Some Crosslink criticism feels like Bitcoin-style resistance to change.
But hybrid PoW/PoS ≠ replacing mining. Miners produce Zcash blocks; finalizers help prevent deep reorgs.
Security threats evolve and crosslink is still in R&D. Shielded Labs is researching security risks early, as with NSM & Epoch.
Want to be a part of the featurenets, get yourself up-to-date in the forum-post forum.zcashcommunity.com/t/c…
Here you can see the network realtime: crosslink.staker.space/chain
We run a sequencer on @aztecnetwork.
We can't see your private transactions.
That's not a promise. It's how the network is built
And it's not just private transfers.
Aztec runs fully composable smart contracts, anything Ethereum can do, and any function can be marked private.
Even contract-to-contract calls stay hidden.
Staker Space retweeted
Every Aztec transaction can do any combination of the following:
1. Verify a passport from 140 countries
2. Encrypt data
3. ML inference
4. Pay people privately
5. Verify passkey signatures
6. Run a public VM
7. Read / write Ethereum contracts
8. Whatever you want...
It’s time.
Alpenglow goes live on mainnet-beta Wednesday, October 21, ~14:50 UTC.
18 months of work for a migration that happens in one slot. Finality drops from seconds to ~150ms.
Make sure to follow us @anza_xyz as we countdown to go-live.
Details: anza.xyz/alpenglow
Staker Space retweeted
By this time tomorrow, solana will have 200ms slot times solana.com/200ms
BAM campaign update: Jito's proposed JIP-39 keeps the BAM subsidy at full rate through Q4 2026, then winds it down to end in Q2 2027.
Nothing changes for stakers today. Points keep growing, and we'll announce our end date in advance.
bam.staker.space
They are doing it again at @hydration_net , making the best product choices. Expanding Polkadot users to Near intents!
Good tech!
I spent $4,699 on a DGX Spark and used it as a chatbot for six months.
Not proud of it. But I think most Spark owners are doing the same thing, so let me tell you what changed.
The moment was dumb. I had a recording of a client call, needed notes, and my first instinct was to open a browser tab and upload it to some transcription SaaS.
Then I looked at the box on my desk. 128 GB of unified memory. Sitting there. Running a chat model I'd asked maybe 30 questions that day.
And I thought: I have a supercomputer and I'm about to pay a stranger to listen to my client call.
So I tried to do it locally. And here's where it got annoying:
- my LLM can't hear audio
- the ASR model I found is great but it's a CLI script
- the transcript came out in two languages, need translation
- summary needs the LLM again
- now I want a mind map, that's another tool
- oh and here's a scanned PDF from the same meeting, OCR, another tool
Copy paste copy paste. Output saved to ~/Downloads/final_v2_REAL.txt.
That's when it clicked: tokens per second was never the point of this box.
A 24 GB gaming card forces you to pick ONE model, so everyone picks the biggest generalist and asks it to do everything. But 128 GB doesn't force that. You can keep six specialists loaded at once. A 1.7B speech model transcribes better than a 35B chat model ever will. A tiny translation model just translates and doesn't get creative. The big LLM does the thinking, and only the thinking.
The hardware was never the problem. The missing piece was the thing that ties them together.
So I built it. SparklingKit.
(the name is a tribute to the Spark. also: a spark is one flash, sparkling is when it keeps going)
What it actually is:
→ transcription, OCR, translation, image grounding, text-to-image, mind maps, chat. one panel.
→ six models hand-picked to fit together in 128 GB with room left over
→ queue-first: drop a 3-hour recording, go get coffee, check from your phone
→ nothing is a dead end: finish a transcript and "translate / map / chat with it" are already waiting
→ visual workflows: chain the steps once, run them forever
→ everything is a file. one folder. no database. copy it to back up. point Obsidian at it.
→ nothing leaves your machine unless you send it.
The thing I care about most: if you stop using SparklingKit tomorrow, nothing happens to your data. It was already a folder of markdown and json. There's no lock-in to escape.
Spark owners: you bought room, not a faster chatbot. This is how I'm using the room.
No Spark? The panel runs anywhere Docker runs. Point it at your own endpoints.
It's open source, and it's version one. Rough edges exist. Issues and PRs very welcome.
Full details and a one-line install at sparklingkit.com
If you've ever uploaded something private to a cloud AI and felt weird about it, this is for you.
Stake with a network validator and govern or override for future votes, choice is yours. Since the exchanges usually dont weigh in and your stake is not represented.
Bring the activity on-chain
staker.space/network/solana
Replying to @MarinadeFinance
9/ The other thing worth watching is who hasn't weighed in yet.
@coinbase @binance @krakenfx @Official_Upbit @okx @Gemini hold 70.8M SOL between them. None of them has cast a ballot on either proposal.
That's a lot of SOL belonging to a lot of people, and the exchange is the one who decides whether it gets voted. There's still a day for that to change.
We voted YES on all three new Solana governance proposals, we written in a blog the reasoning behind staker.space/posts/2026-08-2…















