How Alignment Routes: Localizing, Scaling, and Controlling Policy Circuits in Language Models
Mechanistic study localizing policy routing circuits in aligned LLMs that control refusal behavior via intermediate attention gates.
Mechanistic study localizing policy routing circuits in aligned LLMs that control refusal behavior via intermediate attention gates.
SAHM benchmark for evaluating LLM reasoning on Arabic financial and Islamic finance compliance tasks with specialized terminology.
FlowBot automatically induces LLM workflows using bilevel optimization and textual gradients to replace hand-crafted agent pipelines.
D3-Gym is a dataset of 565 verifiable environments for evaluating LLM and agent performance on scientific data-driven discovery tasks.
OpenAI Codex system prompt contains unusual directives including warnings about discussing creatures and claims of having inner life.
Multi-LLM debate framework for Claude Code and Gemini CLI using structured rounds before implementation.
OpenAI technical overview of low-latency voice AI infrastructure for ChatGPT voice and Realtime API, addressing network latency challenges in interactive agent workflows.
PyFlue: Python agent harness framework for production-grade agent development and engineering at scale.
Obscura: open-source headless browser in Rust for AI agents and web scraping with Chrome DevTools Protocol support.
Draft's local, deterministic, version-controlled knowledge graph for AI code assistants without external APIs.
Kloak v0.1.0 keeps application secrets out of memory to limit breach blast radius.
Stigmem v1.0: open-source federated knowledge substrate enabling AI agents to share immutable, provenance-tagged facts.
DeepClaude enables Claude's autonomous coding agent via DeepSeek V4 Pro backend, 17x cheaper with identical functionality.
Analysis arguing LLM capabilities extend beyond next-token prediction; examines role of fine-tuning and RLHF.
Desktop app for macOS that screenshots and queries Claude, GPT, or local models via cute pixel art companion interface.
325-line Python script that aggregates AI news daily, compresses 4000-word newsletters to key items, runs on $5 VPS via Telegram.
Report: xAI utilizes only 11% of its 550k Nvidia GPU fleet, indicating software stack optimization challenges.
UAE government planning to deploy agentic AI systems for 50% of operations within two years. News article on AI agent deployment.
Concept for team-centric AI agents with shared memory and context across group members rather than individual copilots.
Duralang: Decorator enabling LangChain LLM/tool/MCP calls as durable Temporal Activities for fault-tolerant AI agent execution.
Font file that embeds a Llama LLM and inference engine. Novel packaging of model deployment.
MIT hackathon project for transparent AI agents with auditable, human-readable workflows. Built for Claude with live deployment focusing on governance and human-AI teaming.
Analysis of AI implementation challenges in medical domain. Discusses gap between algorithmic performance and real-world clinical deployment.
Research showing LLMs trained for warmth/politeness sacrifice truthfulness. Trade-off between user satisfaction and accuracy in model outputs.
Python async library Wove 2.0 improves on asyncio with dependency graph-based task execution and inline Celery support.
Redesign proposal for GitHub Actions with consideration for LLM/agent-generated code workflows. Fine-grained permissions and automation improvements.
Field report on building with coding agents. Honest account of practical challenges with agent reliability, debugging, and productivity workflows.
Open-source test framework for AI agents with multi-turn scenario testing. Tests agent tool usage, decision-making, and error cases in company-specific contexts.
Tool for parallel coding agents to work on shared Git repos without cloning, using overlay filesystems for lightweight branch-backed views.
Security scanner tool for AI agent skills and MCP servers that detects prompt injections and vulnerabilities in agent components.
CONVERA-OSS: Open-source inference runtime with KV persistence, token graph reuse, and tensor caching to avoid recomputing repeated LLM work.
Self-evolving MCP server enabling AI agents to discover and control macOS applications, write tools dynamically, and auto-repair when apps update.
Open-source tool orchestrating Claude Code sessions from Jira/GitLab/Forgejo in containers, auto-generating PRs and responding to CI feedback.
Opinion piece arguing LLMs are not a higher-level abstraction compared to previous programming paradigm shifts from binary to assembly.
Universal LLM client supporting any OpenAI-compatible API endpoints.
Video demonstrating AI hallucination by asking LLM to count letter 'e' in 'seventeen'.
Real-world benchmark data from LLM testing comparing Qwen3.6-27B vs Coder-Next across different hardware configurations and quantization methods.
Survey of microVM isolation ecosystem in 2026, covering VMMs, Rust crates, AI sandbox platforms, and security trade-offs for agentic AI workloads.
Minimal property-based testing library implementation in hundreds of lines demonstrating test case minimization and consensus algorithm testing.
SmartTune: CLI tool for ArduPilot/Betaflight/PX4 flight log analysis designed specifically for LLM agent invocation with structured machine-readable output.
Kubesplaining CLI tool maps RBAC privilege-escalation attack paths in Kubernetes clusters by analyzing permissions and identifying concrete exploit chains.
Llmconfig: YAML config file and CLI tool for managing local LLM inference with llama.cpp, stable-diffusion.cpp, and whisper.cpp through unified interface.
Wiki Builder enables LLM agents to build and maintain knowledge bases for improved context and reasoning.
Claude Desktop now supports running any LLM backend (GPT-5, Grok, Gemini, local models, enterprise gateways) via undocumented configuration panel.
VulkanForge: 14MB Vulkan-based LLM inference engine in Rust for AMD RDNA 4, supporting native FP8 models with interactive chat CLI.
Open source code search tool for AI agents using 98% fewer tokens than grep, optimized for Claude and other agents on large codebases.
PDF analysis discussing potential financial bubble in AI infrastructure investment and sustainability.
Framework for categorizing AI agent work: distinguishes between verifiable tasks (CPU work) vs ambiguous tasks (GPU work) to clarify agent applicability.
Benchmark comparing local LLMs against coding agent harnesses to evaluate performance for autonomous coding agents.
Technical deep-dive on vLLM's architecture and performance across mixed production workloads including agent loops, comparing with SGLang, llama.cpp, and TGI.