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Sources

autonomous agent research and evaluation

Recent window: last 5.1 months (2026-04-24 → 2026-09-27), compared with the prior 5.1 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
146
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
122 (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
Strategy-RSI GITHUB 10 2026-09-11
CUA-Sandbox-Efficient-Environments-for-Computer-Use-Reinforcement-Learning GITHUB 9 2026-09-26
genpark-deep-research-cross-citation-graph-skill GITHUB 8 2026-09-12
genpark-lock-free-treiber-stack-atomic-cas-skill GITHUB 8 2026-09-09
learn-agent GITHUB 8 2026-09-11
genpark-hybrid-rerank-fusion-retriever-skill GITHUB 8 2026-09-14
genpark-autonomous-task-dag-decomposer-skill GITHUB 8 2026-09-12
genpark-autonomous-form-autofill-resolver-skill GITHUB 8 2026-09-14
genpark-distributed-breakout-algorithm-dcop-skill GITHUB 8 2026-09-09
genpark-min-cost-max-flow-successive-shortest-path-skill GITHUB 8 2026-09-09
genpark-max-sum-factor-graph-belief-propagation-skill GITHUB 8 2026-09-09
genpark-borda-count-condorcet-social-choice-voting-skill GITHUB 8 2026-09-09
genpark-pbft-practical-byzantine-fault-tolerance-skill GITHUB 8 2026-09-09
genpark-q-learning-temporal-difference-rl-skill GITHUB 8 2026-09-09
genpark-simulated-annealing-combinatorial-optimizer-skill GITHUB 8 2026-09-09
genpark-aho-corasick-multi-pattern-automaton-skill GITHUB 8 2026-09-09
genpark-fictitious-play-iterative-learning-equilibrium-skill GITHUB 8 2026-09-09
genpark-levenshtein-damerau-fuzzy-string-aligner-skill GITHUB 8 2026-09-09
genpark-shamir-secret-sharing-threshold-scheme-skill GITHUB 8 2026-09-09
genpark-borda-count-condorcet-social-choice-voting-skill GITHUB 8 2026-09-09
genpark-simplex-linear-programming-solver-skill GITHUB 8 2026-09-09
genpark-kolmogorov-complexity-normalized-compression-distance-skill GITHUB 8 2026-09-09
genpark-simulated-annealing-combinatorial-optimizer-skill GITHUB 8 2026-09-09
genpark-fictitious-play-iterative-learning-equilibrium-skill GITHUB 8 2026-09-09
genpark-evolutionary-stable-strategy-replicator-dynamics-skill GITHUB 8 2026-09-09
genpark-gossip-protocol-epidemic-information-dissemination-skill GITHUB 8 2026-09-09
genpark-dynamic-time-warping-dtw-alignment-skill GITHUB 8 2026-09-09
genpark-chandy-lamport-distributed-snapshot-skill GITHUB 8 2026-09-09
genpark-distributed-breakout-algorithm-dcop-skill GITHUB 8 2026-09-09
genpark-kolmogorov-complexity-normalized-compression-distance-skill GITHUB 8 2026-09-09
genpark-dynamic-time-warping-dtw-alignment-skill GITHUB 8 2026-09-09
genpark-chandy-lamport-distributed-snapshot-skill GITHUB 8 2026-09-09
genpark-count-min-sketch-frequency-estimator-skill GITHUB 8 2026-09-09
genpark-minimax-alpha-beta-adversarial-search-skill GITHUB 8 2026-09-09
genpark-lock-free-treiber-stack-atomic-cas-skill GITHUB 8 2026-09-09
genpark-r-tree-spatial-bounding-box-indexer-skill GITHUB 8 2026-09-09
genpark-multi-armed-bandit-ucb1-thompson-sampling-skill GITHUB 8 2026-09-09
genpark-hungarian-munkres-assignment-algorithm-skill GITHUB 8 2026-09-09
genpark-lamport-vector-clock-causality-tracker-skill GITHUB 8 2026-09-09
genpark-max-sum-factor-graph-belief-propagation-skill GITHUB 8 2026-09-09
genpark-michael-scott-lock-free-queue-skill GITHUB 8 2026-09-09
genpark-can-content-addressable-network-torus-skill GITHUB 8 2026-09-09
genpark-contract-net-protocol-cnp-task-clearing-skill GITHUB 8 2026-09-09
genpark-contract-net-protocol-cnp-task-clearing-skill GITHUB 8 2026-09-09
genpark-zero-knowledge-schnorr-protocol-prover-skill GITHUB 8 2026-09-09
genpark-q-learning-temporal-difference-rl-skill GITHUB 8 2026-09-09
genpark-asynchronous-weak-commitment-search-awcs-skill GITHUB 8 2026-09-09
genpark-minimax-alpha-beta-adversarial-search-skill GITHUB 8 2026-09-09
genpark-gossip-protocol-epidemic-information-dissemination-skill GITHUB 8 2026-09-09
genpark-branch-and-bound-integer-programming-skill GITHUB 8 2026-09-09