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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-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
genpark-michael-scott-lock-free-queue-skill GITHUB 8 2026-09-09
genpark-multi-armed-bandit-ucb1-thompson-sampling-skill GITHUB 8 2026-09-09
genpark-r-tree-spatial-bounding-box-indexer-skill GITHUB 8 2026-09-09
genpark-shamir-secret-sharing-threshold-scheme-skill GITHUB 8 2026-09-09
genpark-verifiable-delay-function-vdf-evaluator-skill GITHUB 8 2026-09-09
genpark-simplex-linear-programming-solver-skill GITHUB 8 2026-09-09
genpark-branch-and-bound-integer-programming-skill GITHUB 8 2026-09-09
polybot GITHUB 8 2026-09-12
genpark-levenshtein-damerau-fuzzy-string-aligner-skill GITHUB 8 2026-09-09
genpark-deep-research-consensus-engine-skill GITHUB 8 2026-09-12
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
Rasyn: One place to run any Chemistry task YC 8 2026-08-03
HYBRD - agentic coaching for athletes YC 8 2026-04-30
genpark-hungarian-munkres-assignment-algorithm-skill GITHUB 8 2026-09-09
genpark-pbft-practical-byzantine-fault-tolerance-skill GITHUB 8 2026-09-09
genpark-asynchronous-weak-commitment-search-awcs-skill GITHUB 8 2026-09-09
genpark-lamport-vector-clock-causality-tracker-skill GITHUB 8 2026-09-09
genpark-count-min-sketch-frequency-estimator-skill GITHUB 8 2026-09-09
genpark-verifiable-delay-function-vdf-evaluator-skill GITHUB 8 2026-09-09
genpark-shannon-entropy-mutual-information-estimator-skill GITHUB 8 2026-09-09
genpark-can-content-addressable-network-torus-skill GITHUB 8 2026-09-09
block-blast-solver GITHUB 8 2026-09-16
CUA-Sandbox-Efficient-Environments-for-Computer-Use-Reinforcement-Learning GITHUB 9 2026-09-26
herdr-cook-plan GITHUB 10 2026-09-27
Strategy-RSI GITHUB 10 2026-09-11
teach-demo GITHUB 10 2026-09-13
If You Want Coherence, Orchestrate a Team of Rivals: Multi-Agent " HN 10 2026-01-28
I applied Lyapunov stability theory to detect when LLM agents spiral HN 11 2026-06-11
AIBE7_FinalProject_Team1 GITHUB 11 2026-09-20
multi-agente-de-verdade GITHUB 11 2026-09-23
JevPokerBench GITHUB 11 2026-09-21
TFT-Copilot GITHUB 11 2026-09-17
quant-autoresearch GITHUB 11 2026-09-15
score-centering GITHUB 11 2026-09-14
Pentagon - A coordination layer for humans and agents. YC 12 2026-05-20
DN-MOPD GITHUB 12 2026-09-28