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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 ↗860 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.
- arXiv · Published · First archived
AgentBug-Smith: Automatically Reproducing Real-World Harness Bugs in Agentic Systems ↗
Agent harness bugs exhibit unique characteristics and remain challenging for state-of-the-art software agents to repair. Progress in this area is further hindered by existing benchmarks, which contain only a small and fixed number of executable harness bugs while requiring hundreds of human hours to construct. This work presents AgentBug-Smith, an automated harness bug reproduction approach that continuously discovers and reproduces real-world harness bugs from open-source agentic systems. Across different backbone LLMs, AgentBug-Smith consistently outperforms existing bug reproduction techniq…
- arXiv · Published · First archived
Making Duplicate Reimbursement Unrepresentable: A Verified Ethereum E-Invoice System for Humans and AI Agents ↗
Electronic invoices are replacing paper invoices worldwide, but today's centralized architectures leave three problems unsolved on the consumption side: an invoice can be submitted for reimbursement repeatedly, authenticity is difficult for recipients to verify, and data is siloed at a central authority that forms both a performance bottleneck and a single point of failure. This paper presents the design, formal analysis, and implementation of a complete blockchain-based electronic invoice system on Ethereum. We formalize the invoice lifecycle as a guarded labeled transition system and prove,…
- GitHub · Repository created · First archived
AgentForEach/AgentForEach ↗
The open-source brain for personal AI agents. One agent for every user of your app, with memory, schedules, tools and approvals, on a hyperscale serverless architecture where idle agents cost only storage.
- Hacker News · Posted on Hacker News · First archived
Show HN: Squidbrake – self-hosted approval gateway for AI agent tool calls ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
I let AI agents write most of a live-trading codebase ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Why Secret Collaboration Is an AI Agent Security Risk ↗
Hacker News discussion.
- arXiv · Published · First archived
Concealing LLM-Based Multi-Agent Topology via Phantom Structure Injection ↗
Driven by the rapid advancement of large language models (LLMs), LLM-based multi-agent systems (MAS) have emerged as a powerful paradigm for collaborative reasoning over complex tasks. A key design element of MAS is the communication topology, which governs information flow among agents and often encodes proprietary knowledge about the system architecture. However, recent work has shown that such topologies can be inferred even in black-box settings by exploiting semantic dependencies in observable reasoning traces, posing significant risks of intellectual property leakage and exposure of syst…
- Hacker News · Posted on Hacker News · First archived
Show HN: Pyunto – invite an AI agent and a robot into an encrypted diary ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Termaxa – see what an AI agent's command would destroy before it runs ↗
Hacker News discussion.
- GitHub · Repository created · First archived
infinityhugo/Polymarket-Perpetual-Bot ↗
Polymarket trading bot for prediction markets — browse CLOB markets, watch the order book in the terminal, run edge detection, liquidity provision and cross-market arbitrage strategies with paper trading and risk limits. Educational open-source toolkit — not financial advice. Unofficial community project, not affiliated with Polymarket.
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.