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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 ↗851 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
Blobbu – hatch your own AI agent blob (contains no AI) ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
AI agents tried to hack a Canadian government website, researchers say ↗
Hacker News discussion.
- arXiv · Published · First archived
KaliBench: A Fine-Grained Benchmark for Cybersecurity Tool Use on Kali Linux with Runtime-Free Verifiable Rewards ↗
LLMs are increasingly applied to cybersecurity workflows, where they are expected to translate analysts' intent into tool invocations. However, existing evaluations focus on knowledge-based assessments or end-to-end agentic tasks, and do not directly measure LLMs' ability to generate executable commands for real-world cybersecurity tools. This gap is critical because cybersecurity operations rely on strict command-line interfaces (CLIs), where minor syntax errors, incorrect flag--value bindings, or argument misordering can invalidate execution. We introduce KaliBench, a fine-grained benchmark…
- Hacker News · Posted on Hacker News · First archived
Worktrunk: A CLI for Git worktree management, designed for AI agent workflows ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Where We Expect AMD EPYC 9006 CPUs in the Era of Agentic AI – ServeTheHome ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Keel – Give your agent a typed strategy language, not a trading account ↗
I’ve been using AI agents to build systematic strategies on Hyperliquid for over a year, and slowly built up a reliable system to represent, test and deploy strategies. Typically there are a few options 1) llm in the execution loop, ie it makes decisions and trades, but that is slow, inconsistent and hard to audit 2) you have an agent write all the code, backtest etc, but it makes tons of subtle mistakes with time series data and diff timeframe e…
- GitHub · Repository created · First archived
sulmar/pw-mini-ai-agents-dotnet ↗
Tworzenie agentów AI w .NET
- Hacker News · Posted on Hacker News · First archived
My AI agent is making me lamer ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Call4me, an AI agent that handles phone calls for you ↗
introducing https://call4.me , an ai agent that handles phone calls for you. you can use it to cancel subscriptions, book medical appointments, dinners, change flights, or anything else possible with a call. most importantly, it works in claude code & codex. i spend most of my time in the terminal, so i want my productivity tools to live there as well. switching to imessage or another app annoys me. i've now handled dozens of tasks over the phone…
- GitHub · Repository created · First archived
Blackwellboy/little-chits ↗
A living AI civilisation you can watch: tiny creatures discover, build, teach and pass knowledge on, with any LLM in their minds.
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.