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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 ↗5937 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
Two Emojis of Difference: What Multilingual Affective Generation Benchmarks Actually Measure ↗
We audit a multilingual affective generation benchmark eight instruction-tuned LLMs producing emoji summaries for 17,100 Bangla, English and Hindi sentences, with 6,960 human judgements and find its headline conclusions to be artefacts of the measurement instrument rather than properties of the systems. Treating annotators as a random rather than a fixed factor, no system differs significantly from any other ($F(7,14)=0.59$, $p=0.76$), although the conventional analysis declares 19 of 28 pairwise differences significant. Annotator identity explains far more rating variance than system identity…
- arXiv · Published · First archived
IterSynth: Rethinking Deep Search Agents via Role-Decoupled Iterative Synthesis ↗
Deep search requires LLM agents to decompose complex queries, search for evidence, and synthesize grounded answers, yet existing ReAct-style agents suffer from two limitations: role coupling, where one policy must handle planning, evidence use, and synthesis; and context accumulation, where growing search histories introduce noise and obscure useful information. To address these issues, we propose IterSynth, a role-decoupled and summary-based paradigm that alternates between a Planner for identifying information needs and a Synthesizer for integrating evidence into an evolving summary state. T…
- Hacker News · Posted on Hacker News · First archived
Squelette – keep AI coding agents inside the scope you approved ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
CheatBench: Measuring Reward Gaming in AI Agents ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
AI progress is speeding up dramatically – here's why you should care [video] ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Scoop: Trump allies open new front against Anthropic CEO over AI "doomerism" ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Dutch intelligence services warn AI is making cyberattacks faster and easier ↗
Hacker News discussion.
- GitHub · Repository created · First archived
illodev/drawn-by-code ↗
Animation drawn by code with Claude — no AI video: an engine, styles and skills that learn from every render, all in the open. PRs with new styles welcome.
- GitHub · Repository created · First archived
DhanushNehru/tachyroute ↗
The blazing-fast, multimodal AI decision engine. Uses adaptive early-exit computing and attention rollout for sub-15ms explainable zero-shot classification
- GitHub · Repository created · First archived
JakeB-5/todo-flow ↗
Pick TODOs. Let replaceable agents carry them through parallel work, review and verified delivery.
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.