Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

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
Altifigence PH 1 2026-09-18
Peer Response Generator PH 1 2026-09-10
DeepGraph 深图 PH 1 2026-09-11
J. Doomen Research Platform PH 1 2026-09-30
iform PH 1 2026-09-15
Teamhub PH 1 2026-09-11
SwarmCore AI PH 1 2026-09-26
Smart Course Planner PH 1 2026-09-28
COLLISION AI PH 1 2026-09-22
NotBuiltYet– Open-source library of civilisation problems worth solving HN 5 2026-02-26
Total Reciprocity Public License HN 5 2025-11-28
I applied Lyapunov stability theory to detect when LLM agents spiral HN 5 2026-06-09
The world's least deterministic programming language HN 5 2025-12-12
Rise Reforming: distributed chemical production YC 5 2026-07-13
Ramanujan HN 5 2026-09-06
Maingen: Simulations of real industrial operations, so agents can run the physical world YC 5 2026-08-07
Come prove the Berge Fulkerson conjecture with a swarm of agents HN 5 2026-09-12
Ailin¹ PH 6 2026-09-15
dual-loop-controller GITHUB 6 2026-09-15
genpark-agent-budget-token-spend-circuit-breaker-skill GITHUB 7 2026-09-28
genpark-blackboard-architecture-shared-memory-skill GITHUB 7 2026-09-28
genpark-graph-rag-entity-relationship-extractor-skill GITHUB 7 2026-09-28
genpark-deadlock-detector-banker-resource-graph-skill GITHUB 7 2026-09-28
genpark-quadratic-programming-active-set-skill GITHUB 7 2026-09-28
genpark-agent-tool-call-circuit-breaker-skill GITHUB 7 2026-09-26
genpark-mcts-monte-carlo-tree-search-skill GITHUB 7 2026-09-28
genpark-swarm-task-decomposition-auctioneer-skill GITHUB 7 2026-09-26
genpark-multi-agent-token-bucket-gossip-protocol-skill GITHUB 7 2026-09-28
genpark-particle-swarm-optimization-pso-skill GITHUB 7 2026-09-28
genpark-subsumption-architecture-behavior-arbitration-skill GITHUB 7 2026-09-28
genpark-self-refine-iterative-critique-optimization-skill GITHUB 7 2026-09-28
genpark-agent-trajectory-pass-fail-evaluator-skill GITHUB 7 2026-09-29
genpark-agent-multi-turn-eval-scorer-skill GITHUB 7 2026-09-26
genpark-autonomous-refund-dispute-arbitrator-skill GITHUB 7 2026-09-15
genpark-autonomous-refund-dispute-arbitrator-skill GITHUB 7 2026-09-15
genpark-agent-speculative-decoding-orchestrator-skill GITHUB 7 2026-09-15
genpark-hybrid-rerank-fusion-retriever-skill GITHUB 7 2026-09-14
genpark-async-event-loop-reactor-scheduler-skill GITHUB 7 2026-09-28
genpark-inter-agent-handshake-negotiator-skill GITHUB 7 2026-09-26
genpark-multi-agent-debate-consensus-verifier-skill GITHUB 7 2026-09-10
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-simplex-linear-real-arithmetic-qflra-skill GITHUB 7 2026-09-10
genpark-autonomous-form-autofill-resolver-skill GITHUB 7 2026-09-14
genpark-deep-research-consensus-engine-skill GITHUB 7 2026-09-12
genpark-personal-boundary-auto-negotiator-skill GITHUB 7 2026-09-26
genpark-swarm-deadlock-detector-skill GITHUB 7 2026-09-26
genpark-agent-multi-turn-eval-scorer-skill GITHUB 7 2026-09-26
Atlas Discovery: AI-native pharma company YC 7 2026-07-24
genpark-delegated-agentic-checkout-guardrail-skill GITHUB 7 2026-09-10