Hiten Kamari

Lateral Thinker. Digital, Design, Data.

[marfin @marfinxx]

this is pure f*cking treasure

A Stanford AI research group found how to orchestrate Claude Opus 5.5 and GPT-6.1 Sol together, and it completely breaks the search scaffolding wall

most developers try to combine frontier models by chaining prompts in one context window or hardcoding rigid evolutionary loops. you burn tokens on context bloat and freeze models into fixed search rules that out-date themselves within 5 iterations

Stanford's architecture eliminates human-designed search scaffolding and splits the cognitive stack:

> search director: Claude Opus 5.5 plans the search, querying a persistent idea-graph where MAP-Elites and MCTS reduce to single Cypher queries
> candidate proposer: GPT-6.1 Sol explores high-entropy code variations inside isolated execution sandboxes
> zero context bleeding: sessions reset after each iteration to prevent prompt bloat while the graph stores lineage
> evaluator isolation: candidate code never touches the scoring process, stopping reward hacking and test leakage cold
> meta-agent distillation: an offline meta-pass extracts verified lessons and updates search guidance across branches

the benchmark metrics outclass standard discovery baselines:

> 3.2x lower model spend than fixed evolutionary frameworks
> 1st place rank across 7 competitive AtCoder heuristic contests against human competitors
> beats published SOTA on Anthropic kernel builder and 11 mathematical optimization tasks
> 0% reward hacks: candidate-controlled metric tampering eliminated

Opus directs the search graph. Sol explores the code

you stop writing rigid search harnesses. you let frontier models own the discovery loop

[Elon Musk @elonmusk]

This is the future we shall bring into being

[Neuralink @neuralink]

A beautiful surprise

[ℏεsam @Hesamation]

Stanford just published their autumn 2025 AI: Principles and Techniques course on YouTube. It's ~20 hours of lectures that you can watch right now or skip if you find them too boring.

https://t.co/1U51OU7nZT

[Roan @RohOnChain]

This 2 hour Stanford lecture on AI careers will teach you more about winning in the AI race than every piece of AI content you have scrolled past this year.

Bookmark this & give it 2 hours, no matter what. It'll be the most productive thing you could do this weekend.

[Anglo American @AngloAmerican]

Our Sakatti mine in Lapland looks as if it isn’t far from Santa’s workshop, and this snowy landscape feels like the perfect festive setting.
But it’s also a reminder that Christmas is about more than just the seasonal snow – it’s about people and the connections we share. These connections are what inspire us to re-imagine mining to improve people’s lives.
We wish everyone connected to our business a Merry Christmas and a happy festive period!

[Anglo American @AngloAmerican]

2024 has been a year of significant change and progress for Anglo American. Our focus on operational excellence, portfolio simplification, and growth is driving performance and setting us up for future success.

We're proud of our achievements in responsible mining, from introducing innovative technologies to strengthening community partnerships.

As we look ahead, we're excited about the future.
#LifeAtAngloAmerican

[Aaron @aaronp613]

ChatGPT integration in iOS 18.2 beta 1

[CWU @CWUnews]

How do we build a better society? Be more like Darren ❤️

[Anglo American @AngloAmerican]

We have announced our half year results for 2024, highlighting a strong operational performance delivering $5.0 billion of underlying EBITDA.

Find out more today: https://t.co/QUG0UojhyF

[Anglo American @AngloAmerican]

Copper is one of the most versatile materials in the world – did you know these facts about one of the most important metals for building society?

Find out more about #copper here: https://t.co/sRscfXsWBI

[Anglo American @AngloAmerican]

Anglo American has launched H2 Moves Europe, a new initiative to increase awareness of the role of hydrogen-powered fuel cell electric vehicles (#FCEVs) within a decarbonised mobility mix.

New #hydrogen fleets operating in Paris and Brussels in partnership with Hype, official taxi supporter of the 2024 Paris Olympic Games, will join those already operating in Berlin with Safe Driver ENNOO and Toyota Germany.

Find out more here https://t.co/bAIzcROhZ5 and at https://t.co/GElp3NjAHs

[Apple Hub @theapplehub]

iPhone Mirroring on Mac is so cool 😮‍💨

[proper @ProperPrompter]

AI video is evolving fast...

Here's 9 fantastic short films people have shared recently:

🧵

[Dexerto @Dexerto]

Apple is introducing ‘Math Notes’ on iPad, where users can write down a math problem with Apple pencil and the app solves it immediately in real-time

[Roni Rahman @heyronir]

Google Maps just got upgraded!

Now you can directly chat with it like ChatGPT.

Here are 5 new awesome features available on Maps:

[Andreas Storm @avstorm]

The Apple Event intro is a masterpiece

[Alex Aperios @AlexAperios]

This alone just reminds me of simpler times and great design.

[Paul Couvert @itsPaulAi]

I've just noticed that Microsoft has added AI image editing options in Windows

You can remove any element from an image and the generative AI will fill in.

It works natively and for free with the default Photos app:

[Nick St. Pierre @nickfloats]

AI dubbing is getting scary good

This is from @PipioHQ

They translate videos while retaining the sound/intonation of the original voice, & they match lip movements to the new language

Link below if you wanna try it out