Ayush J

Building open-source tools for the agentic web - (AI voice mock interviews) -

[Ayush J @Ayush_observer]

@CliffordSosin best way to see intelligence

[Ayush J @Ayush_observer]

@sama in go subscription?

[Ayush J @Ayush_observer]

@sama @sama
Ilya’s ping-pong bug made something click: agents fail because they don’t retain repo constraints.
built Prodomi Loop, turns every failure into a durable, test-backed repo skill with holdout verification
lost the hackathon, but this feels like infrastructure.

[Ayush J @Ayush_observer]

@babayagatwt seriously, why they can’t able to compete? But i believe they will

[Ayush J @Ayush_observer]

@mark_k truly personal AI

[Ayush J @Ayush_observer]

@pmarca Intelligence is becoming infrastructure, medicine may be the first domain where billions of people feel its impact directly.

[Ayush J @Ayush_observer]

@paulg That’s why I try to read challenging books. The vital question by nick lane completely changed how I think about biology

[Ayush J @Ayush_observer]

⚡ GPT-5.6 Sol: Vertical Compaction & Density
Squeezes more work per token via compact internal scripts instead of text monologues.

Hidden realities:
• Executes 61% faster with 1/2 the output tokens
• Subtle "Intent Creep" refactoring
• File risk up (0.83 vs 0.88)

[Ayush J @Ayush_observer]

The first-principles divergence between OpenAI’s GPT-5.6 Sol & Anthropic’s Claude Fable 5 isn’t just about raw benchmarks it’s a fundamental split in how frontier models reason.

here is the deep architectural breakdown that folks are missing 👇

[Ayush J @Ayush_observer]

🤖 Claude Fable 5: Horizontal Scaling & Volume
Buys structural accuracy with massive text-based elaboration. Optimized to leverage a 1M token context & 128k output window to hold entire sprawling legacy codebases in memory without forcing aggressive, unprompted state mutation.

[Ayush J @Ayush_observer]

@IntuitMachine Gemini's architecture was designed from the ground up to be natively multimodal.

[Ayush J @Ayush_observer]

@cognition cool, this is the example of building your own thing from ground up

[Ayush J @Ayush_observer]

@yatharthmann super cool movie

[Ayush J @Ayush_observer]

@trq212 must read!!

[Ayush J @Ayush_observer]

@mattshumer_ mind blowing 🤯 look at quidditch playground

[Ayush J @Ayush_observer]

@Alfred_Lin true future is really bright

[Ayush J @Ayush_observer]

@frydwia totally inspired

[Ayush J @Ayush_observer]

@jointhebridge can i apply from india?

[Ayush J @Ayush_observer]

I built an AI that runs voice mock interviews and scores you.Not a chatbot — you actually talk, it listens, it grades your delivery.Why: reading question lists never fixed freezing + rambling out loud.
Free, no card: https://t.co/3kruURZsPk

[Ayush J @Ayush_observer]

@vkhosla @mlevchin @Stanford @Google @sundarpichai 😔