Muhammad Bilal

Building AI systems from scratch (RAG, agents, memory)
Web dev → AI engineering
Sharing what I learn while building
DMs open — always down to talk RAG/agents/AI

[Muhammad Bilal @MadeByBilal]

Finetuned Llama-3.2-3B-Instruct to reason like DeepSeek R1.

4bit quant. ServiceNow R1 dataset. Runs local and on Colab.

The model now thinks step by step, that wasn't there before I trained it.

Unsloth made it easy. No GPU pain.

Still learning. This one felt real :)
#ai

[Muhammad Bilal @MadeByBilal]

@thdxr This is the kind of bet that needs scale

[Muhammad Bilal @MadeByBilal]

@bindureddy Turns out free was the killer feature.

[Muhammad Bilal @MadeByBilal]

@Im_IrushiK We’re cooked either way lol

[Muhammad Bilal @MadeByBilal]

@thsottiaux Quietly becoming the default.

[Muhammad Bilal @MadeByBilal]

Most agents drown in stale tool outputs, ballooning token counts without adding value.

Compress & Prune drops those outputs and summarizes history before each step, cutting usage by 84%.

What's the one thing your agent remembers that it really shouldn't🤔

#Ai #llm #agent

[Muhammad Bilal @MadeByBilal]

@Andrew51786 @Andrew51786
Exectly!

[Muhammad Bilal @MadeByBilal]

Stop using the context window as a database;
build an external memory loop.

Write to a vector store, then select chunks via tool calls to prevent poisoning and speed the loop.

What happens when your agent pulls memory only when needed?

[Muhammad Bilal @MadeByBilal]

@IsabellaMWeber The scary part isn’t AI making us smarter. It’s AI making it unnecessary for us to stay mentally sharp.

[Muhammad Bilal @MadeByBilal]

@turiyatman They didn’t disappear. The industry just stopped making room for them.

[Muhammad Bilal @MadeByBilal]

@jun_song They’re buying the ecosystem, not just the product

[Muhammad Bilal @MadeByBilal]

@Yuchenj_UW Jensen might’ve been onto something there

[Muhammad Bilal @MadeByBilal]

@markproduct My guy you’re literally posting 6–7x a day 💀

[Muhammad Bilal @MadeByBilal]

@SullyOmarr AI getting smarter but somehow less human

[Muhammad Bilal @MadeByBilal]

@wojakcodes They’re still there, just keeping everything running

[Muhammad Bilal @MadeByBilal]

@airkatakana Hard to argue with that

[Muhammad Bilal @MadeByBilal]

@yacineMTB The real plot twist is software engineers becoming blue collar workers for AI.

[Muhammad Bilal @MadeByBilal]

@radoslav_quant exectly!

[Muhammad Bilal @MadeByBilal]

More tokens won’t fix your AI agent’s limits || they’ll clutter its reasoning.

Flooding a 200k-token window with tool outputs creates Context Distraction.

Trim the excess, keep prompts tight, and let the model focus.

What will you cut to keep your agent sharp?

#agent #context

[Muhammad Bilal @MadeByBilal]

@jiya_3063 Switch back to linux☠️

[Muhammad Bilal @MadeByBilal]

@APompliano $1.06 billion Actually🙃

[Muhammad Bilal @MadeByBilal]

@tannuiscoding Bro, earning in dollars and spending in rupees is basically life on easy mode 😭