A Frontier AI Research Lab in Toronto
In Toronto’s thriving AI ecosystem, our AI Research Lab gathers AI experts dedicated in AI research, machine learning, and
Two weeks ago @karpathy posted about "LLM Knowledge Bases" — the idea that LLMs should maintain structured, evolving knowledge from your documents. 1.7M+ views. He said:
"I think there is room here for an incredible new product instead of a hacky collection of scripts."
We've been building exactly that. Today we're open-sourcing Beever Atlas. GitHub: https://t.co/61A5VbpXln
The difference: Karpathy's approach starts with manual file uploads. Beever Atlas starts with your team's chat. Slack, Discord, Teams, Telegram — the messy, unstructured conversations where 90% of organizational knowledge actually lives and dies.
Here's what it does:
- Connect your chat platform (self-service, takes 2 minutes)
- Ingestion pipeline extracts entities, facts, and relationships automatically
- Builds a Neo4j knowledge graph — not just text cross-references, actual typed relationships between people, projects, technologies, decisions
- Generates a living Wiki — DeepWiki-style, with topic hierarchies, concept maps, glossaries. Updates every sync.
- Ships as an MCP server — Claude, Cursor, any AI assistant can query your team's collective knowledge directly
From our internal deployment (4 Slack channels):
- 854 structured memories
- 1,899 entities
- 5,271 relationships
- 222 wiki entries auto-generated
What Karpathy built is single-user, requires Obsidian + CLI, text-only. Beever Atlas is multi-user, zero-install web UI, knowledge graph, MCP-native.
We built this at Beever AI, a Toronto-based research lab under Votee AI, because we needed it ourselves — our engineering team's context was scattered across Slack threads nobody reads. Now our agents can actually reason over what the team knows.
100% on-premise. Docker stack. Bring your own LLM via LiteLLM (Ollama, Gemma 4, whatever you run locally). Zero data leakage.
Turn your team's chat into a living wiki.
⭐ https://t.co/61A5VbpXln
💬 https://t.co/XzLTuPyWXy
🌐 https://t.co/pQf9RCfjXc
Shipped by the whole team:
Engineering — @jhkchan@cch_thomas@KaiYamYang1@dantelok1111
Design — Adrian Leung
Comms & Media — @nghoihin
Beever AI is a Toronto-based research lab under @Votee_AI.
A digital workforce that can't speak your customer's language isn't a workforce. It's a liability.
We're at BGOV AI+ Power 2026 this Thu–Fri — come see the alternative in action 👉 Booth H25.
Sovereign AI on the world's first open-source Cantonese LLM. Cantonese-native voice agents that handle real customers. 100% on-prem. Zero data leakage.
📍 Booth H25 · Hall 5FG, HKCEC
🗓 Thu–Fri 4–5 Jun · 9:15–18:00
Plus — catch our Chief Scientist APAC Dr. Leo Ma on stage:
🎤 "AI Agents as the New Digital Workforce: Reshaping Retail Productivity & Revenue Growth"
🗓 Fri 5 Jun · · Connect Stage (C) · with Mann Yim (The Best Practice of eCommerce Alliance) & Erik Chan (@PwC)
🎟 Free: https://t.co/zW0cBmNnFd
#AIPlusPower2026 #SovereignAI #CantoneseLLM
99.9% of the world's 7,000+ spoken languages are still locked out of the AI revolution. The major foundation models all converge on the same handful of languages. The rest of humanity gets translation, not understanding.
We're building for the rest.
Our co-founder Pak-Sun Ting sat down with the Toronto Star to talk about what we're building from our R&D hive in Toronto and our HQ in Hong Kong:
→ The first Hong Kong Cantonese LLM — for 8 million native speakers whose language code-switches with English in ways that break most models
→ Beever Atlas: our open-source platform that turns conversations into a structured, self-maintaining wiki — unveiled this week at Toronto Tech Week
→ Extending the work to First Nations, South Asian, and East African languages
→ A research collaboration on therapy-training avatars for clinicians working with emotional issues
On translation alone not being enough, Pak put it plainly:
"You need to not just focus on the data but also the code level. Go deep into that language."
On AI's broader impact — the very real jobapocalypse anxieties this column doesn't dodge — Pak didn't dodge either:
"It's the global nature of geopolitics and also the transition from certain jobs being taken away ... I do think job loss and this whole transition of the economy is a true thing. But if you delay this transition, the job loss may be even worse in the future. This is a mechanism of how the economy works, to reflect the changes of society, change in jobmakers."
And on whether any of this is stoppable:
"It's hard to stop innovation. It's very hard to stop intelligence."
Grateful to the Toronto Star for the thoughtful reporting on what Sovereign AI for neglected languages actually means — beyond the hype, beyond the headlines, all the way down to dim sum that AI still can't translate as "touch the heart."
Read the full piece: https://t.co/aUNxsKvYf1
@TorontoStar
#SovereignAI #LLM #DeepTech #Cantonese #TorontoTechWeek
🎉Excited to announce that Pak-Sun Ting, our Co-Founder & CEO of Beever AI and Votee AI, will be joining the panel discussion at "Capital Without Dilution: The Global Incentives Stack for AI & Tech Growth" hosted by NovaForge AI Venture Lab Inc. during Toronto Tech Week!⚡
With a background in investment banking at J.P. Morgan, Standard Chartered, and Bank of China (Hong Kong), and now leading globally recognized AI ventures, Pak-Sun Ting brings real-world insight into building, scaling, and funding AI startups internationally.
For founders, operators, and startups looking to better understand capital strategy, international expansion, and how to grow without unnecessary dilution, this will be a highly valuable conversation.
Looking forward to an incredible evening with founders, investors, and ecosystem leaders across the AI & tech space.
📍 At Office146 Inc. 📅 Thursday, May 28 🕕 6:00 PM
Tickets & details here: 👉 https://t.co/poed9TnupG
With @TOtechweek@InvestHK
#TorontoTechWeek #AI #NovaForge #StartupEcosystem #Founders #Investors #Entrepreneurship #AIStartups
Toronto Tech Week Event Alert!
This Thursday, May 28, our Co-Founder & CEO, Pak-Sun Ting, will be a featured panelist at "Capital Without Dilution: The Global Incentive Stack for AI & Tech Growth" presented by Nova Forge.
📅 Thursday, May 28 ⏰ Start: 6:00 PM ET; Pak's session: 7:40 PM – 8:15 PM ET (Toronto Time) 🔗 Join the virtual session here: https://t.co/poed9TnupG
With @InvestHK@TOtechweek
#SovereignAI #EnterpriseAI #CapitalEfficiency #TechGrowth #VoteeAI
𝗧𝗼𝗺𝗼𝗿𝗿𝗼𝘄.
The Beever AI Toronto Showcase kicks off Toronto Tech Week 2026 @TOtechweek — and we couldn't have built this evening without our ecosystem partners: @BDO_Canada, @alibaba_cloud + @Alibaba_Qwen, and @Votee_AI.
🔗 𝗙𝗶𝗻𝗮𝗹 𝗥𝗦𝗩𝗣 𝘀𝗹𝗼𝘁𝘀: https://t.co/5JrW3AEuQr
This video was generated with 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 on Alibaba Cloud Model Studio.
𝗪𝗵𝗮𝘁 𝘄𝗲'𝗿𝗲 𝘀𝗵𝗼𝘄𝗰𝗮𝘀𝗶𝗻𝗴:
𝟭. 𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝘁𝗹𝗮𝘀 — Canadian unveiling (open-source, Apache 2.0)
Beever Atlas turns your team's chat — across Slack, Microsoft Teams, Discord, Telegram, and Mattermost — into a living memory. Every conversation becomes searchable. Every decision stays retrievable. Any AI assistant can use it.
👉 https://t.co/1KNNoXQdoX
👉 https://t.co/u3H95tsLtx
𝟮. 𝗩𝗼𝘁𝗲𝗲 𝗠𝗔𝗚𝗜𝗖 — global commercial launch
Our enterprise LLM training platform that lets organizations build, train, and own their domain-specific AI on-premise. Used internally to train the world's first fully pre-trained Cantonese LLM.
👉 https://t.co/uIOg0kIfON
👉 https://t.co/0gfD7k22c3
𝟯. 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 𝗟𝗶𝘃𝗲 𝗗𝗲𝗺𝗼 — 𝗔𝗜 𝗩𝗶𝗱𝗲𝗼 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻
Interactive 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 demo running on Alibaba Cloud Model Studio — every attendee generates their own.
𝗣𝗮𝗿𝘁𝗻𝗲𝗿𝘀 & 𝗘𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺: Joined by BDO Canada, Votee AI, Alibaba Cloud, and Qwen.
𝗧𝗵𝗲 𝗿𝗼𝗼𝗺: Canadian banks, insurance, government, VCs, academia, HK-Canada Business Association, Toronto media.
𝗛𝗼𝘀𝘁𝘀: Pak-Sun Ting (CEO & Co-Founder) · Jacky Chan (CTO & Co-Founder)
📅 Monday, May 25, 2026
⏰ 6:00 PM – 9:00 PM EDT
📍 Downtown Toronto
🎫 Invitation-only · RSVP approval required
🔗 𝗙𝗶𝗻𝗮𝗹 𝗥𝗦𝗩𝗣 𝘀𝗹𝗼𝘁𝘀: https://t.co/5JrW3AEuQr
Built by Toronto, for the world.
Officially approved Toronto Tech Week 2026 event.
#TorontoTechWeek #TTW2026 #BuiltByToronto #BeeverAI #SovereignAI #BeeverAtlas #HappyHorse
𝟮 𝗱𝗮𝘆𝘀 𝘁𝗼 𝗴𝗼.
The Beever AI Toronto Showcase kicks off Toronto Tech Week 2026 — and we couldn't have built this evening without our ecosystem partners: @BDO_Canada, @alibaba_cloud + @Alibaba_Qwen, and @Votee_AI.
🔗 𝗙𝗶𝗻𝗮𝗹 𝗥𝗦𝗩𝗣 𝘀𝗹𝗼𝘁𝘀: https://t.co/5JrW3AEuQr
This video was generated with 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 on Alibaba Cloud Model Studio.
𝗪𝗵𝗮𝘁 𝘄𝗲'𝗿𝗲 𝘀𝗵𝗼𝘄𝗰𝗮𝘀𝗶𝗻𝗴:
𝟭. 𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝘁𝗹𝗮𝘀 — Canadian unveiling (open-source, Apache 2.0)
Beever Atlas turns your team's chat — across Slack, Microsoft Teams, Discord, Telegram, and Mattermost — into a living memory. Every conversation becomes searchable. Every decision stays retrievable. Any AI assistant can use it.
👉 https://t.co/1KNNoXQdoX
👉 https://t.co/u3H95tsLtx
𝟮. 𝗩𝗼𝘁𝗲𝗲 𝗠𝗔𝗚𝗜𝗖 — global commercial launch
Our enterprise LLM training platform that lets organizations build, train, and own their domain-specific AI on-premise. Used internally to train the world's first fully pre-trained Cantonese LLM.
👉 https://t.co/uIOg0kIfON
👉 https://t.co/0gfD7k22c3
𝟯. 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 𝗟𝗶𝘃𝗲 𝗗𝗲𝗺𝗼 — 𝗔𝗜 𝗩𝗶𝗱𝗲𝗼 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻
Interactive 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 demo running on Alibaba Cloud Model Studio — every attendee generates their own.
𝗣𝗮𝗿𝘁𝗻𝗲𝗿𝘀 & 𝗘𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺: Joined by BDO Canada, Votee AI, Alibaba Cloud, and Qwen.
𝗧𝗵𝗲 𝗿𝗼𝗼𝗺: Canadian banks, insurance, government, VCs, academia, HK-Canada Business Association, Toronto media.
𝗛𝗼𝘀𝘁𝘀: Pak-Sun Ting (CEO & Co-Founder) · Jacky Chan (CTO & Co-Founder)
📅 Monday, May 25, 2026
⏰ 6:00 PM – 9:00 PM EDT
📍 Downtown Toronto
🎫 Invitation-only · RSVP approval required
🔗 𝗙𝗶𝗻𝗮𝗹 𝗥𝗦𝗩𝗣 𝘀𝗹𝗼𝘁𝘀: https://t.co/5JrW3AEuQr
Built by Toronto, for the world.
Officially approved Toronto Tech Week 2026 event. Toronto Tech Week @TOtechweek
#TorontoTechWeek #TTW2026 #BuiltByToronto #BeeverAI #SovereignAI #BeeverAtlas #HappyHorse
𝟯 𝗱𝗮𝘆𝘀 𝘁𝗼 𝗴𝗼.
This 5-second video? Made with a single prompt.
𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 is the AI video model you'll get hands-on with at the Beever AI Toronto Showcase, the Toronto Tech Week Kickoff on Mon May 25. Every attendee generates their own — running on Alibaba Cloud Model Studio.
🔗 𝗥𝗦𝗩𝗣: https://t.co/5JrW3AF2FZ
𝗪𝗵𝗮𝘁 𝘄𝗲'𝗿𝗲 𝘀𝗵𝗼𝘄𝗰𝗮𝘀𝗶𝗻𝗴:
𝟭. 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 𝗟𝗶𝘃𝗲 𝗗𝗲𝗺𝗼 — 𝗔𝗜 𝗩𝗶𝗱𝗲𝗼 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻
Interactive 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 demo running on Alibaba Cloud Model Studio — every attendee generates their own AI video, with their own prompt.
𝟮. 𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝘁𝗹𝗮𝘀 — Canadian unveiling (open-source, Apache 2.0)
Beever Atlas turns your team's chat — across Slack, Microsoft Teams, Discord, Telegram, and Mattermost — into a living memory. Every conversation becomes searchable. Every decision stays retrievable. Any AI assistant can use it.
👉 https://t.co/1KNNoXQLev
👉 https://t.co/u3H95ttjj5
𝟯. 𝗩𝗼𝘁𝗲𝗲 𝗠𝗔𝗚𝗜𝗖 — global commercial launch
Our enterprise LLM training platform that lets organizations build, train, and own their domain-specific AI on-premise. Used internally to train the world's first fully pre-trained Cantonese LLM.
👉 https://t.co/uIOg0kINEl
👉 https://t.co/0gfD7k2A1B
𝗣𝗮𝗿𝘁𝗻𝗲𝗿𝘀 & 𝗘𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺: Joined by @BDO_Canada, @Votee_AI, @alibaba_cloud, and @Alibaba_Qwen.
𝗧𝗵𝗲 𝗿𝗼𝗼𝗺: Canadian banks, insurance, government, VCs, academia, HK-Canada Business Association, Toronto media.
𝗛𝗼𝘀𝘁𝘀: Pak-Sun Ting (CEO & Co-Founder) · Jacky Chan (CTO & Co-Founder)
📅 Monday, May 25, 2026
⏰ PM – PM EDT
📍 Downtown Toronto
🎫 Invitation-only · RSVP approval required
🔗 𝗥𝗦𝗩𝗣: https://t.co/5JrW3AF2FZ
Built by Toronto, for the world.
Officially approved Toronto Tech Week 2026 event. @TOtechweek
#TorontoTechWeek #TTW2026 #BuiltByToronto #HappyHorse #AIVideo #AlibabaCloud #BeeverAI #BeeverAtlas
𝟰 𝗱𝗮𝘆𝘀 𝘁𝗼 𝗴𝗼.
Turn your chats into a living memory.
That's what 𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝘁𝗹𝗮𝘀 does — and we're unveiling it in Canada at the Beever AI Toronto Showcase, the Toronto Tech Week Kickoff on Mon May 25.
🔗 𝗥𝗦𝗩𝗣: https://t.co/5JrW3AEuQr
This 5-second video was generated with 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 on Alibaba Cloud Model Studio. Every attendee at the showcase will generate one themselves.
𝗪𝗵𝗮𝘁 𝘄𝗲'𝗿𝗲 𝘀𝗵𝗼𝘄𝗰𝗮𝘀𝗶𝗻𝗴:
𝟭. 𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝘁𝗹𝗮𝘀 — Canadian unveiling (open-source, Apache 2.0)
Beever Atlas turns your team's chat — across Slack, Microsoft Teams, Discord, Telegram, and Mattermost — into a living memory.
Every conversation becomes searchable. Every decision stays retrievable. Any AI assistant can use it.
👉 https://t.co/1KNNoXQdoX
👉 https://t.co/u3H95tsLtx
𝟮. 𝗩𝗼𝘁𝗲𝗲 𝗠𝗔𝗚𝗜𝗖 — global commercial launch
Our enterprise LLM training platform that lets organizations build, train, and own their domain-specific AI on-premise. Used internally to train the world's first fully pre-trained Cantonese LLM.
👉 https://t.co/uIOg0kIfON
👉 https://t.co/0gfD7k22c3
𝟯. 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 𝗟𝗶𝘃𝗲 𝗗𝗲𝗺𝗼 — 𝗔𝗜 𝗩𝗶𝗱𝗲𝗼 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻
Interactive 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 demo running on Alibaba Cloud Model Studio — every attendee generates their own.
𝗣𝗮𝗿𝘁𝗻𝗲𝗿𝘀 & 𝗘𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺: Joined by @BDO_Canada, @Votee_AI, @Alibaba_Cloud, and @Alibaba_Qwen .
𝗧𝗵𝗲 𝗿𝗼𝗼𝗺: Canadian banks, insurance, government, VCs, academia,
HK-Canada Business Association, Toronto media.
𝗛𝗼𝘀𝘁𝘀: Pak-Sun Ting (CEO & Co-Founder) · Jacky Chan (CTO & Co-Founder)
📅 Monday, May 25, 2026
⏰ 6:00 PM – 9:00 PM EDT
📍 Downtown Toronto
🎫 Invitation-only · RSVP approval required
🔗 𝗥𝗦𝗩𝗣: https://t.co/5JrW3AEuQr
Built by Toronto, for the world.
Officially approved Toronto Tech Week 2026 event.
@TOtechweek
#TorontoTechWeek #TTW2026 #BuiltByToronto #BeeverAI #SovereignAI
#BeeverAtlas #OpenSource #HappyHorse
𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝗜 𝗶𝘀 𝗵𝗼𝘀𝘁𝗶𝗻𝗴 𝘁𝗵𝗲 𝗧𝗼𝗿𝗼𝗻𝘁𝗼 𝗧𝗲𝗰𝗵 𝗪𝗲𝗲𝗸 𝗞𝗶𝗰𝗸𝗼𝗳𝗳 — 𝗠𝗼𝗻 𝗠𝗮𝘆 𝟮𝟱.
🔗 𝗥𝗦𝗩𝗣: https://t.co/5JrW3AEuQr
Beever Atlas debuts in Canada (open-source), Votee MAGIC goes global, plus a live HappyHorse demo where every attendee generates their own AI video.
𝟭. 𝗕𝗲𝗲𝘃𝗲𝗿 𝗔𝘁𝗹𝗮𝘀 — open-source, Apache 2.0
Turns team chat (Slack, Teams, Discord, Telegram, Mattermost) into a living memory — every conversation searchable, every decision retrievable, ready for any AI assistant to use.
https://t.co/61A5VbpXln
https://t.co/xaNRhq1oKT
𝟮. 𝗩𝗼𝘁𝗲𝗲 𝗠𝗔𝗚𝗜𝗖 — global commercial launch
Enterprise LLM training platform. Build, train, and own your domain-specific AI on-premise. Powers the world's first fully pre-trained Cantonese LLM.
https://t.co/xOHzrDLxew
https://t.co/17ly5Jl6kj
𝟯. 𝗛𝗮𝗽𝗽𝘆𝗛𝗼𝗿𝘀𝗲 𝗟𝗶𝘃𝗲 𝗗𝗲𝗺𝗼 — interactive AI video generation on Alibaba Cloud Model Studio.
𝗣𝗮𝗿𝘁𝗻𝗲𝗿𝘀: @BDO_Canada, @alibaba_cloud, @Alibaba_Qwen + @Votee_AI.
📅 Mon May 25, 6-9 PM EDT · 📍 Downtown Toronto · 🎫 Invitation-only
🔗 𝗥𝗦𝗩𝗣: https://t.co/5JrW3AEuQr
Built by Toronto, for the world.
@TOtechweek #TTW2026 #BuiltByToronto #BeeverAtlas #SovereignAI #OpenSource
🚀 Toronto Tech Week is back. We're hosting the kickoff. 🔗 RSVP: https://t.co/5JrW3AEuQr
Mon May 25, 6 PM, Salon Toronto.
What's launching that night:
→ Global commercial launch of Votee MAGIC (our enterprise LLM training platform)
→ Canadian unveiling of Beever Atlas — our open-source flagship that turns your team chat (Slack, Microsoft Teams, Discord, Telegram, Mattermost) into a living wiki
Hosted by Pak-Sun Ting (CEO) and Jacky Chan (CTO). Joined by @alibaba_cloud, @Alibaba_Qwen, @Votee_AI and @BDO_Canada. Tier-1 curated room.
Learn more:
• Beever Atlas: https://t.co/61A5VbpXln · https://t.co/pQf9RCfjXc
• Votee MAGIC: https://t.co/xOHzrDLxew · https://t.co/17ly5Jl6kj
@torontotechweek #TTW2026 #BuiltByToronto #SovereignAI
Toronto Tech Week — one week where the tech ecosystem shows up and makes it their own.
People come in from around the world.
What are you doing this year?
How are you showing up?
Been thinking about it? Now’s the time.
The week to bring your people together. Host something.
May 25–29. See you in Toronto.
🚀 Beever Atlas is on @TIME. @AP. @SFGate. @NYDailyNews. @chicagotribune.
A few weeks since open-source release — 630+ outlets globally.
> From our CEO Pak-Sun Ting:
"Hong Kong has always been known for property and finance. Beever Atlas is proof that world-class AI infrastructure can emerge from an HK-headquartered company and be shared openly with the world."
> From our CTO Jacky Chan:
"Structure beats similarity — a typed graph of who works on what is more useful to an AI than vector search over a Slack archive."
> Open-source LLM Knowledge Base for team chat. Apache 2.0. Typed Neo4j knowledge graph. Native MCP server.
> Two editions: Open Source for individuals · Enterprise for banks, government, large orgs.
Built by Hong Kong + Toronto.
⭐ https://t.co/61A5VbpXln
📰 @AP@MorningstarInc@Fidelity@YahooFinance@Benzinga + 474 more outlets carried Beever Atlas this week.
479+ outlets in 72 hours. 🌍
Beever Atlas — our open-source LLM Knowledge Base. Apache 2.0. Native MCP. 100% on-prem. Turns Telegram/Discord/MS Teams/Slack chats into a typed Neo4j graph + auto-wiki + memory layer for any AI agent.
"Hong Kong can build world-class AI infrastructure and share it openly with the world. Every growing organization faces the same silent liability: conversational knowledge loss. Beever Atlas turns this perishable resource into a compounding organizational asset."
— Pak-Sun Ting, Co-Founder & CEO, Votee AI
"Structure beats similarity — a typed graph of who works on what is more useful to an AI than vector search over a Slack archive."
— Jacky Chan, Co-Founder & CTO, Votee AI (built world's 1st Cantonese LLM, ACL 2025-published)
Two editions: OSS (Apache 2.0) for individuals · Enterprise for banks/gov't. Validated via HKMA FSS 3.1 Pilot.
Built by Votee AI (HK HQ · Toronto · HCMC · KL) + Beever AI (Toronto research lab). 🦫
⭐ https://t.co/61A5VbpXln