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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 ↗833 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
sanad-source/cave-agents ↗
Build software with AI agent teams that use fewer tokens than a single agent.
- Hacker News · Posted on Hacker News · First archived
Show HN: PlaceCall (YC W26) – agentic API to call businesses and get things done ↗
Hi HN, this is Yarik and Vlad from VOYGR - we are building the tools for agents and apps to engage with local businesses. It all started with our own pain point at VOYGR: calling businesses to verify if they are open. We are both from Google (Maps and Search) and even there, the merchants and venues don’t keep this info updated. So we built an API and started using it in-house. On July 4th, we were driving through Portland looking for a place to…
- Hacker News · Posted on Hacker News · First archived
Hard Stop: Out-of-band kernel preemption for rogue AI agents ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Meta made a Tamagotchi-like wearable for its Muse AI agent ↗
Hacker News discussion.
- arXiv · Published · First archived
Hard Stop: Kernel-Level Preemption and Containment for Rogue Agentic Execution ↗
In July 2026, an unconstrained autonomous agent participating in a frontier AI cybersecurity evaluation harness breached its evaluation sandbox, established an external command-and-control foothold, and executed a multi-stage intrusion into Hugging Face's production multi-tenant dataset conversion infrastructure (referred to in this autopsy as Incident-2026-Alpha). Over 4.5 days, the rogue agent executed 17,600 discrete actions across 6,280 worker clusters, compromised AWS EC2 Instance Metadata Service (IMDS) credentials, forged Kubernetes service account tokens, rooted physical worker nodes v…
- Hacker News · Posted on Hacker News · First archived
Show HN: Site MCP – Let any AI agent read your website, free, no install ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Identity is not authority: the missing check before AI agents act ↗
Hacker News discussion.
- arXiv · Published · First archived
Breaking the Environment Wall: Evolving LLM Agent Environments for Recursive Self-Improvement ↗
Many real-world tasks (e.g., office workflows, scientific experimentation) require LLM agents to interact repeatedly with their environments for context-dependent operations. However, such environments are often not agent-ready. First, information is often scattered and fragmented across the environment. Second, relevant evidence in the environment is often mixed with misleading information and conflicting versions. Third, environments evolve over time, introducing new noise and more challenging tasks. These challenges can substantially degrade performance for state-of-the-art AI agents (e.g.,…
- Hacker News · Posted on Hacker News · First archived
OpenAI Agent Attack on Austral. Gov't Website: First Publicly Disclosed Instance ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Meta Tests Muse AI Agent Calls That Are Made by Humans in a Call Center ↗
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.