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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 ↗854 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
Audit the Scaffold, Not the Checkpoint: A Stationarity Dichotomy for Recursive Self-Improvement in Agentic Coding ↗
An auditor who checks whether a system's weights are frozen is checking the wrong thing. Our stationarity dichotomy says that iterative self-modification hits strict diminishing returns whenever the agent's reachable set of edits stays fixed, and can escape only if that set expands. Rewriting scaffolding (tools, verifiers, decomposition) expands what an agent reaches without touching a weight, so frozen weights buy an eventual ceiling but no stationarity along the way. The criterion also separates three regimes usually merged: search within a fixed class, test-time training that raises the cei…
- arXiv · Published · First archived
DGF-Bench: A Benchmark for Simulating and Auditing Deception Against Multi-Agent Governance Boards ↗
Tool-using language-model agents can review enterprise projects as governance boards do: they read the evidence, apply written rules and decide whether the project may proceed. Part of that evidence comes from suppliers and project members with a stake in the decision. DGF-Bench is a benchmark in which a board of agents (specialist gates and a General gate that consolidates their decisions) reviews synthetic dossiers while an attacker plants deceptive content in evidence the organization does not vouch for. Dossiers are generated from canonical facts under 61 executable rules, with 42 authorit…
- Hacker News · Posted on Hacker News · First archived
Who's liable when AI agents go rogue? ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-tool-retry-exponential-backoff-jitter-skill ↗
Fault-tolerant agent tool execution wrapper featuring adaptive exponential backoff, full jitter, rate-limit 429 backpressure handling, and circuit breaker patterns.
- GitHub · Repository created · First archived
alphaparkinc/genpark-agent-tool-retry-exponential-backoff-jitter-skill ↗
Fault-tolerant agent tool execution wrapper featuring adaptive exponential backoff, full jitter, rate-limit 429 backpressure handling, and circuit breaker patterns.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-prompt-injection-sanitizer-firewall-skill ↗
Heuristic and pattern-based agent prompt injection sanitizer and LLM jailbreak firewall detecting adversarial jailbreaks, system prompt exfiltration, and tool hijacking.
- GitHub · Repository created · First archived
alphaparkinc/genpark-agent-prompt-injection-sanitizer-firewall-skill ↗
Heuristic and pattern-based agent prompt injection sanitizer and LLM jailbreak firewall detecting adversarial jailbreaks, system prompt exfiltration, and tool hijacking.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-self-consistency-consensus-scorer-skill ↗
Multi-path chain-of-thought self-consistency consensus scorer and majority voter aggregating divergent LLM reasoning trajectories into high-confidence deterministic outputs.
- GitHub · Repository created · First archived
alphaparkinc/genpark-agent-self-consistency-consensus-scorer-skill ↗
Multi-path chain-of-thought self-consistency consensus scorer and majority voter aggregating divergent LLM reasoning trajectories into high-confidence deterministic outputs.
- GitHub · Repository created · First archived
Alpha-Park/genpark-agent-hybrid-memory-retriever-skill ↗
Production-grade hybrid sparse-dense memory retrieval engine combining BM25 keyword search, semantic n-gram cosine similarity, and recency decay ranking for agent episodic long-term memory.
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.