check that the system behaves correctly, the team runs more than 1,100 live tests that run against the actual system and confirm it does what it is supposed to. This repository is not the code for Kira itself. It is a publishing site, a place to share posts about what the team has measured while building and running Kira. One post describes a way of recording what the AI could not verify or trust while doing its job, creating a tamper resistant log that would visibly break if someone tried to edit it after the fact. A patent application has been filed covering this idea. Another post explains a performance problem the team found, where the model was spending close to half its processing time reprocessing text it had already seen, and how fixing that cut total processing time by roughly a third to nearly half. That fix is also the subject of a separate pending patent. The site's writing and images are shared under a Creative Commons Attribution license, meaning others can reuse them as long as they give credit, and the authors invite readers to replicate their measurements and share what they find.

Copy-paste prompts

Prompt 1
Summarize the evidence architecture post from the Kira Project and explain how its tamper evident logging works.
Prompt 2
Explain the prefill tax problem described in the Kira Project's July 2026 post and how it was fixed.
Prompt 3
Based on the Kira Project's approach to local AI, suggest ways to reduce reprocessing time in my own local LLM pipeline.
Prompt 4
List the key measurements the Kira Project publishes and explain why publishing them matters.

Frequently asked questions

What is kira-project-site?

A solo developer's blog documenting a local AI system that runs every task on one 9B parameter model, with measured performance and reliability data.

What language is kira-project-site written in?

Mainly HTML. The stack also includes HTML, Local LLM, Apple Silicon.

What license does kira-project-site use?

Text and images can be reused for any purpose as long as you credit the original source.

How hard is kira-project-site to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is kira-project-site for?

Mainly developer.

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