Recent posts tagged llm-applications

> Customer complaints are not the problem definition; they are the signal. This post captures a real-world case of agent benchmarking: how I built v1 of our benchmark from real customer failure logs—without prior domain expertise in voiceprint recog...

A privacy-first, multimodal memory system that indexes your senses and runs entirely on-device — no cloud retrieval, no server process, no network dependency > Originally Published on Medium1. Reposted here for the CoderLegion > Developer community....

A while back I was able to build a working knowledge base in less than an hour. Fifty-five minutes to be accurate. I started by opening VS Code with Claude Code in the side panel. I had documentation scattered across roughly ten training manuals, a v...

If you're building on top of any LLM API, knowing what happens to your request data after the response lands is not optional - it's a design decision with compliance implications. The Mechanism Behind Zero Data Retention Most API providers, by defa...

AI Risk Intelligent Live: https://ai-risk-intelligence-lhbtz37vmcmlqiuledqjed.streamlit.app/...

Live: https://b2b-buying-signal-detector-ay7hvbk34hwpmr899syjqh.streamlit.app/ GitHub: https://github.com/Danish08654/B2B-Buying-Signal-Detector About An AI-powered intent detection engine that analyses company signals across different field and ...

Instead of relying on a single LLM call, I designed a multi-agent system where different agents collaborate like a real research team. System Architecture: 1 Planner → defines research strategy & search queries 2 Searcher → gathers relevant infor...

The Toolchain That Makes It Possible The core workflow is model-chaining: you use one AI tool per production layer rather than expecting a single model to handle everything. A language model Claude or GPT-class writes the concept, lyrics, and shot l...

Quick Overview Fine-tuning modifies pre-trained LLMs for specific business areas without starting from scratch. Techniques like LoRA, QLoRA, and instruction tuning greatly lower computing costs. Data quality is more important than quantity ...

Let’s face it: AI development is currently in its "jQuery spaghetti code" phase. We are copy-pasting magical system instructions from docs, wrapping them in black-box client libraries, and hoping they don’t hallucinate their way through an API loop...

With more websites being launched in this niche every week, it feels like something is off. Too many websites are doing the same thing, in the same way, and have the same look. Why people bother making so many of these First off, the barrier of entry...

✓ Last tested: May 2026 · Evaluated against RFC 9309 Parser Engines and OpenAI GPTBot Scrapers 1. Field Notes: The Phantom Traffic Drop Last winter, a mid-sized e-commerce client called me in a panic. Their organic traffic from Google was perfectly...

️ Universal Security Remediation Engine !Securityhttps://img.shields.io/badge/Security-First-brightgreen.svghttps://github.com !Automatedhttps://img.shields.io/badge/Remediation-Automated-blue.svghttps://github.com !Multi-Languagehttps://img.shield...

Everyone is talking about ACP, UCP, and WebMCP. OpenAI + Stripe built ACP. Google built UCP with Walmart, Visa, Mastercard. Chrome + Edge + W3C built WebMCP. Big names. Massive resources. Real traction. But they all solve the same problem: how an ...

You built an AI feature. It works great in testing. Then someone types the wrong thing and your model does something it was never supposed to do. Here are the real attacks happening against LLMs right now, and how I built an open source system to c...

The Future of Finance is Client-Side AI Many fintech products lock data in their own APIs and dashboards. Universal Import is a step toward user-owned data: the user exports, holds, and imports; the app is a tool that runs on their data. From SaaS...

I could not publish the post here since there is a character limit. Redirecting to - https://medium.com/@rajkundalia/how-baml-brings-engineering-discipline-to-llm-powered-systems-983c06d31bf8 for reading. Codebase - https://github.com/rajkundalia/e...