All Articles
17128 articles total
Format Sensitivity Index: Token-Controlled Prompt Wrapper Robustness and Schema Compliance in LLM Benchmarking
Researchers introduce the Format Sensitivity Index (FSI) and Parseability Sensitivity Index (PSI) to measure how different prompt wrappers affect LLM benchmarking accuracy and schema compliance.
Faithful, Not Corrective: Message-Format Effects in Multi-Hop Agent Relays Are Tier-Dependent
A study on multi-hop agent relays reveals that message format (JSON, NL, etc.) impacts information fidelity differently based on the model's capability tier, with structured formats buying faithful rather than corrective channels.
Boltzmann MapReduce: A Partition-Function Reduce for Forkable Sandboxes
An exploration of 'Boltzmann MapReduce', conceptualizing the MapReduce reduce operation as a partition function for forkable sandboxes under local asymptotic normality.
Interpreting Latent CoT Reasoning as Dynamical Systems
This research uses dynamical systems analysis to interpret latent Chain-of-Thought (CoT) reasoning, contrasting the stable attractor behavior of CODI with the unstable expanding system of COCONUT.
YUKTI: From Natural-Language Situations to Robust, Verifiable Decisions An Uncertainty-Typed Proposition IR, Assumption-Robust Pareto Frontiers, and a Regret Certificate
YUKTI is introduced as a framework for converting natural-language situations into robust, verifiable decisions using an uncertainty-typed proposition IR and Assumption-Robust Pareto Frontiers.
GES-TSP: Graph Edge Sparsification for TSP
GES-TSP proposes a learning-based graph edge sparsification method for the Traveling Salesman Problem that can prune up to 99% of edges while maintaining near-optimal solutions.
The Verifier is the Curriculum: Execution-Gated Self-Distillation for Cross-Family Game Generation
Research demonstrates that using a strict 'launch-gate' (deterministic execution) as a verifier in self-distillation significantly improves the generalization of code generators for game projects.
Closed-Loop Control with Rule-Aligned Small Language Models and Multi-Agent Self-Correction
A study on using Small Language Models (SLMs) like Qwen2.5-1.5B, aligned via GRPO and paired with a plant-aware validator, for autonomous closed-loop industrial control at the edge.
Feedback-Coupled Memory Systems in Continuous Time
The paper formalizes continuous-time Feedback-Coupled Memory Systems (FCMS) using Mechanism-Based Intelligence and Coupled Memory Graph Processes to establish stability thresholds for agent coordination.
Japan develops a method to recover up to 90% of lithium from used EV batteries
Japan has developed a new method to recover up to 90% of lithium from used electric vehicle batteries.
Making IPTV VOD/Series available through Plex/Jellyfin offline
A user is seeking middleware to pre-download IPTV VOD and series streams for offline use in Plex or Jellyfin.
Making A Self Hosted Comic Server For Panels
A user wants to set up a self-hosted comic server using Komga or Kavita for the Panels app.
What will be left for us to work on?
A community discussion on Hacker News regarding the future of work and the impact of automation/AI on software engineering roles.
Satellite Tracker – Live Map of Starlink and 30k Satellites
A live map tool for tracking Starlink and other satellites in real-time.
Already rich, already successful, why the last wave of tech winners is grinding again
An analysis of successful tech entrepreneurs returning to the workforce to pursue opportunities in AI.
From coder to curator
A discussion on the shift in the role of the coder, moving from writing code to curating AI-generated code.
Would you move this homelab off your daily driver onto a dedicated mini PC?
A user seeking advice on migrating a homelab from a primary workstation (Mac mini) to a dedicated mini PC running Ubuntu Server.
CGNAT Bypass tutorial using Oracle Cloud (Free)
A tutorial on bypassing CGNAT using a free instance on Oracle Cloud.
Advice needed for multiple self hosted apps (seafile, frigate, immich, etc)
A user requesting network security and planning advice for self-hosting multiple AI-powered and media applications.
WinPodX: self-host a Windows box and use its apps as native windows on any Linux client
Introduction to WinPodX, an open-source tool that allows running Windows applications as native windows on a Linux desktop via a self-hosted guest.