THE INTERNET IS THINKING
Earlier sources: Language models
Language models learn patterns in text and other representations to predict or generate sequences. Follow model releases, training methods, reasoning, evaluation, and deployment research; a benchmark result is specific to its test conditions.
SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.
Open in the map ↗457 classified signals in the fourteen-day window. These counts include signals awaiting readable evidence.
Earlier sources
Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.
- GitHub · Repository created · First archived
WVDYC/repOx ↗
High-performance CLI & TUI repository packer for LLM prompts. Sub-15ms execution, zero runtime dependencies.
- GitHub · Repository created · First archived
shibry88-netizen/TalkTact ↗
TalkTact · 微信聊天助手（LSPosed 模块）：聊天页悬浮候选回复卡片（★最推荐+理由、单条改写），多套提示词 skill，角色关系档案；直通/模型分级双模式，本地代理让 API Key 不出 App 进程，会话白名单，以及本机离线的图片文字识别（OCR）。只填输入框，绝不自动发送。
- GitHub · Repository created · First archived
Ianzhyh/workbuddy-to-dsh ↗
把本机 WorkBuddy 桌面端已登录的模型（DeepSeek / GLM / Kimi / MiniMax 等）变成本地的 OpenAI 与 Anthropic 兼容接口 —— Claude Code / opencode / Cursor / Trae / Cherry Studio / LobeChat 等任意支持自定义 Base URL 的客户端可直连。附网页控制台与 DeepSeek Harness 原生插件。零依赖，仅监听 127.0.0.1。
- Hacker News · Posted on Hacker News · First archived
Show HN: Solvi 1.0 – an LLM proposes, checks decide, every decision replays ↗
Hacker News discussion.
- GitHub · Repository created · First archived
LAGcomcom/zen-gate ↗
把 OpenCode Zen 免费模型装进你所有的 AI Agent —— Windows 托盘网关，OpenAI/Anthropic 兼容，自动适配 10+ Agent，限流自动切换
- OpenAlex · Published · First archived
D-MambaFormer: integrating Mamba and transformer for long-term energy time series forecasting ↗
Time series forecasting in the context of energy necessitates balancing short-term and long-term dependencies for accurate predictions. As the forecast horizon extends, it becomes increasingly challenging for existing methods to model both types of relationships effectively over long sequences. Transformers excel in modeling short-to mid-term dependencies but are often criticized for their quadratic computational cost. On the other hand, Mamba, with its near-linear complexity through a selective state-space mechanism, provides an advantage for long-term forecasting. To combine both effectivene…
- OpenAlex · Published · First archived
EREAL: Enhancing Mathematical Reasoning through Error-Aware Learning in Large Language Models ↗
Large Language Models (LLMs) have achieved substantial progress in solving complex mathematical problems, yet they often fail to exploit the potential value embedded in their own mistakes. Existing methods either apply coarse-grained corrections or rely on costly self-reflection, overlooking valid reasoning steps and incurring high inference overhead. To address these limitations, we propose Enhancing Reasoning through Error-Aware Learning (EREAL), a framework that enables fine-grained learning from edit-localized corrections. Our approach introduces minimal-edit correction, which revises only…
- Hacker News · Posted on Hacker News · First archived
Show HN: Cliproxy-rs, a Rust port of the CLIProxyAPI LLM subscription proxy ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Merging With An LLM: Can an LLM reconstruct my values from small data? ↗
Hacker News discussion.
- GitHub · Repository created · First archived
yurivenancio30/llm-dlp ↗
Proxy local que mascara dado sensível entre você e a LLM (Claude Code): a API só vê pseudônimos
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about Language models
Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.
See the collection and counting methodology ↗ · Read the weekly synthesis ↗
Related threads
Explore related regions
These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.