Microcoder, a cheap GPT-6 Luna loop, beats Fable 5.1 low's cheapest winning run on three Terminal-Bench 4 tasks (in-sample and knowledge-assisted; see the results). Each time, the difference was one precise, cited fact from the shared knowledge base, written from that same task. On the other 11 tasks it has tried, it fails, and the base holds nothing about their domains. The base is only as wide as the people who write it.
This page is for anyone who wants to widen it: write an entry, publish it under your own key, and let other people's runs decide whether it counts. The plan explains why, and the quest board lists the open quests.
There are two roles, and one person can't play both for the same entry:
- An author writes and publishes an entry. You need this repository and a Nostr key; you don't need to run anything.
- A runner runs paired Microcoder runs, with and without someone else's entry, and publishes the evidence. You need Docker, the Terminal-Bench 4 tasks, a Codex login, and a Jev key.
While the out-of-sample study runs, quests name only the 14 tasks Microcoder has already run. The study measures Microcoder on 49 tasks that nobody has written knowledge about; entries about those tasks would spoil it. More tasks open when the study closes.
Until then:
- Take quests only from the quest board.
- Don't read anything about a task outside the 14, including its instruction, its files, Microcoder runs on it, and Fable's public trajectories on it, to write an entry. The study's pre-registration lists those tasks.
- Write entries from the 14 tasks, from Terminal-Bench 2.1, or from general references such as papers, standards, and manuals.
Runners need this; authors need it only for kb commands.
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Build and install it from this repository:
cargo install --path crates/microcoder --locked
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Install the pinned Terminal-Bench 4 tasks with
uv run tbench tasks checkout --catalog tb4frombench/terminal-bench(see the runbook). They land under~/.openagents/terminal-bench/upstream/terminal-bench-v4.0.0/tasks/. -
Sign in to Codex with
codex login, and put a Jev key inTYPESAFE_API_KEYor~/.openagents/jev.json. -
Check that a task starts and grades, at no model cost. This runs the task's reference solution for you; it doesn't show it:
microcoder shadow-relay --check-grading
The Microcoder guide explains the loop and its options.
An entry is one general, checkable fact a cheaper agent would miss: a formula, a convention, an edge case, or an environment trap. The winning entries so far were the unbiased MMD estimator, the log2 scale for omics tests, and the SA-CCR commodity hedging sets.
A quest can't be completed by an entry written from its own task. The
rule reads the entry's provenance.written_from, and a task listed there
never counts as evidence for that entry. So the useful move is transfer:
learn a detail from one source, and show that it helps on a different task.
Two ways to find one:
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Contrast a failure with a win. Pick one of the 14 tasks, take a failed Microcoder run on it and a Fable 5.1 winning trajectory on it, and ask for the decisions that explain the failure:
microcoder kb harvest-contrast <run> <trajectory.json> --task <task>
Fable's public trajectories are listed in
bench/terminal-bench/reference/fable-5.1-replays.json;uv run python -m tbench.public_replaysfrombench/terminal-benchdownloads them to~/.openagents/terminal-bench/public-replays/. The command writes<task>into each entry'swritten_from, so the entry can complete quests on every task except that one. -
Write it by hand from a reference:
microcoder kb add numerics.kahan-summation --kind method \ --title "Compensated (Kahan) summation" --author "Your Name"
Cite your sources under
provenance.cites. List every task and run you read to write it underprovenance.written_from, orreferenceif you read none.
Then check it:
microcoder kb lintThe lint refuses an entry that cites nothing, still has TODO text, names
a benchmark task, or shares 40 or more characters with a task's tests. Read
every harvested entry before you publish it; the
knowledge-base guide covers every kb command.
microcoder kb publish --relay wss://relay.openagents.com <entry-id>The first kb publish creates your key at
~/.openagents/nostr/knowledge-key and prints its npub. Share the npub
so runners can trust your entries. The relay needs no sign-up or
authentication. A published version is immutable: to change an entry, raise
its version and publish again.
Nothing counts because an author says so. An entry counts when someone else's runs show it helped:
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A runner syncs your entries and trusts your key:
microcoder kb sync --relay wss://relay.openagents.com --author <npub>
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For exploratory screening, the runner runs the quest's task with the base on and off, the same number of times, with the same model and caps:
microcoder <task> --kb candidates --kb-trust all --max-usd <bar> microcoder <task> --kb off --max-usd <bar>
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The runner checks the measurement locally. This reads the runs recorded under
~/.openagents/microcoder/runsand pairs the runs that showed the entry's exact synced version (matched by digest) against the runs that didn't show it, on tasks the entry wasn't written from:microcoder kb evidence --author <npub> <entry-id>
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The runner publishes the measurement as a NIP-EVAL report signed with their own key. It cites the author's exact kind-
3190event:microcoder kb publish-evidence --relay wss://relay.openagents.com \ --author <npub> <entry-id>
The command prints the evidence event's ID. It refuses when the relay doesn't hold the synced version, when the author withdrew it, and when
--authoris the runner's own key. -
Keep the evidence event ID for review. The current historical reader always reports
inconclusive, somicrocoder xp awardrefuses this report. Equal run counts and matching flags do not prove prospective assignment, complete outcomes, or a causal benefit. Quest acceptance needs a separately verified prospective report under its pinned rule; the current reader does not produce one. The study guide describes the available fixed-study infrastructure and its remaining limits.
Runs that showed a different version of the entry, or another author's entry with the same ID, count in neither arm. If the author publishes a new version while you're running, sync again and run again: evidence is about one exact version.
Reports retain excluded versions, missing pins, and failed intake in their denominators and evidence artifacts. An unknown required cost stays unknown; the known lower bound cannot satisfy a quest's cost bar. Publishing evidence preserves an attributable observation and does not award XP.
Quests and XP follow NIP-XP, and the
XP guide covers the referee's commands. The OpenAgents referee
awards a quest's kb-transfer completion when all of these hold:
- The report is about the exact entry version it cites: the author's event, named by the author's qualified ID and the digest of its document.
- The runner isn't the author.
- The quest's task isn't in the entry's
written_from. - The report's verdict is
pass, and it pairs runs on the quest's task. - On that task, the runs with the entry pass at the quest's rate (0.66, so 2 of 3) and cost less per run than the quest's bar, which is below Fable 5.1 low's cheapest winning run.
- The evidence was published inside the season (
tb4-s1, 2026-09-26 to 2026-12-25 UTC).
Each quest version pays once, to its first accepted completion: 6 XP to the
author and 4 XP to the runner. More runs, more evidence, or republishing
never add to it. XP is a record of accepted work; it can't be spent,
transferred, or converted into sats, credits, or permissions. Any reader
can recheck an award from the signed events with
microcoder xp ledger --relay wss://relay.openagents.com --referee <npub>.
- Reading a task's reference solution or verifier to write an entry.
Harvesting from public winning trajectories is allowed and recorded in
written_from. - Task-specific wording. Entries are general facts with citations, not answers to one task: no task names, file paths, expected values, or quotes from its tests. Nothing enters Microcoder's instructions per task.
- In-sample evidence. Runs on a task the entry was written from.
- Self-evidence. Runs by the entry's author, or by a second key the author controls. The protocol can't tell two keys apart, so the referee accepts evidence it can rederive from retained runs or from runners it knows.
- Cherry-picked runs. Every graded run of both arms on the task counts.
- Entries about the study's tasks, until the study closes.
If an entry is wrong, withdraw it and publish the withdrawal:
microcoder kb withdraw <entry-id> --reason "the formula has the wrong sign"
microcoder kb publish --relay wss://relay.openagents.comRuns never show a withdrawn entry again, and readers see the reason. A withdrawal doesn't revoke XP already awarded; only the referee can revoke an award, with a signed reason. Removal from a relay isn't erasure: signed events may remain on other relays.
kb workbench harvest SELECTION STAGING OUTPUT reads an explicit JSON source
selection (task, run, source group, artifact digest, citation, disclosed text,
forbidden strings, and acquisition/setup/check costs), uses an empty staging
directory, and retains a private candidate session. kb workbench inspect SESSION
shows its revisions and all attempts; kb workbench edit SESSION DOCUMENT OUTPUT
lints an edit into a new session. Open that session with
openagents-terminal --knowledge-workbench SESSION. kb workbench draft-study SESSION PLAN pins the current candidate and excludes its source tasks and groups
from confirmation. These operations neither publish nor activate knowledge; a
study draft is not admission evidence.