# Latest
**URL:** https://terraphim.discourse.group/latest.md
[Latest](https://terraphim.discourse.group/latest.md) · [Categories](https://terraphim.discourse.group/categories.md) · [Tags](https://terraphim.discourse.group/tags.md)
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## [Welcome to Terraphim AI! 👋](https://terraphim.discourse.group/t/welcome-to-terraphim-ai/5)
**Author:** [@system](https://terraphim.discourse.group/u/system)\
**Replies:** 0\
**Last updated:** [22 June 2023 03:36 UTC](https://terraphim.discourse.group/t/welcome-to-terraphim-ai/5 "2023-06-22T03:36:42Z")
We are so glad you joined us. Terraphim AI Privacy Preserving AI assistant, works for you under your full control Here are some things you can do to get started: :speaking\_head: Introduce yourself by adding your pic…
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## [Innovate UK project reports](https://terraphim.discourse.group/t/innovate-uk-project-reports/18)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 8\
**Last updated:** [15 October 2024 08:30 UTC](https://terraphim.discourse.group/t/innovate-uk-project-reports/18 "2024-10-15T08:30:22Z")
Here we will share the Innovate UK project reports on the development progress.
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## [Terraphim use cases and requirements](https://terraphim.discourse.group/t/terraphim-use-cases-and-requirements/16)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 29\
**Last updated:** [2 October 2024 07:24 UTC](https://terraphim.discourse.group/t/terraphim-use-cases-and-requirements/16 "2024-10-02T07:24:58Z")
Here we keep the records of what we will do with Terraphim and Atomic Server.
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## [What neuro-semantic reference architecture will survive?](https://terraphim.discourse.group/t/what-neuro-semantic-reference-architecture-will-survive/14)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 13\
**Last updated:** [6 August 2024 13:50 UTC](https://terraphim.discourse.group/t/what-neuro-semantic-reference-architecture-will-survive/14 "2024-08-06T13:50:26Z")
Why can the future AI landscape be full of upright bikes and QWERTY keyboards? The social aspect of the tipping point (or product-market fit), a 40-year-old concept and market segmentation based on technological beliefs. …
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## [Atomic Server Integration](https://terraphim.discourse.group/t/atomic-server-integration/21)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 2\
**Last updated:** [30 July 2024 11:18 UTC](https://terraphim.discourse.group/t/atomic-server-integration/21 "2024-07-30T11:18:31Z")
Here we’ll publish the guidelines for Atomic Server integration.
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## [Why search is broken - the evidence](https://terraphim.discourse.group/t/why-search-is-broken-the-evidence/15)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 7\
**Last updated:** [17 June 2024 07:28 UTC](https://terraphim.discourse.group/t/why-search-is-broken-the-evidence/15 "2024-06-17T07:28:32Z")
Under this topic I will collect evidence for this case.
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## [Terraphim AI - what is the difference?](https://terraphim.discourse.group/t/terraphim-ai-what-is-the-difference/17)
**Author:** [@alex](https://terraphim.discourse.group/u/alex)\
**Replies:** 4\
**Last updated:** [20 May 2024 12:19 UTC](https://terraphim.discourse.group/t/terraphim-ai-what-is-the-difference/17 "2024-05-20T12:19:20Z")
The difference with our AI assistant approach and unique points for Terraphim AI: Privacy first: Instead of moving data, we codify and move knowledge graphs, which allows us to build fast graph embeddings that can be …
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## [Announcement: Upcoming release of Terraphim AI](https://terraphim.discourse.group/t/announcement-upcoming-release-of-terraphim-ai/9)
**Author:** [@alex](https://terraphim.discourse.group/u/alex)\
**Replies:** 1\
**Last updated:** [22 January 2024 11:33 UTC](https://terraphim.discourse.group/t/announcement-upcoming-release-of-terraphim-ai/9 "2024-01-22T11:33:19Z")
We are preparing a new release of Terraphim AI: privacy-preserving AI assistant. What you will see as a first version will be a significant rewrite of the Terraphim, internal version 4 - smaller, self-contained and easy…
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## [Building API server for terraphim - moving from Poem to Axum](https://terraphim.discourse.group/t/building-api-server-for-terraphim-moving-from-poem-to-axum/20)
**Author:** [@alex](https://terraphim.discourse.group/u/alex)\
**Replies:** 0\
**Last updated:** [8 December 2023 14:38 UTC](https://terraphim.discourse.group/t/building-api-server-for-terraphim-moving-from-poem-to-axum/20 "2023-12-08T14:38:32Z")
After prototyping API in poem for several years, I had to move to Axum - due to Poem limitations on implementing Type for each data structure. See Poem discussion. I see middleware API as a thin layer on top of Terraph…
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## [Terraphim Graph embeddings optimisation](https://terraphim.discourse.group/t/terraphim-graph-embeddings-optimisation/19)
**Author:** [@alex](https://terraphim.discourse.group/u/alex)\
**Replies:** 1\
**Last updated:** [13 November 2023 10:45 UTC](https://terraphim.discourse.group/t/terraphim-graph-embeddings-optimisation/19 "2023-11-13T10:45:16Z")
Before and after: This is why we love Rust. Stay tuned for two hour long video.
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## [On different search modes in search and recommendation engines](https://terraphim.discourse.group/t/on-different-search-modes-in-search-and-recommendation-engines/13)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 0\
**Last updated:** [12 October 2023 08:55 UTC](https://terraphim.discourse.group/t/on-different-search-modes-in-search-and-recommendation-engines/13 "2023-10-12T08:55:49Z")
Remember the numbers from 10 years ago, how 80% of the search traffic is outbound, and only 20 is internal? I checked my ratio, and it shifted heavily; it’s 50/50 now. Why? I have collected a big case to prove that we h…
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## [AI ethics and consequences](https://terraphim.discourse.group/t/ai-ethics-and-consequences/12)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 0\
**Last updated:** [10 October 2023 08:43 UTC](https://terraphim.discourse.group/t/ai-ethics-and-consequences/12 "2023-10-10T08:43:48Z")
The first reaction to this statement can be, “Come on, stop it already.” But let’s try to think about technology-induced risks from a professional position. The Chernobyl disaster, after all, was not very big in immedia…
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## [Role-based search](https://terraphim.discourse.group/t/role-based-search/11)
**Author:** [@alex.turkhanov](https://terraphim.discourse.group/u/alex.turkhanov)\
**Replies:** 2\
**Last updated:** [10 October 2023 08:41 UTC](https://terraphim.discourse.group/t/role-based-search/11 "2023-10-10T08:41:37Z")
What do a role-based search and user flows mean? Some theory behind the semantic roles (see WordNet) and its practical implications.
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## [Introducing Donation Driven Roadmap](https://terraphim.discourse.group/t/introducing-donation-driven-roadmap/10)
**Author:** [@alex](https://terraphim.discourse.group/u/alex)\
**Replies:** 0\
**Last updated:** [3 October 2023 07:58 UTC](https://terraphim.discourse.group/t/introducing-donation-driven-roadmap/10 "2023-10-03T07:58:41Z")
Terraphim AI is partially supported by Innovate UK via the Eureka funding program up to 60% of costs, under grant 600594, “ATOMIC”, jointly with our collaborators Ontola - the team behind Atomic Data Server and Protocol. …