# AI Governance Dashboard (Alpha) – We’d Love Your Feedback **URL:** \ **Category:** House of Stake\ **Tags:** product\ **Created:** [November 11, 2025, 7:42pm UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774 "2025-11-11T19:42:43Z")\ **Posts on this page:** 8\ **Page:** 1
**Author:** ![jacklaing](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/jacklaing/32/54381_2.png) [@jacklaing](https://gov.near.org/u/jacklaing)\ **Post date:** [November 11, 2025, 7:42pm UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/1 "2025-11-11T19:42:43Z")
Hi everyone, @jlwaugh and I are excited to share the **alpha release** of the new **AI Governance Dashboard** – a major step in our [AI Governance Product Roadmap](https://gov.near.org/t/ai-governance-product-roadmap/41683). The dashboard connects all Discourse governance activity with NEAR AI Cloud — bringing AI-generated analysis, summaries, and a chat assistant into one place — making it easier for stakeholders to understand proposals and follow their discussions. 👉 **Try the alpha [here](https://neargov.ai).** # What the Dashboard Can Do Today Over the past month, we have sprinted to pack in as much as we can to this release. The functionality we currently support includes: - **NEAR AI Cloud Integration:** all AI features run on NEAR AI Cloud - **Chatbot:** ask questions about any proposal or discussion. - **Discourse Integration:** all proposals and replies viewable and included in the context of the AI chatbot - **Proposal Screening:** evaluate proposals using an AI screening rubric _Note: this rubric is provisional and will be updated as the Screening Committee’s screening rubric is finalized._ - **Author Pre-screening:** proposal authors can check their draft before posting. - **Proposal Summaries:** more quickly digest the key facts through AI summaries - **Revision Analysis:** AI highlights when substantive changes have been made so that users don’t have to manually review the revision history - **Discussion Analysis:** keep track of a proposal discussion by using AI to extract overall sentiment, key themes, core disagreements, hot takes, how the consensus is evolving, and any loose ends (e.g. unanswered questions) - **Reply Summaries:** individual replies can be summarized to more quickly digest the key points being made # Help Us Improve the Dashboard We’ve created a Telegram group for alpha testers: 👉 [Link here](https://t.me/+ZtWnImsSLF8yNjNh). We’re especially looking for feedback on: - **Bugs** or anything that doesn’t work as expected - **Confusing flows** or unclear interactions - **Copy and UX suggestions** - **AI responses** that miss key context, emphasize the wrong things, or feel low-quality - **Feature requests** – anything you feel is missing or would make the dashboard more useful Just join the group and send us your thoughts! # What’s Coming Before the Public Launch (EOY) Here’s what we’re planning to ship before the general release: - **Alpha feedback improvements** - **Post to Discourse:** connect your NEAR + Discourse accounts and draft, edit, or publish proposals/replies (with chatbot assistance) from inside the dashboard - **Onchain Integrations:** view when a proposal moves on-chain, track its status, and jump straight to its Agora voting page - **Richer Proposal Analysis:** analyze a proposal in the context of all proposals, plus other improvements to how analysis is performed/presented - **Prompt Settings:** users can customize the prompts used for their analysis, laying the groundwork for the Evaluation Ecosystem described in our [roadmap](https://gov.near.org/t/ai-governance-product-roadmap/41683) - **Enhanced Author Tools:** a smarter authoring assistant that helps refine proposals before publication - **AI Delegate Preview:** delegate to a shade agent that votes based on the AI analysis in the dashboard; an early experiment to preview/test the next product on our roadmap We’ll post **weekly changelogs** in this thread so you can follow progress and help us test new functionality. Click the bell icon to be notified when we reply to this thread. ---
**Author:** ![jacklaing](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/jacklaing/32/54381_2.png) [@jacklaing](https://gov.near.org/u/jacklaing)\ **Post date:** [November 20, 2025, 2:39am UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/2 "2025-11-20T02:39:48Z")
**New features:** - AI Delegate (shade agent) PoC [GitHub - near-research/delegate-agent](https://github.com/near-research/delegate-agent) - Chat with NEAR AI Cloud verification. [https://neargov.ai/chat](https://neargov.ai/chat) _Our next steps for chat are to add agentic proposal search/select tools and to make chat available on the home page._ **Alpha feedback & fixes:** - tweaked proposal frontmatter UI - upgraded rate limiting approach - improved wallet test coverage and edge case handling - enhance formatting of screening results - open proposals in new tab with cmd+click - fix proposal details tab titles - proposal details back arrow - consolidate proposal details on mobile view ---
**Author:** ![haenko](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/haenko/32/50270_2.png) [@haenko](https://gov.near.org/u/haenko)\ **Post date:** [November 21, 2025, 6:01pm UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/3 "2025-11-21T18:01:28Z")
Hi @jacklaing and @jlwaugh I’ve scheduled an interview with Jack for Monday, but I’d already like to share some feedback on the dashboard, which I tested after the implementation of your new features and fixes. **1. NEAR Gov AI Chat - [https://neargov.ai/chat](https://neargov.ai/chat)** > [@jacklaing](#): > > Chat with NEAR AI Cloud verification. [https://neargov.ai/chat](https://neargov.ai/chat) I have a question: how is this chat different from the assistant chat that appears when viewing a proposal? At the moment, it seems like we have two separate chats, and it’s not entirely clear why. I tested the NEAR Gov AI Chat and noticed several issues: **- The chat answers any questions** , even those completely unrelated to HoS or governance. For example, it easily gave me an answer about Ukrainian history, which has nothing to do with HoS or NEAR. ![image](https://europe1.discourse-cdn.com/flex005/uploads/gov_near/original/3X/3/e/3e0b601497aed11509350af537205735c8b622c5.jpeg) For comparison: the assistant on the proposal page correctly refuses to answer such questions. ![image](https://europe1.discourse-cdn.com/flex005/uploads/gov_near/original/3X/8/7/8734f68c2ddaf85eaa793f49bb95fdf86e206c6a.jpeg) **- The chat does not understand the HoS concept very well.** When I asked how to create a proposal, instead of giving an HoS-specific guide, it provided a generic description of how to create proposals in general. ![image](https://europe1.discourse-cdn.com/flex005/uploads/gov_near/original/3X/6/5/6540f6b40368dc97322789b94257a11333eb96f1.jpeg) **- Navigation is unclear.** I couldn’t find a direct link to this chat in the Dashboard - it seems there is no button for it. Currently, the only way to access it is through the link on the forum. **2. Opening proposals in a new tab via Cmd+Click** This is a useful improvement, but I have a question: what about Windows users? Perhaps we should also support the Windows equivalent - Ctrl + Click to cover both types of devices. **3. Fixing tab titles in proposal details** > [@jacklaing](#): > > fix proposal details tab titles It looks like there might be a bug here: the titles didn’t get fixed - they actually disappeared or were removed. ![image](https://europe1.discourse-cdn.com/flex005/uploads/gov_near/original/3X/b/3/b3a3df05c813da98c0d46aae17523d304e77fc01.jpeg) Thank you for amazing work here, hope this feedback will help! ---
**Author:** ![Othman](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/othman/32/54833_2.png) [@Othman](https://gov.near.org/u/Othman)\ **Post date:** [November 23, 2025, 10:51pm UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/4 "2025-11-23T22:51:01Z")
This is an awesome tool and I have been testing it out myself. I signed up for a user interview tomorrow. @HackHumanity mentioned I should go forth and put up a [proposal](https://gov.near.org/t/house-of-stake-mission-vision-values-mvv-draft-for-community-review/41659/25#p-140198-missing-data-driven-governance-layer-institutional-memory-19) for the Governance Memory System and the AI Governance Dashboard plugs into this scaffolding nicely. A few specific data-model upgrades I think would materially improve the dashboard, add to GMS, and set up the ecosystem for proper decision analysis later: **1. Lifecycle Metadata** - Proposal states (draft → screened → cycle → on-chain open → passed/failed → implemented/abandoned) - Timestamps for each state transition - On-chain linkages (Agora IDs, tx hashes, vote tallies) These give us traceability and let us reconstruct how decisions actually moved through the system. **2. Structured Classification** - Proposal type (param change, budget, program, meta-gov, etc.) - Domain tags (technical, treasury, governance, infra, community) - Impact scope + time horizon This makes proposals comparable instead of just chronological. \*\*3. Stable Evaluation Fields \*\* Currently the review categories are helpful for authors, but they provide AI-generated proposal critique categories, not structured metadata fields we can use inside GMS or governance tooling. We need numeric/categorical fields that can be compared across proposals and cycles. Here are some examples: **Core Evaluation Fields** - clarity\_of\_problem (0–5) - feasibility (0–5) - risk\_level (0–5 or categorical) - alignment\_with\_mvv (0–5) - reversibility (categorical) - defined\_kpis (boolean + list) ### **Structural Metadata Fields** - proposal\_type - domain - lifecycle\_state - authorship - timestamps This becomes anchorable data for follow-up analysis. **4. Discussion Analytics as Data** - sentiment\_score (0–1 or categorical) - top\_themes (list) - unanswered\_questions (list) - consensus\_state (categorical: rough consensus, polarized, etc.) Super helpful for anyone trying to understand how alignment shifts over a proposal lifecycle. **5. Export / API** Even a simple CSV/JSON export or minimal API makes it possible for researchers, stewards, or tooling teams to build higher-order dashboards on top. **6. Outcome-ready Fields** Something simple like: - 30/60/90 day check-in fields - freeform outcome notes - link to follow-up discussion or metrics This anchors proposals to actual results rather than letting them disappear after a vote. The MVV update already highlighted the need for a DAO Data Strategy, this would give the ecosystem the data infrastructure to actually pull that off with GMS. Happy to help refine any of this if useful. ---
**Author:** ![jacklaing](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/jacklaing/32/54381_2.png) [@jacklaing](https://gov.near.org/u/jacklaing)\ **Post date:** [November 26, 2025, 7:38pm UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/5 "2025-11-26T19:38:35Z")
Hey folks, here’s the latest sprint update from last week. **Highlights from last week:** - Added tool calling to neargov.ai Chat: proposal search/select, HoS docs - Reviewed all feedback to date and locked in scope freeze for EOY MVP release. Choosing to focus on depth/polish of existing features like chat, rather than adding more features. - Scoped Hack Humanity support work: design audit/recommendations, eng support, chat testing - Planned GTM / user acquisition **Upcoming week’s plan** - Making Chat the home page so that users can ask questions as soon as they land at neargov.ai - Discourse write: posting, replying - Analog search in proposals list - Onchain proposals view - Refactor screening criteria - Testing: UAT, chat quality - User interviews. Particularly testing the user journey landing on Chat, to identify improvements (e.g. buttons with suggested prompts like “Show recent proposals”) Thanks for the feedback @haenko and @Othman, I’m looking forward to unpacking these in our interviews! ---
**Author:** ![haenko](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/haenko/32/50270_2.png) [@haenko](https://gov.near.org/u/haenko)\ **Post date:** [November 27, 2025, 11:47am UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/6 "2025-11-27T11:47:57Z")
> [@jacklaing](#): > > Added tool calling to neargov.ai Chat: proposal search/select, HoS docs thank you @jacklaing and @jlwaugh for this work! Can you please clarify about this - “Added tool calling to neargov.ai Chat: proposal search/select, HoS docs” i want to test it, but i can not find it anywhere, Simple Guide/instruction would be helpful! ---
**Author:** ![jacklaing](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/jacklaing/32/54381_2.png) [@jacklaing](https://gov.near.org/u/jacklaing)\ **Post date:** [December 3, 2025, 4:18am UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/7 "2025-12-03T04:18:31Z")
If you go to neargov.ai now you should see that you can search proposals from chat. It was previously on another page but we’re testing it out as the landing page. ---
**Author:** ![jacklaing](https://dub1.discourse-cdn.com/flex005/user_avatar/gov.near.org/jacklaing/32/54381_2.png) [@jacklaing](https://gov.near.org/u/jacklaing)\ **Post date:** [December 3, 2025, 4:21am UTC](https://gov.near.org/t/ai-governance-dashboard-alpha-we-d-love-your-feedback/41774/8 "2025-12-03T04:21:54Z")
Hey folks, here’s an update: **Changelog from last week:** - Enhanced Discourse plugin: [https://github.com/neargov/discourse-plugin/tree/dev](https://github.com/neargov/discourse-plugin/tree/dev) - Integrated `better-near-auth` and enabled storing NEAR account linkages - Installed and set up event tracking via Plausible analytics - Streamlined proposal draft screening + editing using AG-UI protocol **Our focus for next week:** - Improve AI assistant (chat agent) based on feedback - Testing chat - Introduce a custom Discourse theme component to show connected NEAR accounts on the forum - More user interviews! Please reach out to me if you’re interested.