Nicheloom

The opportunity tracker for new startups.

Sources

specialized AI models and agent skills

Recent window: last 5.3 months (2026-04-28 → 2026-10-05), compared with the prior 5.3 months.

horizontal · 118 members · Data as of 2026-10-08

These products provide formal mathematical models, causal reasoning tools, and domain-specific foundation architectures for autonomous agents and scientific workflows. They are utilized by AI researchers, computational scientists, and systems engineers building high-precision autonomous systems. Unlike broad consumer AI apps or basic LLM wrappers, this cluster focuses on rigorous algorithmic primitives like state estimation, game theory, and scientific discovery engines.

Metrics

Stage
forming
Recent count
111
Prior count
5
Total count
118
Momentum
300.00
Attention
0.14
Crowding
0.56
Concentration
0.85
Opportunity
0.43

Opportunity components

Attention
0.14
Low crowding
0.44
Momentum (normalized)
1.00
Low concentration
0.15

Source split

github
91 (0.82)
hn
2 (0.02)
ph
18 (0.16)
yc
0 (0.00)

Dominant source: github · Divergence: 0.82

Similar niches

Monthly trajectory

Members

Name Source Upvotes ▼ Launched
hypoarena GITHUB 560 2026-09-30
Echo HN 484 2026-07-23
strands-decider GITHUB 268 2026-09-29
GLM-5.3 PH 253 2026-08-15
Actian VectorAI DB PH 203 2026-04-28
AlphaGenome Atlas PH 147 2026-09-09
TabPFN-2.5 HN 73 2025-11-06
FOREST GITHUB 46 2026-09-29
Sup AI, a confidence-weighted ensemble (52.15% on Humanity's Last Exam) HN 26 2026-03-26
homosaaa-data-engineering-roadmap GITHUB 24 2026-09-17
Per-instance TSP Solver with No Pre-training (1.66% gap on d1291) HN 21 2025-12-29
Origin - Safer Cell & Gene Therapies with AI YC 18 2026-02-04
Akamas Insights now GA HN 16 2025-11-10
deeptrace-research-agent GITHUB 13 2026-09-26
Symbio self fine-tuning AI loop HN 10 2026-08-01
AI Trolley Problem Arena HN 9 2025-12-16
instinct GITHUB 9 2026-09-29
ProactiveInquirer GITHUB 9 2026-09-26
genpark-dijkstra-weakest-precondition-wp-calculus-skill GITHUB 8 2026-09-09
genpark-shapley-value-cooperative-game-allocator-skill GITHUB 8 2026-09-09
genpark-loop-invariant-induction-prover-skill GITHUB 8 2026-09-09
genpark-backdoor-criterion-confounder-adjustment-skill GITHUB 8 2026-09-09
genpark-bayesian-network-exact-variable-elimination-skill GITHUB 8 2026-09-09
genpark-kalman-filter-1d-state-estimator-skill GITHUB 8 2026-09-09
genpark-instrumental-variable-two-stage-estimator-skill GITHUB 8 2026-09-09
genpark-markov-decision-process-value-iteration-skill GITHUB 8 2026-09-09
genpark-counterfactual-three-step-abduction-prediction-skill GITHUB 8 2026-09-09
genpark-spike-timing-dependent-plasticity-stdp-skill GITHUB 8 2026-09-09
genpark-shapley-value-cooperative-game-allocator-skill GITHUB 8 2026-09-09
genpark-gale-shapley-deferred-acceptance-matching-skill GITHUB 8 2026-09-09
genpark-rubinstein-alternating-offers-bargaining-skill GITHUB 8 2026-09-09
genpark-presburger-arithmetic-linear-integer-solver-skill GITHUB 8 2026-09-09
genpark-dijkstra-weakest-precondition-wp-calculus-skill GITHUB 8 2026-09-09
genpark-hoare-logic-triplet-verifier-skill GITHUB 8 2026-09-09
genpark-vickrey-clarke-groves-vcg-auction-mechanism-skill GITHUB 8 2026-09-09
genpark-vickrey-clarke-groves-vcg-auction-mechanism-skill GITHUB 8 2026-09-09
genpark-kalman-filter-1d-state-estimator-skill GITHUB 8 2026-09-09
genpark-counterfactual-three-step-abduction-prediction-skill GITHUB 8 2026-09-09
genpark-propensity-score-inverse-probability-weighting-skill GITHUB 8 2026-09-09
genpark-spike-timing-dependent-plasticity-stdp-skill GITHUB 8 2026-09-09
genpark-nash-equilibrium-bimatrix-support-enumeration-skill GITHUB 8 2026-09-09
genpark-bayesian-network-exact-variable-elimination-skill GITHUB 8 2026-09-09
genpark-nash-equilibrium-bimatrix-support-enumeration-skill GITHUB 8 2026-09-09
genpark-markov-decision-process-value-iteration-skill GITHUB 8 2026-09-09
genpark-particle-filter-monte-carlo-localization-skill GITHUB 8 2026-09-09
genpark-gale-shapley-deferred-acceptance-matching-skill GITHUB 8 2026-09-09
genpark-hoare-logic-triplet-verifier-skill GITHUB 8 2026-09-09
genpark-backdoor-criterion-confounder-adjustment-skill GITHUB 8 2026-09-09
genpark-structural-causal-model-dag-interventional-engine-skill GITHUB 8 2026-09-09
genpark-rubinstein-alternating-offers-bargaining-skill GITHUB 8 2026-09-09