Munish Gupta

Designing Systems at Scale

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[Munish Gupta @write2munish]

The real lesson is not "spend more tokens."

It's three rules:
- shrink context to high-signal tokens
- scale parallel samples only with a verifier
- match compute to query difficulty

Brute force works. Uniform brute force wastes money.

[Munish Gupta @write2munish]

300 tokens beat 113,000 tokens at the same task.

Everything you've been told about "just use a bigger context window" is backwards. 18 models, one uncomfortable result. 🧵

[Munish Gupta @write2munish]

Inference cost is rewriting training economics.

An Apr 2026 paper: once you price in repeated-sampling cost, optimal pretraining shifts past Chinchilla into overtraining.

Allocate more samples to smaller models. https://t.co/KpwwUIrcYP

[Munish Gupta @write2munish]

@simplilearn I signed up for Oxford Programme in AI and Business Analytics, and paid the fees. Now the program was to start from 7th May. The program did not start on 7th May, neither do I see the program in LLM dashboard. I raised tickets - 03419824, 03412572, but no response.

[Munish Gupta @write2munish]

Most people optimize for stability.
A few optimize for freedom.

The outcomes look very different over time.

[Munish Gupta @write2munish]

@Nicolascole77 Social

[Munish Gupta @write2munish]

@TommiPedruzzi Ai

[Munish Gupta @write2munish]

10 GitHub Repositories To Master Claude Code https://t.co/5jx97WHtLG

[Munish Gupta @write2munish]

@SiddharthKG7 Optimizing for toys instead of a bloodline is a poverty mindset.

You’re trading a lifelong support network for a slightly nicer car and a private school crest.

Stop overthinking the budget and start building the team that will carry your legacy when you're gone. 👨‍👩‍👧‍👦🛡️

[Munish Gupta @write2munish]

What are you building today?

[Munish Gupta @write2munish]

Why is everyone becoming a builder? AI has killed the barrier to entry. If you can imagine it, you can build it. 🛠️

[Munish Gupta @write2munish]

The future belongs to those who create. Stop consuming, start building. The tools are ready—are you? 🌍