Nicheloom

The opportunity tracker for new startups.

Sources

autonomous and self-improving agent frameworks

Recent window: last 5.2 months (2026-04-26 → 2026-10-02), compared with the prior 5.2 months.

horizontal · 194 members · Data as of 2026-10-05

These products provide developer infrastructure, reinforcement learning libraries, evaluation benchmarks, and domain skills for building autonomous AI agents. They are designed for machine learning researchers, software engineers, and enterprise teams developing multi-agent systems and scientific research workflows. The cluster is distinguished by its emphasis on self-improving models, control theory, and rigorous algorithmic evaluation rather than simple task automation.

Metrics

Stage
crowded
Recent count
181
Prior count
12
Total count
194
Momentum
300.00
Attention
0.14
Crowding
0.84
Concentration
0.85
Opportunity
0.36

Opportunity components

Attention
0.14
Low crowding
0.16
Momentum (normalized)
1.00
Low concentration
0.15

Source split

github
151 (0.83)
hn
11 (0.06)
ph
13 (0.07)
yc
6 (0.03)

Dominant source: github · Divergence: 0.80

Similar themes

Monthly trajectory

Members

Name Source Upvotes ▼ Launched
MiniMax M2.7 PH 379 2026-03-19
Terranox AI: AI-powered uranium discovery YC 218 2026-02-25
KLPO GITHUB 180 2026-09-19
djev-spark GITHUB 172 2026-09-18
Mediator.ai HN 160 2026-04-20
Agent Skills Leaderboard HN 135 2026-01-20
A competition for small neural networks that play strategy games HN 115 2026-09-20
Agent Swarm HN 63 2026-02-26
RSIGame GITHUB 61 2026-09-28
ScienceBuddy GITHUB 57 2026-09-14
easyplot GITHUB 42 2026-09-23
LoopGain HN 31 2026-07-15
Prism-Legal-OS GITHUB 29 2026-09-12
falsify-the-problem GITHUB 25 2026-09-10
research-solution-supervisor GITHUB 22 2026-09-09
Swarmmy GITHUB 22 2026-09-22
ResearchPilot GITHUB 21 2026-09-30
ptcg-population-rl GITHUB 21 2026-09-12
WMRL GITHUB 21 2026-09-10
graph-engineering GITHUB 21 2026-09-09
skills GITHUB 20 2026-10-04
algorithm-practice-roadmap GITHUB 20 2026-09-27
DN-MOPD GITHUB 19 2026-09-28
AI-Has-Taste GITHUB 19 2026-09-12
llm-multi-agent-game-evaluation GITHUB 19 2026-09-23
SolveEdit GITHUB 18 2026-09-28
Next Move Theory gives you an algorithm for every product decision HN 18 2026-06-22
harness-router GITHUB 18 2026-09-25
minesweeper GITHUB 18 2026-09-21
multi-agent-relay GITHUB 18 2026-09-16
JevAny GITHUB 17 2026-09-22
SimuVerity GITHUB 16 2026-10-01
Biopharma Bench 0.1 – Evaluating AI on Autonomous Drug Development YC 15 2026-09-25
POInfra GITHUB 14 2026-09-28
Visibl Semiconductors: The First AI-Enabled Coordination Layer for Chip Design YC 13 2026-02-19
Parallel Agentic Search on the Twitter Algorithm HN 13 2026-01-20
AlphaResearchOS GITHUB 13 2026-09-22
Atrisa: Agents for Analog Circuit Design YC 12 2026-06-02
JevPokerBench GITHUB 11 2026-09-21
ephris GITHUB 11 2026-10-01
I applied Lyapunov stability theory to detect when LLM agents spiral HN 11 2026-06-11
multi-agente-de-verdade GITHUB 11 2026-09-23
AIBE7_FinalProject_Team1 GITHUB 11 2026-09-20
TFT-Copilot GITHUB 11 2026-09-17
quant-autoresearch GITHUB 11 2026-09-15
Strategy-RSI GITHUB 10 2026-09-11
herdr-cook-plan GITHUB 10 2026-09-27
indecis-vizdoom GITHUB 10 2026-09-28
teach-demo GITHUB 10 2026-09-13
CUA-Sandbox-Efficient-Environments-for-Computer-Use-Reinforcement-Learning GITHUB 9 2026-09-26