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Earlier sources: AI agents
AI agents use models to choose actions, call tools, and work toward a goal. This thread follows agent frameworks, memory, orchestration, evaluation, and safeguards; autonomy and reliability vary between 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 ↗859 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.
- Hacker News · Posted on Hacker News · First archived
AI Agents Need a System of Record, Not Just a Dashboard ↗
Hacker News discussion.
- arXiv · Published · First archived
When Talk Isn't Code: Comparing LLM Agents That Simulate and Develop Software ↗
LLMs are used both to simulate network protocol implementations, as honeypots do, and to write them. Prior work evaluates the two uses separately, from a model's answers or conversations in one case and from its generated code in the other. We observe that a knowledge probe (asking the model which security checks an implementation needs) and a conversation can credit security checks that the generated program lacks, but no study has compared them with the code the same model writes. To fill this gap, we present the first such comparison between simulation mode (S-mode), where the model plays t…
- GitHub · Repository created · First archived
lnblfkj-del/Dralo-Studio ↗
Dralo Studio 短剧工坊 | 开源 AI 短剧创作工作台：剧本创作、无限画布、智能体、3D 分镜导演台、角色与场景管理、多模型图像/视频生成、多轨剪辑。本地运行，自备模型。Open-source AI short-drama studio with screenwriting, infinite canvas and storyboard workflows.
- Hacker News · Posted on Hacker News · First archived
What we learned running an agentic hackathon with 30k+ hackers ↗
Hacker News discussion.
- GitHub · Repository created · First archived
capthvnsen/alans-way ↗
Alan's Way: a Mac app where your Hermes bots drive their own browser tabs on your Mac and a cloud VPS, with Telegram alongside and handoff between the two.
- Hacker News · Posted on Hacker News · First archived
Show HN: Agentlytics – cookieless analytics your AI agent can read and act on ↗
Hacker News discussion.
- arXiv · Published · First archived
StegoMemory: Agentic Memory Acts as Covert Steganographic Channel ↗
Is agentic memory robust against stealthy steganographic attacks? We carry out a large-scale red-teaming exercise to test whether agents can encode attacker-controlled strings in one session and recover them in another without triggering safety oversight. Following SHADE-Arena-style tasks, we embed malicious side tasks to encode secret strings using steganography within otherwise benign tasks and evaluate them using independent task-completion and safety oversight. We test 14,000 attack trials spanning 91 model-attack configurations, 13 models, and 7 steganographic schemes: Acrostic, Mesostic,…
- arXiv · Published · First archived
Control-Compute Governance in Agentic AI-RAN: AI Agents as Both Controllers and Workloads ↗
Recent advances in artificial intelligence-radio access network (AI-RAN) are placing large language model (LLM)-driven agents within the open RAN (O-RAN) control hierarchy. A promising deployment for this agentic AI-RAN co-locates LLM inference with physical-layer (PHY) communication processing over the same accelerated compute pool for infrastructure sharing, data locality, and low control latency. However, this co-location induces bidirectional control-compute coupling, as the agent competes with PHY processing for compute, while its reasoned gNB control actions may alter future PHY workload…
- GitHub · Repository created · First archived
Arthuro0103/cogiforge ↗
cogito ergo sum: a creative workbench second brain (Obsidian + Claude Code) that organizes your work and improves with you
- Hacker News · Posted on Hacker News · First archived
How many AI agents could run on the AI chips shipped through 2027? ↗
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 AI agents
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.