Long-Horizon Planning B

Name: Long-Horizon Planning
Creator: EdotEnv
Keywords: Long-Horizon,ML

AI benchmark · Long-Horizon

Publisher: EdotEnv
Domains: Long-Horizon ML
On X: @edotenv ↗
Tier: B why
Snapshot: October 11, 2026

Open benchmark ↗edotenv.com/blog/long-horizon-planning

Latest from EdotEnv on X

@edotenv ↗

we tried coding harnesses for research and had to reimplement many obvious research frameworks - so we ended up building a harness from scratch Introducing oh-my-quant (OMQ): a research-first harness that handles all the boring parts so the Agent focus on intelligent tasks OMQ automatically: - spawns agent-colleagues to double check work - sets up independent workspaces per experiment - monitors & hooks up experiments to any dashboard - proactively notifies you over telegram on progress - owns independent reviewers to prevent doom loops
— edotenv (@edotenv) Sep 29, 2026
there is still a long way to go before LLMs are useful for genuinely hard research tasks we let GPT autoresearch Deep Learning alphas on crypto perp data and find that GPT: - doesn't explore parameters well, only minimal changes across iterations - has poor research taste, proposes experiments like three almost identical learning rates (wtf) struggles with intelligent evals, ie judging training curves which has no binary criteria
— edotenv (@edotenv) Sep 21, 2026
markets are the best dynamic benchmark for LLM training - no saturation - infinite data source - naturally noisy with distribution shifts
— edotenv (@edotenv) Sep 4, 2026

What is Long-Horizon Planning?

Long-Horizon Planning measures an agent's long-horizon planning by its trading performance (PnL, Sharpe, drawdown) over a two-year historical crypto market replay using forecasting, optimisation and bash tools.

Finance mostly
“Long-Horizon Planning evaluates agents in a 2 year market environment and measures its trading performance over this period.”
edotenv.com/blog/long-horizon-planning ↗

Tier B

Established: 15 or more models scored, or curated RL directories rate it.

How much stands behind a tier: usage, who backs it, a confirmed line from its own site or paper, and a clear read on X. High with three of the four, medium with two, low otherwise.

built by EdotEnv
in curated RL directories (3 pts)

How we got to tier B

Adoption: built by EdotEnv. Tier C.
Not yet read on X.
In curated RL directories: 3 points, a floor of B. Raised to B.
Confirmed: a line from its own site or paper places it.

A clear view on X moves a tier one step up or down; most entries don't move. How tiers work.

Where Long-Horizon Planning sits

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Next: browse all benchmarks. Entry from the RL Research daily scrape of public sources, 2026-10-11 snapshot.