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Personalizing esketamine treatment in TRD and TRBD

https://www.frontiersin.org/articles/10.3389/fpsyt.2025.1736114
1•PaulHoule•51s ago•0 comments

SpaceKit.xyz – a browser‑native VM for decentralized compute

https://spacekit.xyz
1•astorrivera•1m ago•1 comments

NotebookLM: The AI that only learns from you

https://byandrev.dev/en/blog/what-is-notebooklm
1•byandrev•1m ago•1 comments

Show HN: An open-source starter kit for developing with Postgres and ClickHouse

https://github.com/ClickHouse/postgres-clickhouse-stack
1•saisrirampur•2m ago•0 comments

Game Boy Advance d-pad capacitor measurements

https://gekkio.fi/blog/2026/game-boy-advance-d-pad-capacitor-measurements/
1•todsacerdoti•2m ago•0 comments

South Korean crypto firm accidentally sends $44B in bitcoins to users

https://www.reuters.com/world/asia-pacific/crypto-firm-accidentally-sends-44-billion-bitcoins-use...
1•layer8•3m ago•0 comments

Apache Poison Fountain

https://gist.github.com/jwakely/a511a5cab5eb36d088ecd1659fcee1d5
1•atomic128•5m ago•1 comments

Web.whatsapp.com appears to be having issues syncing and sending messages

http://web.whatsapp.com
1•sabujp•5m ago•2 comments

Google in Your Terminal

https://gogcli.sh/
1•johlo•7m ago•0 comments

Shannon: Claude Code for Pen Testing: #1 on Github today

https://github.com/KeygraphHQ/shannon
1•hendler•7m ago•0 comments

Anthropic: Latest Claude model finds more than 500 vulnerabilities

https://www.scworld.com/news/anthropic-latest-claude-model-finds-more-than-500-vulnerabilities
1•Bender•12m ago•0 comments

Brooklyn cemetery plans human composting option, stirring interest and debate

https://www.cbsnews.com/newyork/news/brooklyn-green-wood-cemetery-human-composting/
1•geox•12m ago•0 comments

Why the 'Strivers' Are Right

https://greyenlightenment.com/2026/02/03/the-strivers-were-right-all-along/
1•paulpauper•13m ago•0 comments

Brain Dumps as a Literary Form

https://davegriffith.substack.com/p/brain-dumps-as-a-literary-form
1•gmays•13m ago•0 comments

Agentic Coding and the Problem of Oracles

https://epkconsulting.substack.com/p/agentic-coding-and-the-problem-of
1•qingsworkshop•14m ago•0 comments

Malicious packages for dYdX cryptocurrency exchange empties user wallets

https://arstechnica.com/security/2026/02/malicious-packages-for-dydx-cryptocurrency-exchange-empt...
1•Bender•14m ago•0 comments

Show HN: I built a <400ms latency voice agent that runs on a 4gb vram GTX 1650"

https://github.com/pheonix-delta/axiom-voice-agent
1•shubham-coder•15m ago•0 comments

Penisgate erupts at Olympics; scandal exposes risks of bulking your bulge

https://arstechnica.com/health/2026/02/penisgate-erupts-at-olympics-scandal-exposes-risks-of-bulk...
4•Bender•15m ago•0 comments

Arcan Explained: A browser for different webs

https://arcan-fe.com/2026/01/26/arcan-explained-a-browser-for-different-webs/
1•fanf2•17m ago•0 comments

What did we learn from the AI Village in 2025?

https://theaidigest.org/village/blog/what-we-learned-2025
1•mrkO99•17m ago•0 comments

An open replacement for the IBM 3174 Establishment Controller

https://github.com/lowobservable/oec
1•bri3d•20m ago•0 comments

The P in PGP isn't for pain: encrypting emails in the browser

https://ckardaris.github.io/blog/2026/02/07/encrypted-email.html
2•ckardaris•22m ago•0 comments

Show HN: Mirror Parliament where users vote on top of politicians and draft laws

https://github.com/fokdelafons/lustra
1•fokdelafons•22m ago•1 comments

Ask HN: Opus 4.6 ignoring instructions, how to use 4.5 in Claude Code instead?

1•Chance-Device•24m ago•0 comments

We Mourn Our Craft

https://nolanlawson.com/2026/02/07/we-mourn-our-craft/
1•ColinWright•26m ago•0 comments

Jim Fan calls pixels the ultimate motor controller

https://robotsandstartups.substack.com/p/humanoids-platform-urdf-kitchen-nvidias
1•robotlaunch•30m ago•0 comments

Exploring a Modern SMTPE 2110 Broadcast Truck with My Dad

https://www.jeffgeerling.com/blog/2026/exploring-a-modern-smpte-2110-broadcast-truck-with-my-dad/
1•HotGarbage•30m ago•0 comments

AI UX Playground: Real-world examples of AI interaction design

https://www.aiuxplayground.com/
1•javiercr•31m ago•0 comments

The Field Guide to Design Futures

https://designfutures.guide/
1•andyjohnson0•31m ago•0 comments

The Other Leverage in Software and AI

https://tomtunguz.com/the-other-leverage-in-software-and-ai/
1•gmays•33m ago•0 comments
Open in hackernews

Coral NPU: A full-stack platform for Edge AI

https://research.google/blog/coral-npu-a-full-stack-platform-for-edge-ai/
146•LER0ever•3mo ago

Comments

jononor•3mo ago
It seems here that Google provides the core IP, and that Synaptic packages this (and probably other related IP blocks) block that can be used to build a SoC. As of now there are no chips announced. So it will be some years before we as software/electronics engineers get to play with it.

The architecture seems to be RISC-V array with standard RVV vector instruction set. That is a quite familiar environment for software developers compared to custom systolic arrays.

nerdsniper•3mo ago
I think they announced 5 chips[0] in the SL2610 product line[1] today. It appears they're combining 1-2 ARM Cortex-A55 with a Cortex-M52 and a 1 TOPS NPU. Somewhat more complete data sheet here[2] (which is still a bit anemic, IMHO) There are photos of the devkit hardware that will be offered at [6] if you scroll up a little bit.

The original Google Coral lineup offered a 4TOPS accelerator back in 2018-2020.[3][4]

The original (4 TOPS) Coral used ~1 watt while this new Coral TPU is designed for 10mW/0.5 TOPS.[5] That power budget fits well alongside low power MCU's.

It doesn't appear to include any hardware accelerated video encoding[6] for H264/etc, which was also a massive limitation of the original google coral (improved slightly in the Dev Board Mini). There's a lot of documentation on consuming WebRTC content, and while streaming out is mentioned ... any encoding would have to be performed on one of the A55 cores at dubious performance levels. The RK3588, for example, includes a VPU for hardware accelerated video encoding (H264/HEVC encoding @ 8k30fps).

0: https://cdn.bfldr.com/ZU41R0OK/at/tjm5s8hrmz5mgqrjtsrc5c4/sl...

1: https://www.synaptics.com/products/embedded-processors/sl261...

2: https://cdn.bfldr.com/ZU41R0OK/at/ks4thp8bw9n3bt2ktms3k34s/s...

3: https://abopen.com/news/google-launches-coral-edge-tpu-devel...

4: https://developers.googleblog.com/en/new-coral-products-for-...

5: https://developers.google.com/coral/guides/power

6: https://synaptics-astra.github.io/doc/v/latest/linux/index.h...

fisf•3mo ago
Looking at the state of the original Coral TPU (which was basically abandoned, just like regular other Google stuff), would make me very wary to use this is a long term product.
serf•3mo ago
the coral tpu does what it does and it's not bad at it. The documentation is good , and quite a few people use them practically. They're available readily.

What's upsetting about the state? Continued development?

however, to your point : being google affiliated is a huge red-flag for longevity.

ipsum2•3mo ago
They were completely sold out for 2-3 years (2020 onwards), and Google wiped documentation (https://coral.ai/products/accelerator/ redirects to the main page, which has no reference to the original Coral). I can't tell where there's an official place to buy this. I see some on Amazon, but that might be resold.
jauntywundrkind•3mo ago
Huge amount of drivers, all for 6.12, which is already pretty old. https://github.com/synaptics-astra/linux_6_12-drivers-synapt...

Agreed that that no hardware video encode is pretty damned deflating.

Having such a low power device is incredibly enticing. Thanks for the good details. One random thing I'm kind of excited over, there's 3x I2S audio connections, which has some weird fun use cases (ideally a little field recorder?).

One curious thing, Google's post says they are still trying to finalize the matrix extensions for RISC-V. I'm assuming those simply aren't on these Synaptics chips?

WanderPanda•3mo ago
Did you check out the STM32N6? It apparently has an h264 encoder
pjmlp•3mo ago
Interesting that in 2025 they only provide C compiler support as building tool, who cares about security in AI systems.
fisf•3mo ago
This is blatantly false. There are MLIR based backhands for other languages. This is explicitly mentioned on the landing page at https://developers.googleblog.com/en/introducing-coral-npu-a....

Please language troll somewhere else.

webdevver•3mo ago
is hardware still squirrelled away behind mega paywalls of one or two companies holding all the EDA software?

someone at ycombinator should create a "github for silicon IP" company. that would be awesome.

wiml•3mo ago
Like OpenCores?
webdevver•3mo ago
opencores is cool but its not very New and Shiny... upon further thought, i suppose a github for ip would just be github
LER0ever•3mo ago
Also seems the core hardware was open-sourced? Github: https://github.com/google-coral/coralnpu
babl-yc•3mo ago
Will be interested to see what their developer kit looks like when (and if) they release it.

I've been experimenting with the BeagleY-AI to build a little edge AI gizmo with a camera (Texas Insturments SoC + 4 TOPS NPU in RPi 5 form factor)

https://docs.beagleboard.org/boards/beagley/ai/demos/using-e...

metadat•3mo ago
That's cool, any success stories, challenges or other feedback you can share?

I've only heard of people using Coral PCIe / USB for edge image AI processing tasks like classifying subjects in a stream. Curious if you have the same use case or something different!

babl-yc•3mo ago
I'm trying to make a DIY security camera that can run local models, and stream video over wifi.

The TI SDK makes it easy to run demos but making any custom apps quickly gets complicated unless you are familiar with embedded Linux dev, Yocto, etc. Certainly much more complex than iOS/Android.

Hopefully over time the tools for embedded can catch up to mobile.

jmward01•3mo ago
Google's track record of suddenly dropping something they have developed and their stellar record on privacy make me pretty wary of this. I would like something like it, but Google as the champion just doesn't give me confidence.
bogwog•3mo ago
Didn't they abandon the previous Coral accelerators?
ReadEvalPost•3mo ago
They aged out of being competitive against SoC NPUs. This is ultimately the successor to that.
ssl-3•3mo ago
Does "it aged out of being competitive" mean the same thing as "they abandoned it," or does it mean something else?
_fuchs•3mo ago
Pretty much. They used to be „plug and play“ but running them with modern tensorflow is a huge pain
yurimo•3mo ago
I'm guessing you can still find Coral TPU-based boards somewhere but not sure what the support for these will be now that the focus is shifting. Coral TPU also uses subset of tensorflow and its nice to see that the open standard is targeting jax and torch.

When I went to see if anyone is selling the boards or their "Partners" page regarding manufacturing design I got 404 even after signing in: https://developers.google.com/coral/guides/coral/resource

fabmilo•3mo ago
How much would cost to produce these ?
dankle•3mo ago
Price?
fulafel•3mo ago
This seems cool:

> Hardware-enforced privacy

> A core principle of Coral NPU is building user trust through hardware-enforced security. Our architecture is being designed to support emerging technologies like CHERI, which provides fine-grained memory-level safety and scalable software compartmentalization. With this approach, we hope to enable sensitive AI models and personal data to be isolated in a hardware-enforced sandbox, mitigating memory-based attacks.

mark_l_watson•3mo ago
This seems like important work and at first I wondered what this does for Google's bottom line. However reading about the simulator for software dev and the hardware kits, Google is aiming to win the AI glasses, etc. edge wars. All makes sense.