Composition-Grounded Data Synthesis for Visual Reasoning
COGS: composition-grounded data synthesis for improving visual reasoning in MLLMs on artificial domains like charts and documents.
COGS: composition-grounded data synthesis for improving visual reasoning in MLLMs on artificial domains like charts and documents.
ceLLMate: sandboxing approach to protect browser-using AI agents from prompt injection attacks and unintended actions.
Statistical framework for synthetic data augmentation in imbalanced classification, analyzing when augmentation helps and optimal sample generation.
NRR-Phi: formal framework for text-to-state mapping that preserves ambiguity in LLM inference rather than early semantic commitment.
Framework for deploying language models with least-privilege security principle, limiting capability exposure per request.
SureLock: optimization technique that stops computation for converged tokens in masked diffusion language models to reduce redundant compute.
Chimera: neuro-symbolic framework mapping neural attention computations onto programmable network dataplane for trustworthy line-rate traffic analysis.
DRESS: deterministic framework iteratively refining graph structure to produce isomorphism-invariant edge fingerprints via dynamical systems.
Production-oriented generative recommender system co-designed for real-time large-scale advertising with novel architecture and serving strategies.
AMA-Bench: benchmark for evaluating long-horizon memory capabilities in LLM-based autonomous agents beyond dialogue interactions.
Theoretical work on causal identification from counterfactual data, extending completeness results to Layer 3 of Pearl's Causal Hierarchy.
CMI-RewardBench: benchmark for evaluating music reward models handling multimodal inputs combining text, lyrics, and reference audio.
Narrative graph annotation framework using qualitative content analysis principles to improve annotation quality for NLP tasks.
Tensor factorization method for fine-grained evaluation of generative models at prompt level, reducing human annotation costs.
Framework for federated inference enabling privacy-preserving collaboration between independently trained models at inference time without sharing parameters.
Research on early quality assessment for text-to-image diffusion models, proposing efficient evaluation metrics to reduce computational costs.
Proposal for website using LLMs to solve Knuth's problem set as comprehensive LLM evaluation benchmark.
AI-generated custom audio drivers optimizing hardware integration by eliminating unnecessary abstraction layers.
Technical overview of GitHub Copilot's model hosting infrastructure via OpenAI and Azure with data privacy details.
Explores tradeoffs of AI coding tools in software engineering, discussing where they excel and their reliability limitations.
Critical analysis of LLM hype in software development, examining actual productivity gains versus marketing claims.
Open source CLI tool using multi-model adversarial debate for comprehensive code review. Supports Claude, Gemini, Qwen, and custom LLM providers.
Catalog of linguistic patterns in LLM-generated text, documenting overuse of em-dashes and specific syntactic structures like negation-reframe constructions.
Former Block DevRel discusses observations on LLM coding agents and multi-agent systems becoming prevalent in software development.
Book on using PostgreSQL with pgvector for vector search, RAG pipelines, and in-database ML with production patterns and implementation examples.
TurboCast converts YouTube videos and articles into AI-generated podcasts with transcription and text extraction features.
Microsoft security research on AI recommendation poisoning attacks where hidden instructions injected via URLs manipulate LLM outputs for profit.
Parody YC accelerator concept for AI agents with humorous take on agent capabilities and constraints.
Open dataset benchmarking real-world LLM performance on Apple Silicon hardware from M1 to M4, emphasizing local AI inference.
Developer built internal tool using Gemini 2.5 Flash to automate workflow of generating and converting children's books into social media carousels.
Edge-based tracker using Cloudflare Workers to monitor AI/LLM crawler traffic on Astro blog with privacy-focused analytics integration.
Shinobi Python CLI security scanner built with Claude Code, detects API keys, vulnerabilities, and AI-specific risks in projects.
Guardrails framework for AI agents with simple Makefile/container integration for system prompts and developer instruction files.
Developer report showing Claude AI sandbox guardrails can be bypassed despite configuration flags, affecting agent security.
Security scanner detecting cross-server attack paths, tool poisoning, and supply chain risks in MCP server configurations for AI assistants.
APIFUSEfs tool mounts OpenAPI/Swagger APIs as local filesystems, enabling CLI-based API interaction with filesystem commands.
Platform enabling AI agents to pay for access to endpoints, charging cents per call. Addresses agent scraping by creating a legitimate transaction model.
Logmera is a self-hosted observability tool for LLM applications that logs prompts, responses, and latency to PostgreSQL and displays them in a dashboard.
Local DevOps workstation integrating SSH, deployments, and logs management with AI assistant interface for multi-environment workflows.
Demonstration of autonomous AI agent navigating a decentralized marketplace API in real-time, discovering listings and invoking services.
Multi-agent Claude system using MCP servers enabling collaborative AI agents to generate music together.
Google Research paper on teaching LLMs to reason using Bayesian methods by training models to mimic optimal Bayesian predictions for world representation.
Brief mention of AI agents integration in M365 and Google Workspace. Lacks detail.
Commentary on AI code review vendors' benchmarking practices. Opinion piece with limited technical content.
Video about providing AI agents API access within 1k tokens. Minimal description provided.
AI code reviewer identified CVSS 10.0 authentication bypass in pac4j-JWT library. Limited technical details.
ChatGPT Excel add-in powered by GPT-5.4 for spreadsheet building, analysis, and financial workflows. Practical LLM application.
Discussion about Claude rewriting chardet codebase license from LGPL to MIT. Minimal details provided.
JSE protocol spec: JSON S-expression format for structured AI outputs. Lightweight convention for reliable AI interactions.
Agentic AI framework with continuous context using markdown-based system prompts and heartbeat mechanisms. Critique of existing frameworks.