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Earlier sources: Artificial Intelligence
Artificial intelligence covers systems that learn from data, generate content, perceive their surroundings, or act toward a goal. Follow model research, agent tooling, evaluation, and the infrastructure used to build and run these systems.
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 ↗5394 classified signals in the fourteen-day window. Recent momentum: steady. 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.
- Hacker News · Posted on Hacker News · First archived
Show HN: Hatswap – one Claude Code account per client, switch mid-chat ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Nvidia Run:AI Is Now Open Source as Part of Nvidia DSX AI Factory Platform ↗
Hacker News discussion.
- arXiv · Published · First archived
SolBehave: Evaluating the Behavioural Correctness of LLM-Generated Smart Contracts ↗
Large language models increasingly generate Solidity smart contracts that, once deployed, can never be patched, making a single latent fault permanent and exploitable. Yet current evaluations mostly ask only whether generated code compiles. We introduce SolBehave, a benchmark for evaluating the correctness of model-generated contracts at scale, moving beyond ad hoc unit tests. Across 250 real, reproducible Ethereum contracts, we apply three complementary tests of behavioural fidelity: differential fuzzing, historical-transaction replay, and, as our core contribution, synthetic-transaction repl…
- GitHub · Repository created · First archived
cromford-ai/cromford ↗
Cromford: the open-source software factory. Tickets in, reviewed, merged and production-checked changes out.
- GitHub · Repository created · First archived
yihui-dev/awesome-gemini4-argon-videos ↗
299 Gemini 4 Argon creations from X, and growing: original videos, creator credits, and publicly shared prompts. New videos added as creators post them.
- Hugging Face · Model / dataset date · First archived
xpashkin/Qwen3.8-Flash-Next-MLX-Serve-iQ-MLX-6.6bpw — model update ↗
# Qwen3.8-Flash-Next iQ-MLX 6.6 bpw (v2) Imatrix-calibrated quantization of [Qwen/Qwen3.8-Flash-Next](https://huggingface.co/Qwen/Qwen3.8-Flash-Next) (133B MoE, Qwen4: 48 layers, 512 experts/layer, hybrid GDN + sparse QSA attention) in the [mlx-serve](https://github.com/ddalcu/mlx-serve) format (validated on 26.10.2 / MLX 0.32.3). Target platform: 128 GB Apple Silicon Mac. ## Layout and sizes | Block | Format | Size | |---|---|---| | Experts (42 free layers + 6 tail layers) | imatrix-weighted affine, gs64, **6-bit** (v2: all 96 groups at 6x64; the 15 earliest-layer groups of v1 sat at 5-bit) |
- Hugging Face · Model / dataset date · First archived
litert-community/Nemotron-3-Nano-4B — model update ↗
Measured on device (edge-compat): Galaxy S26 · LiteRT-LM 0.16.0 · GPU · did not run: run_error (2026-09-05); Mac Studio M4 Max · LiteRT-LM 0.16.0 · GPU · decode 83.3 tok/s · prefill 803 tok/s · TTFT 331 ms (2026-08-27); Galaxy S26 · LiteRT-LM 0.16.0 · CPU · decode 12.9 tok/s · prefill 53 tok/s · TTFT 4.06 s (2026-09-05). Record: https://github.com/john-rocky/edge-compat/blob/main/cards/nemotron-3-nano-4b-int8/CARD.md # Nemotron-3-Nano-4B — LiteRT-LM [nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16](https://huggingface.co/nvidia/NVIDIA-Nemotron-3-Nano-4B-BF16) converted to the **LiteRT-LM** (`.litertlm`)
- Hacker News · Posted on Hacker News · First archived
Show HN: Muster, a Mac Menu Bar Switcher for Claude Code, Codex and Cursor ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
We rebuilt the DOS prompt and called it AI ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Check your Claude Code, Codex and Cursor sessions for secrets ↗
Hacker News discussion.
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about Artificial Intelligence
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 ↗
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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.