Richard Ginsberg

SVP, Head of Engineering Operations @guidepoint

[Richard Ginsberg @RichardGinsberg]

@CharlesBanks99 @MiaAI_lab @UnslothAI @NVIDIAAI Try using Pi Code 262k on Qwen3.6-27b is about 8 prompts on large code bases.

[Richard Ginsberg @RichardGinsberg]

@bcherny @DoctorYev #2 can definitely be fulfilled by an AI agent today.
#1 is tandem human and AI agent.
#3/4/5 best performed by humans. Will be a few years out before AI agents can do 50% or more.

[Richard Ginsberg @RichardGinsberg]

After reading this article, I realized a competitive advantage of space based AI data centers is that customers never take delivery of chips. There’s no way for competitors or nation states to reverse engineer them. https://t.co/1En6D65xbJ

[Richard Ginsberg @RichardGinsberg]

Check out this song I made! https://t.co/lMQd9wDot2

My Daughter and I collaborated on @suno.
Enjoy ‘Baddie Code’

[Richard Ginsberg @RichardGinsberg]

UHI should start with Gen X. They have paid long enough into the system, but won’t have anywhere the wealth of boomers. This gives the millennials the chance to take over. And everyone earns the right to early retirement.

Otherwise Gen X will continue working while everyone is in the dole.

[Richard Ginsberg @RichardGinsberg]

@TechLayoffLover Where are the $31k DeepMind level contractors in Bangalore?

[Richard Ginsberg @RichardGinsberg]

Numbers are off. US seniors are $140-190k outside of FAANG. Offshore team lead is $70k, juniors $30k each and rising double digit annually. Multiply by2.5x if using an agency. Claude API at scale is $500-2k/mo per resource. You can’t do full time coding on $40-100/mo plans.

$175k vs $208k ($448k agency)

Most of the best offshore developers already sponsored for work and living in US, Canada and Europe. Pot luck finding high caliber equivalent from remaining pool of mostly CMS/website devs.

[Richard Ginsberg @RichardGinsberg]

@no_stp_on_snek vLLM next?

[Richard Ginsberg @RichardGinsberg]

@Suhail Been firing up a lot of H200 on Runpod trying to get vLLM tuned just right 😉.

[Richard Ginsberg @RichardGinsberg]

@sudoingX Does it make sense to fine tune Qwen3.5-35b-a3b or are dense models better with the 3 datasets “Qwopus” was fine tuned with?

[Richard Ginsberg @RichardGinsberg]

@BoWang87 A tinier one was discovered a while back. Openclaw in your pocket with 3-5 days of battery life.

https://t.co/m2bnjeDe0v

[Marshall Richards @marshallrichrds]

I gave ClawPhone a phone number so it could start texting people and turned it into an appointment scheduler.

Agent-controlled hardware is definitely the future.

[Richard Ginsberg @RichardGinsberg]

@JohnMai_Dev Also working on a maderix ANE inspired project. Still a WIP. https://t.co/D6ktwtodAS

[Richard Ginsberg @RichardGinsberg]

@levelsio @surajgaud_ OpenClaw versions use dates. You can look at the releases on GitHub if an issue you are facing was subsequently fixed.

It’s early days and you should upgrade often, but there are lots of breaking changes that require openclaw.json changes just to restart the gateway.

[Richard Ginsberg @RichardGinsberg]

OpenClaw instance has Intel core i3 7th gen and 8gb.

Performance is fine with over 700 nodes in Neo4j. Graph render and semantic search (embeddings) and Cypher are zippy.

The same server runs Python API and ReactJS app in Docker. Also has GUI, chrome, Chrome Relay and OpenClaw gateway running too.

[Richard Ginsberg @RichardGinsberg]

I've been working on https://t.co/vFsoVdwl5U for the past 48 hours. It allows #OpenClaw to fetch, store and semantically search via graph database Bookmarks in X.

The 1st 24h I built 3mo of code. This morning I started tackling a #skill where I can use Telegram to visualize the graph, get a list of ranked results and a link to the local graph Portal.

It became a classic wack-a-mole where features 2/3 worked, but not 1. then 1, but not 2/3. Eventually, I switched to extension, then back to skill. Finally, I tried to start from scratch. Clean slate. Strangely enough w/o the skill OR the extension, I was able to render the graph via Telegram. How is magic possible... holy hell. The #session is alive.

[Richard Ginsberg @RichardGinsberg]

Tweet Graph has become a fun project to riff on with my #OpenClaw. Unlocks all my X bookmarks and gives me a reason to release an #OpenSource Project. Crons are now grabbing daily bookmarks that were added.

https://t.co/LePC66HAKJ

[Richard Ginsberg @RichardGinsberg]

To shake the session 'muscle memory' I needed to copy and rename the skill. Magically, I'm back to a sane state.

[Richard Ginsberg @RichardGinsberg]

Let's see the performance of file based memory vs vector embeddings via Gemini. Trying to super size my OpenClaw

[Richard Ginsberg @RichardGinsberg]

@cmp_055 Same tasks as my other instances of OpenClaw. I have them all in the same Telegram. All with different inference providers. Alternate tasks or multi task them. There are ways to connect native features like camera, accelerometer, contacts. Etc. I need to explore more.

[Richard Ginsberg @RichardGinsberg]

🤯Mindblowing. I’m on a train going 70mph. Android in my left hand, iPhone on the right. Android tethered & running #OpenClaw in Termux. I give instructions via telegram and it completes the job and saves its work on the phone. My data center and intelligence is portable. $30 🤑

[Richard Ginsberg @RichardGinsberg]

@michielmv It reboots a few times a week. I don’t have official confirmation, but probably related to a locked paygo android I never activated service on. It works great besides that.