Bicameral deterministic AI runtime: Zero-hallucination System 1/2 reasoning engine with cryptographic audit trails (RFC 8785, Ed25519) and PoSP consensus arbitration.
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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).
Code for the paper "Random Attention: Rethinking KV Cache Eviction for Efficient Reasoning" https://arxiv.org/abs/2609.03430
TTPO: Test-Time Policy Optimization
Trae CN model relay: OpenAI-compatible Chat/Responses API with tool calling, reasoning effort, multi-account polling and checkin
Stealing Reasoning Traces from Proprietary LLM APIs
BackSearch plugin for Hermes Agent — point-in-time web search & fetch over a frozen news archive (General Reasoning)
Official implementation of "Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning"
Hardware-aligned latent deliberation framework decoupling System 2 continuous reasoning from System 1 autoregressive decoding.
A causal reasoning world model for embodied intelligence, predicting future video through explicit chain-of-thought over motion and geometry with flexible multimodal conditioning.
Rally-level motion reasoning and evidence-grounded tactical understanding for tennis videos
ReaLVR: Grounding latent visual reasoning in visual evidence. Training and evaluation code.
A searchable Argolink guide for DeepSeek V4 Pro: the chat-compatible chat contract, reasoning controls, pricing units, operational errors, and a small offline content tree.
[NeurIPS 2026] Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning
Large language model systems implementation and optimization: Transformers, BPE tokenization, FlashAttention, Triton, distributed training, GPU profiling, and GRPO reasoning RL
API documentation patterns for prompt caching, reasoning tokens, model fields, and model-specific behavior, with Argolink boundary notes.
Deferred Exposure of Future Trajectories for Verifiable Reasoning in Autonomous Driving VLMs
A focused Argolink guide for GLM 5.3: the exact model ID, chat-compatible request, reasoning controls, long-context limits, and production error handling.
Zero-dependency local-first AI memory engine: graph memory, multimodal ingestion, reranking, temporal reasoning, hash-chained ledger, capsule compression, memory formation + runtime layers. 52 MCP tools (41 native + 11 compatible). MIT.
Implementation of BDH-CQ: In-Context Learning with Recurrent Latent Reasoning, proposed by Pathway Research
VBVR-Pro: A Scalable and Verifiable Suite for Native Visual Reasoning
Official Repository of paper OmniReasoning: Pushing the Limits of Audio-Visual Joint Reasoning
[NeurIPS 2026 Oral] DORA: Can LLM Agents Respond to Disasters? Benchmarking Heterogeneous Geospatial Reasoning in Emergency Operations
A long video generation solution that breaks through the memory barrier: automatic segmented inference + inter-segment Latent anchoring, allowing MiniMax H3 to generate infinitely continuous long videos with limited video memory.
Ontology-driven supply chain ATP analysis and reasoning demo
Unified reproductions, benchmarking & evaluation for perception-aware RLVR and OPD in VLMs. 19 methods · 30+ benchmarks · Official code of CGPO (ACM MM 2026 Oral).
Full-spectrum security research workbench for opencode — 284 MCP tools, 207 KB articles, Ghost security-operator mode, max reasoning by default
[EMNLP 2026] Beyond Factual Knowledge: Benchmarking and Learning Step-Level Procedural Rule Reasoning in Large Language Models
A filter plugin for Open WebUI that shows detailed token, context, timing and cost statistics below each AI response: token counts (input/output/total, reasoning, cached, audio), context-window utilization, generation time, tokens/second and message/chat cost.
[EMNLP 2026] RuleWeaver: Benchmarking Rule-Centered Scenario Reasoning for Large Language Models
Turn reference images into Minecraft-native Blockbench models using agent reasoning and deterministic compilation.
An official implementation of "SpatialASM: Internalizing Active Mentalization for Spatial Reasoning"
48 open reasoning methods for Claude, Codex and Antigravity. Check assumptions, compare options and revisit decisions. Instructions in 10 languages.
基于 Price、Wieman 等人 29 Decisions 研究的科研决策 Skill:结合已有结果、可追溯方法与领域资料,解释下一步为什么值得做。支持多种 Agent Skills 宿主。Research decision support for STEM.
Official implementation of SOVA: Strict Outcome-Conditioned Virtual Advantages for Video Reasoning. Correctness-oriented calibration for TW-GRPO without extra rollouts.
A Flipper Zero that stops guessing and starts reasoning: ML-guided RFID/NFC fuzzing & access-control auditing that turns raw card reads into a prioritized, explainable security assessment. Defensive-use only.