Knowledge Base Sections ▾
For Beginners
For Investors
- Where does GNK token value come from
- Gonka vs Competitors: Render, Akash, io.net
- The Libermans: from biophysics to decentralized AI
- GNK Tokenomics
- Risks and Prospects of Gonka: Objective Analysis
- Gonka vs Render Network: Detailed Comparison
- Gonka vs Akash: AI Inference vs Containers
- Gonka vs io.net: Inference vs GPU Marketplace
- Gonka vs Bittensor: A Detailed Comparison of Two Approaches to AI
- Gonka vs Flux: Two Approaches to Useful Mining
- Governance in Gonka: How a Decentralized Network is Managed
Technical
Analytics
Tools
- Cursor + Gonka AI - cheap LLM for coding
- Claude Code + Gonka AI - LLM for the terminal
- OpenClaw + Gonka AI - affordable AI agents
- OpenCode + Gonka AI - free AI for code
- Continue.dev + Gonka AI - AI for VS Code/JetBrains
- Cline + Gonka AI - AI agent in VS Code
- Aider + Gonka AI - pair programming with AI
- LangChain + Gonka AI - AI applications for pennies
- n8n + Gonka AI - automation with cheap AI
- Open WebUI + Gonka AI - your own ChatGPT
- LibreChat + Gonka AI — open-source ChatGPT
- API quick start — curl, Python, TypeScript
- JoinGonka Gateway — a full overview
- Management Keys — SaaS on Gonka
- Cheapest AI API: Provider Comparison 2026
- Cursor Pro request limit reached — real breakdown and cheap alternative
- Claude Code cheaper alternative — bill breakdown and switch
- Cline burned through dollars — why the agent burns money
- OpenClaw too expensive — why the agent burns tokens and how to save
- OpenRouter cheaper alternative — comparison vs JoinGonka Gateway
For Investors
Governance in Gonka: How a Decentralized Network is Managed
Gonka is one of the few AI networks with real on-chain governance. Here, neither the fund nor investors decide where the protocol moves – the hosts who provide computing power to the network decide. Each GPU has a vote proportional to its computational contribution – more computations, more influence.
In three months from January to March 2026, more than 11 votes were held, all approved. In this article, we will analyze two levels of governance, the update mechanism, the GiP system, ecosystem funding through the Community Pool, and early-stage protective mechanisms.
Two Levels of Governance
Governance in Gonka operates on two levels, each with its own speed and scale of decisions.
Operational Voting (minutes) — operational decisions within the network. When a dispute arises about the validity of an inference request or PoC result, hosts vote via the x/group module of Cosmos SDK. The vote weight is determined by PoC weight – the more computations a node performs, the greater its influence. Such votes last minutes and resolve specific conflicts: whether the inference was correct, whether the node performed its work.
Governance Voting (days) — strategic decisions about protocol development. Software updates, network parameter changes, activation of new models, distribution of Community Pool funds – all this is put to a vote by all hosts. The voting period is from several days to a week, so that all participants have time to familiarize themselves with the proposal.
Key difference from most crypto projects: vote weight is determined by Proof of Compute, not staking. In Gonka, you cannot “buy a vote” by simply accumulating tokens in your wallet. Influence is proportional to real computational contribution – GPUs that process AI requests and generate proofs of work. This ties governance to those who truly support the network architecture, not to speculative capital.
In practice, this means: a farm operator with 10 H100s has 10 times more votes than an operator with one card – because they process 10 times more inference requests. The system is self-balancing: those who contribute more to the network's operation have more influence on its development.
Upgrade Proposals: How the Network is Updated
Updating the Gonka protocol is a formalized process from code to network activation. Every step is transparent and verifiable.
Update Process:
- Pull Request on GitHub — developers (Gonka team or contributors) create a PR in the
gonka-ai/gonkarepository. - Community Review — code is reviewed, discussed, and tested. CertiK audit for critical changes.
- Release — a new version of the
gonkadbinary is built. - On-chain proposal — an on-chain update proposal is created with a description of the changes.
- Deposit + Vote — hosts deposit (activation threshold) and vote during the voting period.
- Cosmovisor — upon approval, Cosmovisor automatically updates nodes at the specified block height.
From January to May 2026, the network went through 13+ successful votes — from v0.2.2 to v0.2.13. All proposals were approved. Timeline of key upgrades:
- v0.2.11 (March 2026, proposal #31) — 673,699 “yes” votes with 0 “no” votes. Subnet inference was introduced — an off-chain computation mechanism via subnets, promising a 100x increase in throughput.
- v0.2.13 (May 2026, proposal #54) — accepted May 21, 2026 (62.8% “yes”, 39.9% turnout with a 33.4% quorum), activated at block 4267300. Added MiniMax-M2.7 as the third model in the network, activated Ethereum bridge wiring, and lowered the quorum to 0.25.
Voting Options:
- Yes — I support the update.
- No — Against the update.
- No with Veto — Strongly against; if more than 33% of votes, the proposal is rejected, and the deposit is burned.
- Abstain — I abstain but participate in the quorum.
The entire voting history is available at gonka.gg/network/proposals — you can view each proposal, its results, and the list of voters.
GiP: Gonka Improvement Proposals
GiP is a system for formalizing ideas for the development of the Gonka protocol, launched on February 24, 2026, through GitHub Discussions (issue #795).
Format of each GiP:
- Motivation — what problem the proposal solves.
- Solution — technical description of the solution.
- Roadmap — implementation plan by stages.
- Open Questions — unresolved questions for community discussion.
GiPs are not binding — they do not oblige the team to implement them. But they form community consensus and set the direction for future on-chain proposals. In fact, GiP is “pre-governance”: discussion before voting.
Key GiPs:
- #800 Multi-Model PoC — support for multiple AI models simultaneously. Currently, the network works with Qwen3-235B and Kimi K2.6 (via DevShards since May 2026). MiniMax-M2.7 is being added in v0.2.13. GiP describes the architecture for parallel operation of different models with separate Proof of Useful Work.
- #801 Inference Scaling — subnet architecture for scaling. Part of this GiP has already been implemented in v0.2.11 (subnet inferenced).
- #860 Quality Protocol — routing requests based on response quality. Nodes that provide better results receive more traffic and rewards.
Any participant can create a GiP through GitHub Discussions. The barrier to entry is minimal — only a GitHub account and an understanding of the problem are needed. Active discussions involving the Gonka team and hosts show that the system works: proposals receive feedback, are refined, and move towards implementation.
Community Pool: Ecosystem Funding
Community Pool — a fund for the development of the Gonka ecosystem. Approximately 20% of the genesis emission (~200 million GNK) is allocated for grants, bounties, and funding community initiatives.
Bounties for code contributions — the main mechanism for distributing Community Pool funds. Developers receive rewards for PRs in the gonka-ai/gonka repository: from bug fixes to implementing new features. The size of the bounty depends on the complexity and importance of the contribution:
| Contribution Type | Example | Bounty (GNK) |
|---|---|---|
| Vulnerability (critical) | Safety fix, exploit | 5,000 — 10,000 |
| Planned task | Feature from roadmap | 1,000 — 2,500 |
| Code review | Review of a critical PR | 1,500 — 2,500 |
| Documentation | Technical documentation | 500 — 1,500 |
| Minor fix | Bug fix, refactoring | 100 — 700 |
Approval mechanism: bounties are included in the README for upgrade proposals. When hosts vote for a protocol upgrade, they simultaneously approve the list of payments for PRs included in that release. Transparency is complete – anyone can check what was paid for and how much.
In addition to bounties, the Community Pool can fund: ecosystem tool development, marketing, educational initiatives, and research grants. Learn more about earning through GitHub — in a separate article.
Early Stage Protection
A young network is vulnerable: few nodes, low stake, a 51% attack is theoretically possible. Gonka addresses this with several mechanisms.
Guardian System — three trusted nodes, controlled by the Gonka team, with a total of 34% consensus power. Guardians cannot impose decisions (34% < 67% for adoption), but can block a malicious proposal (34% > 33% veto threshold). Key: Guardians are automatically deactivated when the total network power (total_network_power) reaches 10 million units. This is not a manual switch – deactivation is programmed into the protocol.
Collateral system — hosts must deposit GNK as collateral to obtain full weight:
- Base Weight (20%) — unconditional weight, accrued simply for the node's operation.
- Collateral-Eligible (80%) — additional weight, available only with GNK collateral. The collateral amount is proportional to computing power.
Slashing — penalties for violations:
- 20% of collateral — for INVALID inference (node produced an incorrect result).
- 10% of collateral — for downtime (node is unavailable beyond the permissible threshold).
Grace Period — 180 epochs (~6 months), during which new hosts can operate without collateral. This lowers the entry barrier: you can start mining, earn GNK through rewards, and only then deposit collateral. After the Grace Period, a node without collateral receives only 20% of its potential weight.
All these mechanisms are described in GNK tokenomics and are aimed at one goal: to protect the network in its early stages without sacrificing decentralization in the long term.
What's Next: Governance Roadmap
Governance in Gonka is not a static system, but an evolving process. Here are the key development directions for 2026–2027.
Multi-Model PoC (GiP #800) — implemented: Kimi K2.6 is already running in DevShards since May 2026, MiniMax-M2.7 is being added in v0.2.13 (proposal #54). The next candidates are embedding models for RAG: this will open Gonka to a new class of applications (search engines, corporate knowledge bases, chatbots with memory).
Inference Quality Protocol (GiP #860) — routing by quality. Currently, requests are distributed based on node availability; in the future — based on response quality. Nodes with better hardware and more stable operation will receive priority.
On-chain governance migration (2026–2027) — transition to a full x/gov module from Cosmos SDK. This will provide: formalized proposal types, automatic execution of approved changes, integration with IBC (Inter-Blockchain Communication), and the ability to create governance proposals via any Cosmos-compatible wallet.
You can follow and participate in voting at gonka.gg/network/proposals.