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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 ↗858 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
kaithoughtarchitect/titration ↗
Let your coding agent fix a prompt until it actually works, and prove it did. A self-hosted MCP server: cross-vendor judges, frozen baselines and memory.
- Hacker News · Posted on Hacker News · First archived
Show HN: FAB – A benchmark for AI agents doing financial due diligence ↗
The world economy around us depends on complex financial work. How well can AI do it? We(a team of ex-EY employees) built FAB - Finance Agents Benchmark, testing AI Agents on the work behind financial due diligence. Agents can find the relevant facts, but still struggle to carry them through to a complete, reliable analysis. We’ll keep expanding FAB to more companies and testing more models. Building and running this benchmark isn’t cheap, so we’…
- Hacker News · Posted on Hacker News · First archived
Show HN: I Made Agent Office ↗
A pixel-art office where your Claude Code sessions come to life as coworkers. Found myself staring at nothing while working and prompting so I thought I could make my agents "look alive" at least
- Hacker News · Posted on Hacker News · First archived
Putting the trace before the loop: observability-first AI agent design ↗
Hacker News discussion.
- GitHub · Repository created · First archived
yaoyuxiang-gnn/agent-guard ↗
Budget caps, runaway-loop detection and circuit breakers for AI agents. Zero dependencies, framework agnostic.
- Hacker News · Posted on Hacker News · First archived
Flowlight – open-source network visibility for AI agents on macOS ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Alpha-Park/genpark-page-rank-power-iteration-centrality-skill ↗
PageRank random walk and power iteration centrality engine scoring authority and influence across interconnected agent networks.
- GitHub · Repository created · First archived
alphaparkinc/genpark-page-rank-power-iteration-centrality-skill ↗
PageRank random walk and power iteration centrality engine scoring authority and influence across interconnected agent networks.
- GitHub · Repository created · First archived
Alpha-Park/genpark-minimum-spanning-tree-kruskal-prim-skill ↗
Minimum Spanning Tree (MST) solver using Kruskal's disjoint-set union-find for optimal multi-agent communications backbones.
- GitHub · Repository created · First archived
alphaparkinc/genpark-minimum-spanning-tree-kruskal-prim-skill ↗
Minimum Spanning Tree (MST) solver using Kruskal's disjoint-set union-find for optimal multi-agent communications backbones.
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 ↗
Related threads
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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.