Deepthi Kasturi

[Deepthi Kasturi @scenarynviolin]

Built a mini constrained-decoding simulator for structured LLM output.

Exercise from https://t.co/4kh8xUtaPY

#LLM #JSONSchema #StructuredOutputs #BuildInPublic

[Deepthi Kasturi @scenarynviolin]

Lesson: not every problem is a code problem. The display was wiring, the GIF was format.

[Deepthi Kasturi @scenarynviolin]

Aki is now on real hardware 🐱
Parts arrived, and this weekend I:
⚡ Made the microcontroller blink
🖥️ Got the display running
🐱 Put Aki on the screen
Plenty of debugging along the way. Details below 👇

#buildinpublic

[Deepthi Kasturi @scenarynviolin]

Mac setup: Arduino IDE + the CH340 driver so the board shows up.
Debugged with Codex, Claude, and a post from someone who'd hit a similar problem.

[Deepthi Kasturi @scenarynviolin]

Digital pet project:

New moods for Aki 🐱 sleepy 😴 and surprised 😳 just joined the lineup

#BuildInPublic #LearnInPublic

[Deepthi Kasturi @scenarynviolin]

TIL: Learned how voice actually gets into the app

SpeechRecognition interface-> converts what I say→ text transcript→ Gemini API→ returns an emotion
Also found instructor, a Python lib that forces LLMs to return structured, validated o/p using Pydantic models.
#buildinpublic

[Deepthi Kasturi @scenarynviolin]

Building a digital pet cat that reacts to how you talk to it 🐱
Phase 1 done:
🎤 Mic captures your voice
🧠 LLM reads the emotion
🎨 Pixel cat (made in Piskel) switches between happy / thinking / idle
Inspired by an Instagram reel.

#BuildingInPublic #LearningInPublic

[Deepthi Kasturi @scenarynviolin]

Day 2: TIL

Today I started learning about Structured Outputs.
- Structured output spectrum
- JSON Schema : A machine readable contract
- Pydantic Pattern
Exploring...

#LearningInPublic #100DaysOfCode #100DaysOfAI

[Deepthi Kasturi @scenarynviolin]

Day 1: TIL

- Boundary prompts defines the scope. Guardrails enforce those limits through prompts, validation, and application code.

- How LangChain helps with Multi-Provider Prompt Execution.

- max_tokens and content window

#LearningInPublic #100DaysOfCode #100DaysOfAL

[freeCodeCamp.org @freeCodeCamp]

GitHub Actions help you automate stuff, like your build, test, and deployment pipelines.

But your workflows can get complex - so you may want to clean them up.

Here, Liz shows you how to build a deployment pipeline with reusable GitHub Actions & Heroku.

https://t.co/viefnVigjw

[freeCodeCamp.org @freeCodeCamp]

Google recently released a new certificate in Cybersecurity.

You don't need any experience to begin – it was designed for beginners.

In this overview, @EamonnCottrell explains what the Cybersecurity Professional Certificate is & how to get started.

https://t.co/LQq5BetoeT

[ISRO @isro]

Chandrayaan-3 Mission:
'India🇮🇳,
I reached my destination
and you too!'
: Chandrayaan-3

Chandrayaan-3 has successfully
soft-landed on the moon 🌖!.

Congratulations, India🇮🇳!

#Chandrayaan_3
#Ch3

[freeCodeCamp.org @freeCodeCamp]

The HTTP protocol is the backbone of the modern internet.

It's key to helping computers communicate on the web

In this guide, @wagslane explains the key concepts of HTTP networking in JavaScript, like DNS, error handling, headers, JSON, and lots more.

https://t.co/dm7LYbTUds

[Quincy Larson @ossia]

freeCodeCamp just published a FREE 8-hour course taught by the founder of https://t.co/jxDVYziAPU on AI Safety.

This course will walk you through key concepts like:
🤖 Anomaly Detection
🫧 Interpretable Uncertainty
🐦‍⬛ Black Swan Robustness
🎭 and Detecting Emergent Behavior

[Swapna Kumar Panda @swapnakpanda]

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[Swapna Kumar Panda @swapnakpanda]

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[Swapna Kumar Panda @swapnakpanda]

Learn Computer Science for FREE
- Harvard
- Stanford
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❯ CS50 from Harvard
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❯ C/C++
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❯ Python
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