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Sources

autonomous agent research and evaluation

Recent window: last 5.2 months (2026-04-24 → 2026-09-28), compared with the prior 5.2 months.

horizontal · 188 members · Data as of 2026-09-30

These products offer reinforcement learning frameworks, evaluation benchmarks, and tooling designed to train and stress-test autonomous AI agents. They are used by AI researchers and machine learning engineers developing decision-making models and scientific discovery systems. Unlike generic workflow automation or consumer copilot tools, this cluster centers on recursive self-improvement, policy optimization, and rigorous agent capability testing.

Metrics

Stage
crowded
Recent count
149
Prior count
12
Total count
188
Momentum
300.00
Attention
0.15
Crowding
0.77
Concentration
0.85
Opportunity
0.38

Opportunity components

Attention
0.15
Low crowding
0.23
Momentum (normalized)
1.00
Low concentration
0.15

Monthly trajectory

Source split

github
125 (0.84)
hn
7 (0.05)
ph
10 (0.07)
yc
7 (0.05)

Dominant source: github · Divergence: 0.79

Similar themes

Members

Name Source Upvotes ▼ Launched
genpark-simplex-linear-real-arithmetic-qflra-skill GITHUB 7 2026-09-10
genpark-least-to-most-subgoal-planner-skill GITHUB 7 2026-09-10
genpark-shapley-value-cooperative-game-skill GITHUB 7 2026-09-10
genpark-particle-swarm-optimization-pso-skill GITHUB 7 2026-09-28
genpark-deadlock-detector-banker-resource-graph-skill GITHUB 7 2026-09-28
genpark-mcts-monte-carlo-tree-search-skill GITHUB 7 2026-09-28
genpark-quadratic-programming-active-set-skill GITHUB 7 2026-09-28
genpark-self-refine-iterative-critique-optimization-skill GITHUB 7 2026-09-28
genpark-multi-agent-token-bucket-gossip-protocol-skill GITHUB 7 2026-09-28
genpark-blackboard-architecture-shared-memory-skill GITHUB 7 2026-09-28
genpark-subsumption-architecture-behavior-arbitration-skill GITHUB 7 2026-09-28
genpark-agent-budget-token-spend-circuit-breaker-skill GITHUB 7 2026-09-28
genpark-graph-rag-entity-relationship-extractor-skill GITHUB 7 2026-09-28
genpark-agent-trajectory-pass-fail-evaluator-skill GITHUB 7 2026-09-29
genpark-dag-topological-sort-dependency-resolver-skill GITHUB 7 2026-09-29
genpark-q-learning-temporal-difference-agent-skill GITHUB 7 2026-09-28
genpark-agent-trajectory-pass-fail-evaluator-skill GITHUB 7 2026-09-29
genpark-agent-message-bus-topic-router-skill GITHUB 7 2026-09-29
genpark-minimum-spanning-tree-kruskal-prim-skill GITHUB 7 2026-09-28
Ailin¹ PH 6 2026-09-15
dual-loop-controller GITHUB 6 2026-09-15
The world's least deterministic programming language HN 5 2025-12-12
I applied Lyapunov stability theory to detect when LLM agents spiral HN 5 2026-06-09
Maingen: Simulations of real industrial operations, so agents can run the physical world YC 5 2026-08-07
Total Reciprocity Public License HN 5 2025-11-28
Rise Reforming: distributed chemical production YC 5 2026-07-13
Come prove the Berge Fulkerson conjecture with a swarm of agents HN 5 2026-09-12
NotBuiltYet– Open-source library of civilisation problems worth solving HN 5 2026-02-26
Ramanujan HN 5 2026-09-06
Smart Course Planner PH 1 2026-09-28
Altifigence PH 1 2026-09-18
iform PH 1 2026-09-15
COLLISION AI PH 1 2026-09-22
J. Doomen Research Platform PH 1 2026-09-30
SwarmCore AI PH 1 2026-09-26
Teamhub PH 1 2026-09-11
DeepGraph 深图 PH 1 2026-09-11
Peer Response Generator PH 1 2026-09-10