Large Language Models

I built an open-source prompt compressor now available on PyPI. Here's the story.

A short thread-style post about SuperCompress - open source prompt compression that saves 65% on tokens.

A technical deep-dive into building SuperCompress - a 5K parameter CPU policy that compresses LLM prompts by 65% with 100% oracle recall

The Observation After ~70 sessions with DeepSeek V4 (1M context), I noticed something odd....

Hello, I'm Shrijith Venkatramana. I'm building git-lrc, an AI code reviewer that runs on every...

If you've ever asked an LLM to return output in a strict format — valid JSON, a specific HTML...

A zero-dependency GitHub Action that lints your llms.txt against the spec on every push, so ChatGPT, Perplexity and Claude can actually read and cite your site.

I'm currently building many apps/things in parallel: a form backend, a WhatsApp review alert tool, my...

We're beginning a limited preview of the GPT‑5.6 series: Sol, our flagship model; Terra, a balanced model for everyday work; and Luna, a fast and affordable mod

I have reviewed a lot of AI systems that are running in production with no version control on their...

This is just an opinion of what I experience and am witnessing, but looking at how LLMs scale feels...

Cohere's Compass model tackles multi-aspect data, a core reason why retrieval-augmented generation systems fail on complex enterprise documents. It’s a move awa

Self-Attention can compare every token with every other token. But there is a catch. By itself, it...

I'm building a programming language. But here's the strange part: I barely write it by hand anymore....

TL;DR: I discovered that standard LLM email agents with tool access are highly vulnerable to indirect...

Most "AI agent" tutorials wire the model straight to execution: user asks → model decides → system...

Fine-tuning an LLM means taking a general pre-trained model and training it further on your own data...

Policy-driven evaluation for airline/travel LLM assistants using Azure, LiteLLM and Microsoft ASSERT

PyTorch apareció en 6 awesome lists independientes y el motivo es simple: ganó. No es hype, es infraestructura. Te cuento por qué está en nuestra lista y cuándo

toot is a Claude Code skill — just one SKILL.md file, no code. It turns any long answer into short notes made of symbols, keeps your code unchanged, and transla

I just completed Module 2 of the LLM Zoomcamp 2026 by @DataTalksClub — and this module completely...

Correctover MCP Server is the first contract-validation MCP tool on the Official Registry. 6-dimension validation in 22us. BYOK, zero markup. Install in 30 seco

Nassim Nicholas Taleb e i Small Language Models (SLM): un'analisi attraverso la lente della sua...

Ultimate AI Prompt Guide: ChatGPT SaaS Copywriting Prompt Bundle Discover how to...

Ultimate AI Prompt Guide: GPT-4o Data Analysis & Python Scripting Prompts Discover how...

Three providers, three modalities, under 55 lines of Python — and a PNG file on disk at the end....

I Wish I Knew About This OpenAI Swap Sooner — Full Breakdown I'll be honest with you: I didn't set...

Mitigating Hallucinations in Theology AI: Implementing Groundedness Evaluation...

Most online AI guides share a major flaw: they are written for local development on a laptop rather...

How polish.py upgrades 380 model entries without an API call: MD5-based pool selection, license and framework extraction from HuggingFace tags, and why determin

I’ve been building with LLM APIs for a while, and one thing that keeps getting annoying is not the...

Note: This article is a summary and interpretation of the research paper Long Term Memory: The...

Originally published on kuryzhev.cloud We thought setting up a self-hosted Ollama homelab for...

If you're building AI agents in 2026, one thing becomes obvious pretty quickly: without real-time...

LiteLLM vs OpenRouter isn't a close call, they're solving different problems. I ran both in production before understanding that. Here's the honest breakdown of

There is a whole open-source ecosystem aimed at cutting LLM cost. The trick to evaluating any of it...

The first few LLM API bugs I hit in production were easy to notice. The request failed. The user saw...

Generic prompts produce broken JOINs. Learn the exact techniques — schema injection, chain-of-thought, few-shot examples — that get AI to write accurate multi-t

I've spent the last few weeks wrestling with a problem that I suspect many AI builders share: my...

Yes, modern AI can scan the internet in real time, reading and synthesizing web data for instant answers. Learn how AI search differs from traditional engines a

Explore prompt caching versus fine-tuning for LLM cost reduction in startups.

'Just a ChatGPT wrapper' stopped being an insult. The thing you'd wrap became a runtime — sandbox, agent loop, state gravity. Notes from building it, and where

Oracle Cloud announced this week that LiteLLM is now a first-class provider for Oracle Generative AI...

It was 2:30 a.m. when a user complaint exploded on my phone: “Your chatbot has amnesia again—it...

CommitBrief renders a code review as cards, JSON schema v1, or a CI exit code — which means the LLM...

Every large language model I've looked at does the same thing with coherence: it monitors for it,...

🚀 Technical Briefing: This tutorial is part of our deep-dive series on Agentic Workflows at Gate of...

> 🚀 Technical Briefing: This tutorial is part of our deep-dive series on Agentic Workflows at Gate...