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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 ↗827 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
Agentic autofix for code scanning alerts is now general availability ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: CommonForge – Let clients' AI agents work in your codebase safely ↗
Hacker News discussion.
- GitHub · Repository created · First archived
irraz/vulnerator-ai ↗
Autonomous OODA-loop pentesting agent. Hermes brain, Kali + Playwright tools over MCP, ATT&CK as the Orient language.
- Hacker News · Posted on Hacker News · First archived
The security architecture customer-facing agentic apps need ↗
Hacker News discussion.
- arXiv · Published · First archived
CodeHealth Predicts the Token Cost of Agentic Code Review: A Pre-Registered Study of 465 Agent-Authored Pull Requests ↗
Context: Organizations increasingly delegate code review to multi-agent large language model (LLM) pipelines billed per token. Low code quality raises human maintenance effort, but its effect on agent review cost has not been measured. Objective: We test whether baseline CodeHealth predicts the token cost of agentic review and fix beyond pull request (PR) footprint. Method: In a pre-registered observational study, we sampled 465 agent-authored PRs from 246 repositories in AIDev, jointly stratified by CodeHealth and footprint under repository caps. A frozen five-agent review-and-fix pipeline pr…
- Hacker News · Posted on Hacker News · First archived
Show HN: Fantasy Manager – Serverless AI-Enhanced Fantasy Football Manager Agent ↗
Hacker News discussion.
- GitHub · Repository created · First archived
touri-ai/touri ↗
touri: open-source desktop app for AI agent bots (Codex, Claude, OpenCode) with isolated VMs, browser and computer use.
- Hacker News · Posted on Hacker News · First archived
Show HN: Netlumi – Cloud and AI agent security with auto-remediation(Live demo) ↗
Hi HN, I'm Prem. I worked in cloud security for years and decided to build Netlumi. The mission is to take the burden of cloud, infrastructure and AI security off teams. We auto remediate. We find threats and attack paths in your cloud and open a pull request with the fix in your IaC code. All you need to do is review and merge. Each PR says what was checked, and we validate our fixes before we send them. Nothing is ever applied for you. We also…
- Hacker News · Posted on Hacker News · First archived
Show HN: Face, a browser window over agents that keeps the plan in files ↗
Hi HN, I'm the author. FACE is a single Go binary. You run `face` in the folder that holds your projects and it serves a page on 127.0.0.1. It speaks ACP (the Agent Client Protocol that Zed published) to the official CLI of the agent you already use: Claude Code, Codex, Copilot, Cursor, OpenCode, Qwen Code or Antigravity, signed in with your own account. FACE has no model, no key and no agent loop of its own. Why I built it: a coding agent ships…
- Hacker News · Posted on Hacker News · First archived
How much does an AI agent cost to run? Numbers from 4 builds ↗
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.