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A generate, review and rank loop under a manager node, where the bar a hypothesis is judged against never reaches the nodes that write hypotheses.
- Vector store
- File I/O
Node question, Question Intake. DOT line 5, card question-intake@1.0.0. 11 nodes in the graph.
1 The graph
11 nodes · 11 edges- Hears from
- nothing in this graph
- Sends to
- supervisor
2 The card skeleton
idquestion-intakeline 1Filled.
The key a blueprint pins. A DOT node carries card="id@version", and this string is the only way a graph and a card find each other. It may be namespaced, berti/solver-a, so two authors can publish a card under the same short name.
nameQuestion Intakeline 2Filled.
What a person calls the node. The drawing prints it and every listing leads with it. Nothing matches on it: that is the id's job, and the two are free to disagree.
typetoolline 3Filled.
Exactly one node-type term from the vocabulary. It says what kind of work the node does and whether a person acts at it: a type under human-in-the-loop, such as human-gate, holds the run until somebody acts; every other type lets it pass. The static analysis groups nodes by this term. Either way it is the author's design choice; nothing here is measured.
phaseoutside the fivenot writtenLeft empty by this card.
Which of the five phases the node stands in, any number of them. The phases describe a blueprint's shape rather than placing every node in one. Intake, retrieval and routing are real work that none of the five names, so declaring none is a valid answer.
actionOpen a research run from an inbound question, carrying the asker's scope and deadline with it so every downstream strand knows what it is allowed to go looking for.lines 5–7Filled.
The operation, in one line, short enough to read off a drawing. It is prose for whoever opens the card. The agent is instructed by spec, and nothing parses this line.
specTake the oldest unhandled message from the research-desk-inbox source and turn it into one research question. Keep the asker's own wording for the ask itself, drop greetings, signatures and quoted reply chains, then append the scope they stated, date range, sources to prefer or avoid, and the deadline, as a short Scope: line beneath the question. Trim the result to at most 2000 characters, cutting at a sentence boundary rather than mid-word, and emit it as plain text on question. If the message carries more than one ask, keep the first and list the others verbatim under Also asked:; if it carries nothing that can be researched, emit nothing and end the run. You are done the moment one question with its scope has been emitted, do not answer it, rank it, or retrieve anything.135 wordslines 8–17Filled.
The instructions handed to the agent when someone runs the graph on their own machine. They must stand on their own, because the agent never sees the rest of the graph. They must not carry what the graph withholds: if the text supplies information no edge brings to this node, the isolation the graph draws exists only on paper. One check reads this field, card/spec-too-thin, and it only measures length.
modelnot namednot writtenLeft empty by this card.
Which model the agent is instantiated with, written the way the provider writes the identifier. A default rather than a binding: a graph's model_stylesheet sets the model for every node matching a shape, an explicit field here outranks the sheet, and whoever runs the blueprint outranks both. Absent on most cards, which means the node takes whatever the graph or the runner supplies.
agentnot namednot writtenLeft empty by this card.
A label the card's author chose for the agent behind the node. Nothing checks it.
skillskills/question-intake.mdline 20Filled.
Where the written procedure for this agent lives, as a path inside the repository you run from. It is only a pointer: no skill document travels in a DarkPrint bundle, and you write the file it names. A node whose spec field holds the whole instruction declares none.
toolsnone requiredline 18Left empty by this card.
tool capability terms from the vocabulary: what the node is permitted to do. This does not say which server supplies the capability; the mcp field answers that. A node can carry either field without the other.
mcpno server is namedline 19Left empty by this card.
The MCP servers the node reaches, under the names they are registered with on the machine that runs the graph. Free text by design: an MCP server is a process somebody installed, and the vocabulary has no term for one.
paramssource: research-desk-inbox, max_question_chars: 2000lines 21–23Filled.
Nested configuration for the node, free-form but JSON-serializable. It travels with the card to whoever runs the graph; nothing on this site interprets a key of it.
inputsnothing arrives on a declared portline 25Left empty by this card.
The ports data arrives on, each with a name and a data-type term from the vocabulary. Every incoming edge is checked against them: an edge whose source produces nothing this node accepts is reported as bundle/type-mismatch.
outputsquestion: textlines 26–29Filled.
The ports data leaves on. An output type makes an edge into the next node meaningful. The next node's declared inputs and prohibitions are checked against it.
question: text. The question as asked, trimmed to a single stated ask with its scope attached.
dependenciesno upstream node is namedline 30Left empty by this card.
Cards this one expects to hear from, by id. This is the one card field that names topology, so it can point back at a line in the DOT on its own. The DOT still decides what is wired; this field says what the author expected to be wired.
cannotno type is refusedline 31Left empty by this card.
Data types that must never arrive, written as vocabulary term ids. Every incoming edge is checked against every entry, and an edge that can carry that type, or a narrower one, is refused as bundle/prohibition-violated. This is the half of the node's refusals that the checker enforces; will_not is the other half, which nothing checks automatically.
will_notanswer the question it opens the run with, retrieve anythinglines 32–34Filled.
What the node promises never to do, in the author's own sentences. Nothing checks an entry here, and nothing can: a promise like "never opens a shell" cannot be read off a graph. It is addressed to whoever reads the card and to the agent instantiated from it, which is why it is a field of its own rather than a second kind of entry inside cannot.
risk_markersnone declaredline 36Left empty by this card.
risk-marker terms the author declares for the node. The static analysis subtracts each distinct marker's weight from the blueprint's static risk-exposure reading, once per blueprint however many nodes carry it. An empty list is a valid answer. Three markers are also read off the graph whether or not a card declares them: unbounded loops, unvalidated external access and criteria leaks.
notesnonenot writtenLeft empty by this card.
The author's commentary on the card, addressed to whoever reads it. Nothing checks it.
version1.0.0line 38Filled.
Semver of the card itself. A published version is never edited in place, so a pinned id@version means the same content forever and a change ships as a new version beside it.
authorautogenline 39Filled.
Who wrote the card. It is excluded from the card's digest, along with provenance. Two cards describing the same node are the same card, whoever typed them.
provenancenot statednot writtenLeft empty by this card.
Where the card came from when it did not start here, such as the blueprint it was forked from or the document behind it. Free text, and excluded from the card's digest.
filled, left empty; both are valid. The skeleton is the card’s fields with what each one is for: open a row to read it. Long values are cut at two lines until the row is opened. This card is pinned by question at topology.dot line 5.
Files
- ..
- elo-tournament@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- findings-delivery@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- hypothesis-evolver@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- hypothesis-generator@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- hypothesis-reviewer@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- hypothesis-safety-screen@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- meta-reviewer@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- proximity-clusterer@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- question-intake@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- research-supervisor@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
- review-rubric@1.0.0.yamlone card document, pinned at the version the graph namespinnedSep 12, 2026
README.md
Hypothesis Tournament
A generate, review and rank loop under a manager node, where the bar a hypothesis is judged against never reaches the nodes that write hypotheses.
blueprint hypothesis-tournament
bundle digest sha256:3009c149421682d7641b67dc26c6e508dc9eed17ccd28ecca1d42e84de3146ff
nodes 11
cards pinned 11The digest is taken over topology.dot and the digest of every card version pinned in it.
Recompute it to confirm these files are the ones DarkPrint read. One changed byte gives a
different digest.
Run it
This runs on your machine. DarkPrint hands out the files and analyses them statically. It executes nothing and holds none of your provider keys.
This folder carries the topology and its pinned cards, nothing compiled. To compile them into
a pipeline a graph runner takes, run darkprint export <dir> --attractor. It writes Attractor
DOT to stdout, and that file opens with the same two lists this README carries under What
these files leave to the runner. Adapting the result, or building the run yourself from these
files instead, is your own harness's job.
What is in the folder
topology.dot node ids, edges, and the card version pinned on each node
cards/ the pinned cards, as the registry stores them; each carries the `spec` that becomes its node's prompt
README.md this fileOne card in this bundle names a skill document. There is no skills/ directory above and
there is not meant to be: DarkPrint stores the pointer and reads nothing at the other end of
it. The paths are relative to the repository you run this blueprint from, and writing the
documents is yours to do. Nothing here needs them to run, because every card carries its own
spec inline.
question skills/question-intake.mdWhat these files leave to the runner
Attractor reads more attributes than a DarkPrint blueprint has fields to set. Compile these files into a pipeline, by the command above or by hand, and the names below are the ones nothing in this folder sets. Write them in where your run needs them, and expect a later export of this blueprint to overwrite the whole compiled file. Appendix A of the Attractor spec tabulates most of them; the rest are named by the retry rules in §3.5, by the handler pseudocode in §4, and by §9.7's tool call hooks.
Left out, these fall to the runner and the pipeline still runs. The Attractor spec states a value or a behaviour for each one's absence, in Appendix A or in the handler pseudocode that reads it, so what you get is a choice nobody in this folder made:
- graph:
model_stylesheet,default_max_retries,default_max_retry,default_fidelity,retry_target,fallback_retry_target,stack.child_workdir,tool_hooks.pre,tool_hooks.post - node:
goal_gate,retry_target,fallback_retry_target,fidelity,thread_id,timeout,llm_provider,reasoning_effort,auto_status,allow_partial,join_policy,max_parallel,manager.poll_interval,manager.max_cycles,manager.stop_condition,manager.actions,stack.child_autostart,tool_hooks.pre,tool_hooks.post - edge:
fidelity,thread_id,loop_restart
Left out, these have nothing to fall to. The handler a node's shape selects reads each one directly, and with no value it refuses or goes round again while the rest of the compiled file reads as though the node would run. Read §4's handler section for the shape you are compiling before you leave one of these unset:
- graph:
stack.child_dotfile - node:
human.default_choice
The nodes
| node | card |
|---|---|
question | question-intake@1.0.0 |
supervisor | research-supervisor@1.0.0 |
generate | hypothesis-generator@1.0.0 |
rubric | review-rubric@1.0.0 |
review | hypothesis-reviewer@1.0.0 |
rank | elo-tournament@1.0.0 |
evolve | hypothesis-evolver@1.0.0 |
cluster | proximity-clusterer@1.0.0 |
meta | meta-reviewer@1.0.0 |
safety | hypothesis-safety-screen@1.0.0 |
deliver | findings-delivery@1.0.0 |
Exported from https://www.darkprint.io/blueprints/hypothesis-tournament
History
each release is a frozen snapshot, addressed by its digest- 1.1.0sha256:3009c1…latest
A generate, review and rank loop under a manager node, where the bar a hypothesis is judged against never reaches the nodes that write hypotheses.
autogen · Sep 12, 2026
There is no repository behind a release, so there is nothing to pull.
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