Experiments on whether language models can learn to detect read-only activation probes
Perturb-and-continue causal tests of chain-of-thought: does the written reasoning actually constrain the answer? Code, data, and probes for "From Decorative to Load-Bearing: Task Difficulty Shapes the Causal Role of Chain-of-Thought" (TMLR 2026).
This custom component for Home Assistant will add crucial features to your climate-controlling TRV (Thermostatic Radiator Valves) to save you the work of creating automations to make it smart. It combines a room-temperature sensor, window/door sensors, weather forecasts, or an ambient temperature probe to decide when it should call for heat and automatically calibrate your TRVs to fix the imprecise measurements taken in the radiator's vicinity.
One llama.cpp flag unlocks +33-39% decode speed for Qwen3.8-27B on consumer GPUs. The MTP head already ships inside your GGUF. Recipe, paired benchmarks, probe tool.
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Free, offline hardware scanner on a USB stick. Scans a PC's hardware and saves one report; never touches your drives or the network.
Python toolkit for fingerprinting anonymous LLMs on OpenAI-compatible endpoints using tokenizer, context, error, and vision probes
Autonomous agent that mines Java deserialization gadget chains from any JAR directory. Static bytecode analysis + dynamic JVM probes + dual-model adversarial auditing β weaponized PoC. Solving the last mile.
Python tool that probes websites for open redirection via headers, JavaScript, and meta-tag refresh, pulls candidate URLs from the Wayback Machine, and checks CRLF injection and DOM XSS.
open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more.
Intent compiler for AI agents β converges vague requests into typed IntentSpec contracts (probe, ask, or halt before routing), the input layer for routers and typed-decision models like Jev & Laya
GLM-5.3-Flash (NVFP4) on 2x NVIDIA DGX Spark - vLLM TP2, 262K context, MTP. World-first deploy recipe: 7 day-0 bugs found and fixed, patched sm121 image, probes and full report.
Untuk cek model apakah maskingan atau bukan
Probe the fractal convergence landscape of reasoning models
The official training code of SingProbe.
A KSampler that shows you N seeds before committing: cheap probe pass, clickable thumbnails on the node, then finishes only the seed you pick - exact continuation, no wasted steps. Model agnostic.
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Production-grade Solana observability, diagnostics, and developer tooling