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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.

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861 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.

  1. GitHub · Repository created · First archived

    Alpha-Park/genpark-maximum-flow-edmonds-karp-network-skill ↗

    Edmonds-Karp network flow engine with BFS augmenting paths computing maximum flow and minimum cut bottlenecks for multi-agent routing.

  2. GitHub · Repository created · First archived

    alphaparkinc/genpark-maximum-flow-edmonds-karp-network-skill ↗

    Edmonds-Karp network flow engine with BFS augmenting paths computing maximum flow and minimum cut bottlenecks for multi-agent routing.

  3. GitHub · Repository created · First archived

    Alpha-Park/genpark-topological-sorter-tarjan-scc-skill ↗

    Directed acyclic graph (DAG) topological sorting and Tarjan's strongly connected components (SCC) engine for agent dependency resolution.

  4. GitHub · Repository created · First archived

    alphaparkinc/genpark-topological-sorter-tarjan-scc-skill ↗

    Directed acyclic graph (DAG) topological sorting and Tarjan's strongly connected components (SCC) engine for agent dependency resolution.

  5. GitHub · Repository created · First archived

    Alpha-Park/genpark-graph-dijkstra-astar-pathfinder-skill ↗

    Graph pathfinding engine implementing Dijkstra's shortest path and A* heuristic routing with priority queues for agent planning.

  6. GitHub · Repository created · First archived

    alphaparkinc/genpark-graph-dijkstra-astar-pathfinder-skill ↗

    Graph pathfinding engine implementing Dijkstra's shortest path and A* heuristic routing with priority queues for agent planning.

  7. GitHub · Repository created · First archived

    Alpha-Park/genpark-yield-curve-nelson-siegel-interpolator-skill ↗

    Nelson-Siegel parametric zero-coupon yield curve modeling engine fitting spot rates, decay factor, level, slope, and curvature components.

  8. GitHub · Repository created · First archived

    alphaparkinc/genpark-yield-curve-nelson-siegel-interpolator-skill ↗

    Nelson-Siegel parametric zero-coupon yield curve modeling engine fitting spot rates, decay factor, level, slope, and curvature components.

  9. GitHub · Repository created · First archived

    Alpha-Park/genpark-bond-convexity-modified-duration-calculator-skill ↗

    Fixed-income bond pricing engine computing cash flow present values, Macaulay duration, modified duration, and price convexity.

  10. GitHub · Repository created · First archived

    alphaparkinc/genpark-bond-convexity-modified-duration-calculator-skill ↗

    Fixed-income bond pricing engine computing cash flow present values, Macaulay duration, modified duration, and price convexity.

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

Explore related regions

These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.