> For the complete documentation index, see [llms.txt](https://dnalayer.gitbook.io/dnachain/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://dnalayer.gitbook.io/dnachain/decentralized-inference.md).

# Decentralized Inference

DNA Layer's decentralized inference process is the cornerstone of our autonomous AI oracle network, enabling the first trustless environment where AI computations are performed transparently and reliably on-chain. 

This section outlines the intricacies of DNA Layer's decentralized inference framework, which is composed of several core components: users who submit inference requests, chain contracts responsible for the verification and aggregation of results, and nodes that process these requests. 

This framework leverages a two-phase transaction structure, utilizing a commit-reveal paradigm, to safeguard against dishonest behavior and free-riding. This ensures that nodes are incentivized to perform their computations honestly and that users can trust the integrity of the inference results. 

The system maintains a decentralized approach by employing smart contracts for the key processes of verification and aggregation, allowing for a scalable network that harnesses the collective computational power of its participants. 

We give a summary of the [key components.](/dnachain/decentralized-inference/bificurated-inference-ledgering-the-two-phase-transaction.md#the-first-phase-inference-request-queueing)

{% content-ref url="/pages/Ncly5tiUdeGdNFaRyNrM" %}
[Bificurated Inference Ledgering - The Two-Phase Transaction](/dnachain/decentralized-inference/bificurated-inference-ledgering-the-two-phase-transaction.md)
{% endcontent-ref %}

{% content-ref url="/pages/jnvHrXhdDHVKEgugV6DZ" %}
[Robust Inference Committee Selection](/dnachain/decentralized-inference/robust-inference-committee-selection.md)
{% endcontent-ref %}

{% content-ref url="/pages/SrQDACjsoi19yQsXfLbW" %}
[Free-Riding Prevention](/dnachain/decentralized-inference/free-riding-prevention.md)
{% endcontent-ref %}

{% content-ref url="/pages/x6ID6OkoYfu8XQ5DVcaX" %}
[Aggregation of Inference Results](/dnachain/decentralized-inference/aggregation-of-inference-results.md)
{% endcontent-ref %}

{% content-ref url="/pages/ny6UTmfUW3PtVwS4bzpO" %}
[Step-by-Step Process of Decentralized Inference](/dnachain/decentralized-inference/step-by-step-process-of-decentralized-inference.md)
{% endcontent-ref %}