Nehul Sharma

Data Scientist @HPE | Building with LLMs - RAG, agents, evals. Sharing experiments, failures & lessons

[Nehul Sharma @nehulbuilds]

What if the next breakthrough in AI agents isn’t a smarter model, but a better memory?

Anthropic is exploring a technique called “dreaming.”

What: Agents use idle time to review and improve their stored memories.

Why: Storing more context doesn’t guarantee better recall.

How: They revisit past sessions, correct inaccurate memories, and organize knowledge into searchable wikis.

In one internal test, search + wiki scored 61% vs 53% for search alone, using approx 20K fewer tokens per question.

My take: Smarter memory might matter more than bigger context windows.

Link below⬇️

[Nehul Sharma @nehulbuilds]

@Givancai That’s the right balance. Let the system catch patterns, but keep a human in loop of the final decision.

[Nehul Sharma @nehulbuilds]

88 → 521 followers in just 24 hours!

Honestly didn’t expect this. Still processing it 😭

Been sharing my AI/ML journey, building, learning, and meeting some amazing people along the way.

Thank you to everyone who followed!

If you’re into AI/ML, LLMs, RAG, or AI agents, let’s connect and keep building together!

[Nehul Sharma @nehulbuilds]

@LearnOpenGLES I like this approach. Makes more sense to keep what actually matters instead of letting old plans and context pile up.

[Nehul Sharma @nehulbuilds]

What if the next breakthrough in AI agents isn’t a smarter model, but a better memory?

Anthropic is exploring a technique called “dreaming.”

What: Agents use idle time to review and improve their stored memories.

Why: Storing more context doesn’t guarantee better recall.

How: They revisit past sessions, correct inaccurate memories, and organize knowledge into searchable wikis.

In one internal test, search + wiki scored 61% vs 53% for search alone, using approx 20K fewer tokens per question.

My take: Smarter memory might matter more than bigger context windows.

Link below⬇️

[Nehul Sharma @nehulbuilds]

@_nyxied_ Lolzzz why

[Nehul Sharma @nehulbuilds]

@SparkTsaiX That's a really interesting approach! Turning recurring ideas into reusable concepts instead of just saving entire conversations is exactly what makes this kind of memory useful.

[Nehul Sharma @nehulbuilds]

@PosaniRishi Hey, connected

[Nehul Sharma @nehulbuilds]

@raulcazacincu It'll work for you also, don't worry hehe

[Nehul Sharma @nehulbuilds]

@mishraPriyan97 Hehehe

[Nehul Sharma @nehulbuilds]

@buildinlisbon Yo connected🙌

[Nehul Sharma @nehulbuilds]

@shudong1026 Hey so my content is around AI and everything happening new in tech, educational posts, sometimes I get stuck and want to have opinions from people so those posts also

[Nehul Sharma @nehulbuilds]

@nxfnxr Connected😎

[Nehul Sharma @nehulbuilds]

@darkecx Employee of the month, somehow now my boss 😂

[Nehul Sharma @nehulbuilds]

Me: Fix this one bug.

AI agent: Time to redesign the entire codebase.

[Nehul Sharma @nehulbuilds]

@NickelX Hey same here

[Nehul Sharma @nehulbuilds]

@7Yearsssssss 👍

[Nehul Sharma @nehulbuilds]

@MuralistRNow Hey Sid, what are you experimenting these days

[Nehul Sharma @nehulbuilds]

@theMasaki Hehe thnx😎

[Nehul Sharma @nehulbuilds]

@Nelusdev Yo! Just followed you back

[Nehul Sharma @nehulbuilds]

@UjasDiyora Thanks😎

[Nehul Sharma @nehulbuilds]

@huntingood2003 Same here! Been procrastinating way too much lately, even though I have so many things I want to get done 😭

[Nehul Sharma @nehulbuilds]

@huntingood2003 You too, are you experimenting on smth new this week

[Nehul Sharma @nehulbuilds]

@zhx75769647 Yo! Lets connect, what are you building currently