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llm
53 postsAgentic AI: Solid Upfront Design Pays Off Later
DumbQuestion.ai's new Startup Roast feature shows how solid upfront architecture saves tokens and time when extending agentic AI products.
Building a Compliance Answer Engine That Refuses to Hallucinate
How a Swiss compliance RAG system uses two-layer retrieval and mandatory citations to structurally block hallucinated numbers and claims.
AI Audit Uncovers Seven Real Bugs in Cloudflare's CIRCL
zkSecurity's AI audit tool found seven real bugs in Cloudflare's CIRCL cryptography library, all now fixed and mostly rewarded via HackerOne.
Don't Let the LLM Speak, Just Probe Its Hidden State
LLMs already encode the answer in hidden states before generating text. A tiny probe turns this into fast, cheap, calibrated zero-shot classifiers without generation.
How context is managed in long-running agentic systems
A look at how Director's Journal, Critic's Review and Timeline mechanisms keep multi-agent security investigation systems coherent over long-running sessions.
Swarm: A New Framework for Multi-Agent Workflows in Swift
Swarm is a multi-agent framework that provides compile-time security with Swift 6.2, offering an alternative to LangChain. It provides type-safe tools and crash recovery.
Kod Temizliği Yapay Zeka Kodlama Ajanlarını Nasıl Etkiliyor?
Yeni bir araştırma, kod temizliğinin AI kodlama ajanlarının başarı oranını değil, token maliyetini ve verimliliğini etkilediğini gösteriyor.
Self-Host Your Own LLMs with Docker Compose
A practical guide to building a private, self-hosted ChatGPT alternative using a two-service Docker Compose stack with Ollama and Open WebUI.
q: A C CLI Tool That Merges Shell and LLM in the Terminal
q is an open-source C CLI that blends shell commands with LLM queries in one REPL, letting sysadmins get help without leaving the terminal.
I dropped my French tutor and built an LLM-based learning system
A developer ditched a private French tutor and built a cheap spaced-repetition system using Claude, Groq Whisper and OpenAI TTS for grammar and speech practice.