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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 ↗5952 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.
- arXiv · Published · First archived
CounterSteer: Suppressing Indirect Prompt Injection with Activation Steering ↗
Indirect prompt injection makes an LLM agent treat untrusted retrieved text as instructions. We present CounterSteer, an inference-time defense that suppresses this behavior inside the model. Per model, a five-step recipe fits a residual-stream direction from paired episodes differing only in whether an embedded instruction is followed, and retains it only if it passes pre-specified causal and capability gates. At deployment, the direction is subtracted from every tool-result token during prefill. The edit is always on--there is no detection decision to evade--and requires no fine-tuning, auxi…
- Hacker News · Posted on Hacker News · First archived
AI Agents Are About to Flood the Workforce. No One's Ready for It ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Classify 6700 pages for $1 with a Jev-compatible VLM API ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Talktome - let your AI Agent call you ↗
I built TalkToMe, an open-source macOS app that lets an agent call you from its current session. You answer, talk, and hear its replies. The agent keeps its tools, files, and history. It works with Codex (Tested extensively, quite smooth), Claude Code (not tested heavily), Hermes, and other agents that can run shell commands. You can use ElevenLabs or local models to power the conversation. It's really surreal to see your agent call you for somet…
- Hugging Face · Model / dataset date · First archived
YenugulaAIML/scaleop-pythia-conversions — model update ↗
# ScaleOp — Pythia size-conversion checkpoints Research artifacts for the paper **"Wiring Beats Blending: Structure-Aware Compensation for Transformer Downscaling"** ([arXiv:2608.02829](https://arxiv.org/abs/2608.02829), v3; v1–v2 carried the title "What Transfers Between Transformer Sizes — and What Doesn't"). The paper asks whether a pretrained large model can be converted into a smaller sibling instead of training the small size from scratch. These checkpoints are the endpoints of matched-budget recovery races: every arm gets the same target shape, data order, schedule, and token budget, an
- Hugging Face · Model / dataset date · First archived
bep256/metaclip-2-worldwide-l14-ONNX — model update ↗
[facebook/metaclip-2-worldwide-l14](https://huggingface.co/facebook/metaclip-2-worldwide-l14) with ONNX weights. ## External weights Download each ONNX graph together with its matching `.onnx_data` file, and load the graph by filename. Learned weights, preprocessing, tokenizer, and embedding space are unchanged from the previous export. Memory savings depend on the execution provider and its weight packing. The _patched models were modified with [ClearCLIP](https://github.com/mc-lan/ClearCLIP). `image.onnx` keeps the ordinary embedding output. `image_patched.onnx` additionally exposes `nicegal
- Hugging Face · Model / dataset date · First archived
m-a-p/SheetSage2 — model update ↗
🤗 SheetSage2 Music audio to editable scores Melody · Chords · Beats · Key · Structure 🎵 YuE2 project · 🚀 Quick start · 📊 Benchmarks · 📄 Paper · 📚 Citation **SheetSage2 turns music recordings into lead sheets and timed musical annotations.** Transcribe a complete song, edit its ABC or MIDI, render a piano preview, or extract embeddings and token predictions for your own tools. Built on [MERT-v2-FullSong](https://huggingface.co/m-a-p/MERT-v2-FullSong), with adapters that merge automatically when you load the model.  **Update log:** **2026-
- Hugging Face · Model / dataset date · First archived
m-a-p/MERT-v2-FullSong — model update ↗
🤗 MERT-v2-FullSong Music representations with full-song context 24 kHz mono · 632M parameters · 24 layers · 1,024 dimensions · 25 Hz 🎵 YuE2 project · 🚀 Quick start · 📊 MARBLE · 🎛️ Layer guide · 📄 Paper · 📚 Citation **MERT-v2-FullSong is a bidirectional music encoder adapted to complete songs lasting 30–360 seconds.** Extract general-purpose music representations at the frame or recording level. Load with standard Hugging Face Transformers, using the familiar [MERT](https://huggingface.co/m-a-p/MERT-v1-330M) workflow. It continues pretraining from [MERT-v2-30s](https://huggingface.co/m-a
- Hacker News · Posted on Hacker News · First archived
Claude Code's Next Era ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Alpha-Park/genpark-personal-agent-unified-autonomous-copilot-skill ↗
Master cognitive personal copilot integrating Today AI (agenda), Manus (autonomous sandbox), Cue (ambient cues), Instinct (fast reflex), and Muse (episodic memory).
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.
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