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llm
50 postsDon'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.
llmnlpmachine-learningclassificationHow 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.
aiagentic-aillmmulti-agent-systemsSwarm: 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.
swiftai-agentsconcurrencyllmKod Temizliği Yapay Zeka Kodlama Ajanlarını Nasıl Etkiliyor?
Yeni bir araştırma, kod temizliğinin AI kodlama ajanlarının başarı oranını değil, token maliyetini ve verimliliğini etkilediğini gösteriyor.
aicoding-agentssoftware-engineeringcode-qualitySelf-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.
dockerdocker-composeself-hostedllmq: 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.
llmcliterminaldevtoolsI 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.
llmlanguage-learningspaced-repetitionclaudeTeaching AI to Read Compliance Papers, Not to Decide
A two-stage AI pipeline reads SMS compliance documents field by field, while a deterministic rule engine — never the model — makes every approve, reject or review decision.
aicomputer-visioncompliancellmThe Comprehensive Guide to Agentic AI: An End-to-End Practitioner Resource
A new arXiv book covers the agentic AI stack under one roof, from LLM fundamentals to multi-agent architectures. A practical reference for engineers.
agentic-aillmragreinforcement-learningLead Quorum: Multi-Agent Scorer That Abstains on Disagreement
Lead Quorum uses ADK and A2A to compare two independent Gemini readings, refusing to score and explaining exactly why when signals conflict.
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