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$ sudo apt-get install tinker-dev && sudo tinker.run()

Hi, I'm Anuran Roy.

Tinkero-humorist, Claude flibbertigibbeter. A finite state machine that converts coffee to code.

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blog

Semantic Consensus and Semantic Drift

Contextual AI Agents are the present, transforming every workplace. But an AI agent is only as correct as the context as it references.

blog

How to ACTUALLY build a "Company Brain"

Contextual AI Agents are the present, transforming every workplace. But an AI agent is only as correct as the context as it references.

blog

To self-host or not to self-host?

Startup credits for infrastructure are a lifesaver, but only if it does not entail endless maintenance. How do you decide, as an early-stage technical founder, what to host and what not to host?

docs

Flow classes in Pymetrix

A look at the Flow Class objects - FlowNode, FlowLayer, and FlowGraph - that form the building blocks of Pymetrix.

LangTache

Active

Drop in replacements for popular LangChain types, without the OOP hell.

Typescript AI Engineering OOP

Pratilekha

Active

On-device STT models with Indic Language Support (8). Focused on Devnagari Languages in noisy environments, these on-device STT models are specifically tuned for different accents, and real world applications and not just for crushing benchmarks in lab tests.

Speech To Text STT S2T HuggingFace PyTorch MLX

Drax

Discontinued

A brute-force utility with captcha detection, automatic proxy rotation, and session save/resume capabilities.

Python BeautifulSoup requests

OpnEco

Active

A content-writing companion tool offering feedback mechanisms and keyword-targeting guidance for writers, with data analysis and trend insights.

Django SQLite Plotly Express NLTK TextBlob Text2Emotion