latent-to · MichaelTrestman · Dec 22, 2025 · Dec 18, 2025 · Dec 18, 2025 · Dec 22, 2025
diff --git a/docs/learn/emissions.md b/docs/learn/emissions.md
@@ -18,6 +18,13 @@ See:
 - [Rationale for the flow-based model](#rationale-for-flow-based-emissions)
 :::
 
+See also:
+
+- [Implementation in the Subtensor codebase](../navigating-subtensor/emissions-coinbase.md)
+- [Yuma Consensus](./yuma-consensus.md)
+- [TAO.app Tokenomics Dashboard](https://www.tao.app/tokenomics)
+- [Dynamic TAO White Paper](https://drive.google.com/file/d/1vkuxOFPJyUyoY6dQzfIWwZm2_XL3AEOx/view)
+
 ## Injection and Distribution: Two-Stages of the Emissions Process
 
 Bittensor's emission system operates through two stages, reflecting the system's hierarchical, competitive nature: 
@@ -26,12 +33,6 @@ Bittensor's emission system operates through two stages, reflecting the system's
 
 - **Distribution**: At the end of each [tempo](../resources/glossary.md#tempo) (waiting period of ~360 blocks, ~72 minutes), accumulated rewards within each subnet are distributed to the subnet's participants through [Yuma Consensus](../resources/glossary.md#yuma-consensus), which evaluates individual performance and determines who deserves what share.
 
-See also:
-
-- [Coinbase Implementation](../navigating-subtensor/emissions-coinbase.md) in the Subtensor codebase
-- [Yuma Consensus](./yuma-consensus.md)
-- [Dynamic TAO White Paper](https://drive.google.com/file/d/1vkuxOFPJyUyoY6dQzfIWwZm2_XL3AEOx/view)
-
 ### Injection
 
 The first stage of emissions is _injection of liquidity_ into the subnet pools. Liquidity is injected to each subnet based on either price (legacy model) or net TAO flows (new model), or a weighted combination during the transition period.

diff --git a/docs/resources/bittensor-rel-notes.md b/docs/resources/bittensor-rel-notes.md
@@ -16,4 +16,5 @@ title: "Releases"
 
 ## Subtensor
 
-- [Github](https://github.com/opentensor/subtensor/releases)
+- [Github](https://github.com/opentensor/subtensor/releases)
+- [Runtime upgrade history on TAO.app](https://www.tao.app/runtime)
diff --git a/docs/resources/glossary.md b/docs/resources/glossary.md
@@ -308,7 +308,7 @@ The actual date of each halving is not fixed—it changes based on the amount of
 
 **See also:**
 
-- [TAO.app Halvings Tracker](https://tao.app/halvings)
+- Halving countdown on [TAO.app Tokenomics Dashboard](https://www.tao.app/tokenomics)
 - [Emission](../learn/emissions.md)
 
 ### Hotkey
@@ -345,11 +345,11 @@ A system that drives the behavior of subnet miners and governs consensus among s
 
 ### Issuance
 
-The total amount of TAO circulating in the Bittensor network. Includes TAO that is help in wallets and subnet liquidity pools, as well as TAO that is locked as subnet registration fees.
+The total amount of TAO circulating in the Bittensor network. Includes TAO that is held in wallets and subnet liquidity pools, as well as TAO that is locked as subnet registration fees.
 
-This can be viewed on Bittensor explorers such as [TAO.app](https://tao.app) and [TAOstats](https://taostats.io).
+This can be viewed on Bittensor explorers such as [TAO.app's Tokenomics Dashboard](https://www.tao.app/tokenomics), or [TAOstats](https://taostats.io).
 
-To query it directly from the change, see: [Subtensor Storage Query Example: Total Issuance](../subtensor-nodes/subtensor-storage-query-examples.md#123-totalissuance)
+To query it directly from the chain, see: [Subtensor Storage Query Example: Total Issuance](../subtensor-nodes/subtensor-storage-query-examples.md#123-totalissuance)
 
 See also: [Recycling, burning, and locking](#recycling-and-burning)
 
@@ -709,7 +709,11 @@ $$
 
 The process of attaching TAO to a validator hotkey, i.e., locking TAO to a subnet validator's hotkey to increase their total stake and increase their consensus power and share of dividends.
 
-**See also:** [Managing Stake with btcli](../staking-and-delegation/managing-stake-btcli.md), [Managing Stake with SDK](../staking-and-delegation/managing-stake-sdk.md), [Delegation](../staking-and-delegation/delegation.md)
+**See also:**
+- [Managing Stake with btcli](../staking-and-delegation/managing-stake-btcli.md)
+- [Managing Stake with SDK](../staking-and-delegation/managing-stake-sdk.md)
+- [Delegation](../staking-and-delegation/delegation.md)
+- [Browse validators on TAO.app](https://www.tao.app/validators)
 
 ### Subnet
 
@@ -906,9 +910,11 @@ A list of subnet IDs (netuids) indicating which subnets a delegate is authorized
 
 ### Validator
 
-A type of node in a subnet that creates tasks, evaluates the performance of subnet miners and sets weights based on their output. A subnet validator is connected only to subnet miners and to the external world. Subnet validators receive inputs from the external world and communicate bidirectionally with subnet miners.
+A type of node in a subnet that evaluates the performance of miners and sets weights based on their output
 
-**See also:** [Subnet Validators](../validators/), [Validators btcli Guide](../validators/validators-btcli-guide.md)
+**See also:**
+- [Validating in Bittensor](../validators/)
+- [Browse validators on TAO.app](https://www.tao.app/validators)
 
 ### Validator Trust
 

diff --git a/docs/resources/questions-and-answers.md b/docs/resources/questions-and-answers.md
@@ -31,10 +31,6 @@ import { VscFileMedia } from "react-icons/vsc";
 
 ## General
 
-## Where can I get answers to my questions about Dynamic TAO?
-
-This [Dynamic TAO FAQ](../dynamic-tao/dtao-faq).
-
 ### Is Bittensor a blockchain or an AI platform?
 
 It is both!
@@ -119,3 +115,13 @@ Browse the subnets at [TAO.app](https://tao.app), or on [Discord](https://discor
 You can keep trying forever, but your success depends on your performance. Mining and validating in a subnet is competitive. If a miner or validator is one of the three lowest in the subnet, it may be de-registered at the end of the tempo, and have to register again.
 
 See [miner deregistration](../miners/index.md#miner-deregistration).
+
+## Where can I get answers to my questions about Dynamic TAO?
+
+This [Dynamic TAO FAQ](../dynamic-tao/dtao-faq).
+
+## Who maintains the Bittensor blockchain, software, and documentation?
+
+Bittensor is an open-source project and is open to contributions from the community. Most of the core development on the Subtensor blockchain is done by engineers working for the [Opentensor Foundation](https://github.com/opentensor), a nonprofit organization. The Bittensor CLI (`btcli`), the Bittensor Python SDK, and this documentation, are developed by members of [Latent Holdings](https://latent.to/), a Bittensor development startup that also own maintains [tao.app](https://www.tao.app/) and [Subnet 14: TAOHASH](https://taohash.com/).
+
+The Head of Documentation for Bittensor is Michael 'Trexman' Trestman, who can be reached at m@latent.to, on [Github](https://github.com/MichaelTrestman), or [Discord](https://discord.com/users/1025598777425404006).
diff --git a/docs/staking-and-delegation/delegation.md b/docs/staking-and-delegation/delegation.md
@@ -15,9 +15,9 @@ Staking and unstaking operations incur transaction fees. See [Transaction Fees i
 
 See also:
 
-- [Staking with a Proxy](../keys/proxies/staking-with-proxy) - Keep your coldkey secure while managing staking operations
-- [Staking with Polkadot JS](./staking-polkadot-js.md)
-- [Validators: Acquiring stake](../validators/index.md#acquiring-stake)
+- [Browse validators on TAO.app](https://www.tao.app/validators), with on-chain identities, stake distributions, validator take percentages, etc.
+- [Staking with a Proxy](../keys/proxies/staking-with-proxy): Keep your coldkey secure while managing staking operations
+
 
 :::tip tips
 Validators/delegates can configure their take. The default value is 18%. See [`btcli sudo set-take`](../btcli#btcli-sudo-set-take).