Memory across episodes for a Softmax league policy.
Softmax runs competitive multi-agent leagues. A policy is a container: the
runner hands it a game socket, the episode ends, the container exits, and it is
never restarted. So a policy replays the same opponents for weeks and starts
every match knowing nothing.Anona carries what it learned into the next episode.
pip install anona
No extra to install. The half that runs inside the pod uses the standard
library alone.
Every other integration here recalls and stores around a model call. A Softmax
player cannot do that: its pod has no outbound network. DNS does not
resolve, and no proxy is offered, so a policy cannot reach Anona while it plays.What it can reach is the in-cluster artifact endpoint. Memory therefore leaves
an episode as an artifact, is ingested from outside the cluster, and comes back
into the next generation as an environment variable set at upload time.
episode N -> artifact -> your machine or CI -> Anona -> episode N+1SoftmaxMemory SoftmaxSync SoftmaxMemory
The two halves never share a process, and only one of them needs a network.
from anona.integrations.softmax import SoftmaxMemorymem = SoftmaxMemory()for note in mem.recall(): # empty on generation 0, which is normal print("known:", note)mem.remember({"opponent": "catlock", "map": "arrows", "lost": True})mem.remember("Firing with a teammate in the line of fire costs 60 points.")mem.flush() # before the process exits
mem.generation is 0 on the first run and increments each time recall is
carried in.Every method degrades to a no-op rather than raising, the same fail-open policy
the framework adapters take. A policy that crashes because memory was
unavailable is strictly worse than one that plays without it, and the middle of
a league episode is not where you want to find out an environment variable was
missing.
from anona.integrations.softmax import SoftmaxSyncwith SoftmaxSync( softmax_token="...", # uv run softmax get-token anona_key="anona_live_...", coworld="paintbot", policy="my-policy",) as sync: sync.ingest_episode(episode_request_id, policy_version_id) sync.wait_for_ingest() blob = sync.compile("how do I beat catlock?")
Then upload the next generation with it:
uv run coworld upload-policy my-policy:local --name my-policy \ --secret-env "ANONA_MEMORY=$blob"
or let the adapter build the argv:
subprocess.run(["uv", "run", "coworld", "upload-policy", image, "--name", policy, *sync.upload_args("how do I beat catlock?")])
record_batch is queued, and extraction is one model call per chunk. A
compile() issued straight after ingest_episode() recalls nothing, and the
space looks broken when it is merely still working. Call wait_for_ingest()
between them.
Recall is read once before the first action and written once before exit, never
per tick. Retrieve is about 2.1s at p50, far outside a per-decision window, so
the artifact round trip costs a policy nothing it was going to use.What it gives up is adapting to something first seen in the current episode.
For league play, where the same opponents recur for weeks, that is a small
fraction of the value.
One space per coworld, with user_id set to the policy name. That makes the
policy the subject the space accumulates knowledge about, so
get_user_profile(space, policy) is a standing scouting report rather than
something you assemble.Scoped reads are strict, so use the same convention for every write into a
space or an earlier generation becomes invisible to later ones. See
Scoping.
The artifact URL has two shapes. A hosted episode sets
http://job-<id>-game:9091/...; coworld run-episode sets
file:///coworld-artifact/policy_artifact_0.zip. A client that handles only the
hosted form loses every local write silently, which is where you develop.
flush() handles both.The artifact endpoint takes PUT, not POST, and answers 201 in about 100ms.
compile() trims the blob to 3000 bytes, dropping the weakest match first,
because the result becomes an environment variable at upload time. An
oversized recall is a deploy failure, not merely a large memory.
It moves information between episodes. Whether recall improves play depends on
a policy able to act on it, which is your side of the problem, not the memory
layer’s.
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a.uc-api::before{display:none}"}],"page":{"pagePath":"integrations/softmax","slug":"/integrations/softmax","pageMetadata":{"title":"Softmax","description":"Memory across episodes for a Softmax league policy.","href":"/integrations/softmax"},"description":{"compiledSource":"\"use strict\";\nconst {jsx: _jsx} = arguments[0];\nconst {useMDXComponents: _provideComponents} = arguments[0];\nfunction _createMdxContent(props) {\n const _components = {\n p: \"p\",\n ..._provideComponents(),\n ...props.components\n };\n return _jsx(_components.p, {\n children: \"Memory across episodes for a Softmax league policy.\"\n });\n}\nfunction MDXContent(props = {}) {\n const {wrapper: MDXLayout} = {\n ..._provideComponents(),\n ...props.components\n };\n return MDXLayout ? _jsx(MDXLayout, {\n ...props,\n children: _jsx(_createMdxContent, {\n ...props\n })\n }) : _createMdxContent(props);\n}\nreturn {\n default: MDXContent\n};\n","frontmatter":{},"scope":{}},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{Fragment:_Fragment,jsx:_jsx,jsxs:_jsxs}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){const _components={a:`a`,code:`code`,p:`p`,pre:`pre`,span:`span`,strong:`strong`,..._provideComponents(),...props.components},{CodeBlock,Heading,Note,Warning}=_components;if(!CodeBlock)_missingMdxReference(`CodeBlock`,true);if(!Heading)_missingMdxReference(`Heading`,true);if(!Note)_missingMdxReference(`Note`,true);if(!Warning)_missingMdxReference(`Warning`,true);return _jsxs(_Fragment,{children:[_jsx(_components.p,{children:`Softmax runs competitive multi-agent leagues. A policy is a container: the\nrunner hands it a game socket, the episode ends, the container exits, and it is\nnever restarted. So a policy replays the same opponents for weeks and starts\nevery match knowing nothing.`}),`\n`,_jsx(_components.p,{children:`Anona carries what it learned into the next episode.`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`1`,language:`shellscript`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`shellscript`,children:_jsxs(_components.code,{language:`shellscript`,numberOfLines:`1`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#DCDCAA`},children:`pip`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` install`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` anona`})]}),`\n`]})})}),`\n`,_jsx(_components.p,{children:`No extra to install. The half that runs inside the pod uses the standard\nlibrary alone.`}),`\n`,_jsx(Heading,{level:`2`,id:`the-shape-is-different-from-the-other-adapters`,children:`The shape is different from the other adapters`}),`\n`,_jsxs(_components.p,{children:[`Every other integration here recalls and stores around a model call. A Softmax\nplayer cannot do that: `,_jsx(_components.strong,{children:`its pod has no outbound network`}),`. DNS does not\nresolve, and no proxy is offered, so a policy cannot reach Anona while it plays.`]}),`\n`,_jsx(_components.p,{children:`What it can reach is the in-cluster artifact endpoint. Memory therefore leaves\nan episode as an artifact, is ingested from outside the cluster, and comes back\ninto the next generation as an environment variable set at upload time.`}),`\n`,_jsx(CodeBlock,{numberOfLines:`3`,language:`text`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`text`,children:_jsxs(_components.code,{language:`text`,numberOfLines:`3`,children:[_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`episode N -> artifact -> your machine or CI -> Anona -> episode N+1`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{children:`SoftmaxMemory SoftmaxSync SoftmaxMemory`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{})})]})})}),`\n`,_jsx(_components.p,{children:`The two halves never share a process, and only one of them needs a network.`}),`\n`,_jsx(Heading,{level:`2`,id:`in-your-player`,children:`In your player`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`11`,language:`python`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`python`,children:_jsxs(_components.code,{language:`python`,numberOfLines:`11`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`from`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` anona.integrations.softmax `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` SoftmaxMemory`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`mem `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` SoftmaxMemory()`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`for`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` note `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`in`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` mem.recall(): `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#6A9955`},children:`# empty on generation 0, which is normal`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#DCDCAA`},children:` print`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`(`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"known:\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, note)`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`mem.remember({`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"opponent\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"catlock\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"map\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"arrows\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"lost\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`: `}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:`True`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`})`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`mem.remember(`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"Firing with a teammate in the line of fire costs 60 points.\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`mem.flush() `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#6A9955`},children:`# before the process exits`})]}),`\n`]})})}),`\n`,_jsxs(_components.p,{children:[_jsx(_components.code,{children:`mem.generation`}),` is 0 on the first run and increments each time recall is\ncarried in.`]}),`\n`,_jsx(_components.p,{children:`Every method degrades to a no-op rather than raising, the same fail-open policy\nthe framework adapters take. A policy that crashes because memory was\nunavailable is strictly worse than one that plays without it, and the middle of\na league episode is not where you want to find out an environment variable was\nmissing.`}),`\n`,_jsx(Heading,{level:`2`,id:`outside-the-cluster`,children:`Outside the cluster`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`11`,language:`python`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`python`,children:_jsxs(_components.code,{language:`python`,numberOfLines:`11`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`from`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` anona.integrations.softmax `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` SoftmaxSync`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`with`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` SoftmaxSync(`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` softmax_token`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"...\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#6A9955`},children:`# uv run softmax get-token`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` anona_key`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"anona_live_...\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` coworld`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"paintbot\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#9CDCFE`},children:` policy`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"my-policy\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`) `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#C586C0`},children:`as`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` sync:`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` sync.ingest_episode(episode_request_id, policy_version_id)`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` sync.wait_for_ingest()`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` blob `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:` sync.compile(`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"how do I beat catlock?\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)`})]}),`\n`]})})}),`\n`,_jsx(_components.p,{children:`Then upload the next generation with it:`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`2`,language:`shellscript`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`shellscript`,children:_jsxs(_components.code,{language:`shellscript`,numberOfLines:`2`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#953800`,\"--shiki-dark\":`#DCDCAA`},children:`uv`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` run`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` coworld`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` upload-policy`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` my-policy:local`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:` --name`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` my-policy`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D7BA7D`},children:` \\\\`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#569CD6`},children:` --secret-env`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"ANONA_MEMORY=`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#9CDCFE`},children:`$blob`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"`})]}),`\n`]})})}),`\n`,_jsx(_components.p,{children:`or let the adapter build the argv:`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`2`,language:`python`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default dark-plus`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0B0C0E`,color:`#1f2328`,\"--shiki-dark\":`#D4D4D4`},language:`python`,children:_jsxs(_components.code,{language:`python`,numberOfLines:`2`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`subprocess.run([`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"uv\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"run\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"coworld\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"upload-policy\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, image,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:` \"--name\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`, policy, `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#D4D4D4`},children:`*`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`sync.upload_args(`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#CE9178`},children:`\"how do I beat catlock?\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#D4D4D4`},children:`)])`})]}),`\n`]})})}),`\n`,_jsx(Warning,{children:_jsxs(_components.p,{children:[_jsx(_components.code,{children:`record_batch`}),` is queued, and extraction is one model call per chunk. A\n`,_jsx(_components.code,{children:`compile()`}),` issued straight after `,_jsx(_components.code,{children:`ingest_episode()`}),` recalls nothing, and the\nspace looks broken when it is merely still working. Call `,_jsx(_components.code,{children:`wait_for_ingest()`}),`\nbetween them.`]})}),`\n`,_jsx(Heading,{level:`2`,id:`latency-is-why-this-works`,children:`Latency is why this works`}),`\n`,_jsx(_components.p,{children:`Recall is read once before the first action and written once before exit, never\nper tick. Retrieve is about 2.1s at p50, far outside a per-decision window, so\nthe artifact round trip costs a policy nothing it was going to use.`}),`\n`,_jsxs(_components.p,{children:[`What it gives up is adapting to something first seen in the `,_jsx(_components.strong,{children:`current`}),` episode.\nFor league play, where the same opponents recur for weeks, that is a small\nfraction of the value.`]}),`\n`,_jsx(Heading,{level:`2`,id:`scoping`,children:`Scoping`}),`\n`,_jsxs(_components.p,{children:[`One space per coworld, with `,_jsx(_components.code,{children:`user_id`}),` set to the policy name. That makes the\npolicy the subject the space accumulates knowledge about, so\n`,_jsx(_components.code,{children:`get_user_profile(space, policy)`}),` is a standing scouting report rather than\nsomething you assemble.`]}),`\n`,_jsxs(_components.p,{children:[`Scoped reads are strict, so use the same convention for every write into a\nspace or an earlier generation becomes invisible to later ones. See\n`,_jsx(_components.a,{href:`/guides/scoping-multi-tenant`,children:`Scoping`}),`.`]}),`\n`,_jsx(Heading,{level:`2`,id:`two-platform-details-this-handles-for-you`,children:`Two platform details this handles for you`}),`\n`,_jsxs(_components.p,{children:[`The artifact URL has two shapes. A hosted episode sets\n`,_jsx(_components.code,{children:`http://job-\u003cid>-game:9091/...`}),`; `,_jsx(_components.code,{children:`coworld run-episode`}),` sets\n`,_jsx(_components.code,{children:`file:///coworld-artifact/policy_artifact_0.zip`}),`. A client that handles only the\nhosted form loses every local write silently, which is where you develop.\n`,_jsx(_components.code,{children:`flush()`}),` handles both.`]}),`\n`,_jsxs(_components.p,{children:[`The artifact endpoint takes `,_jsx(_components.code,{children:`PUT`}),`, not `,_jsx(_components.code,{children:`POST`}),`, and answers 201 in about 100ms.`]}),`\n`,_jsx(Note,{children:_jsxs(_components.p,{children:[_jsx(_components.code,{children:`compile()`}),` trims the blob to 3000 bytes, dropping the weakest match first,\nbecause the result becomes an environment variable at upload time. An\noversized recall is a deploy failure, not merely a large memory.`]})}),`\n`,_jsx(Heading,{level:`2`,id:`what-this-does-not-do`,children:`What this does not do`}),`\n`,_jsx(_components.p,{children:`It moves information between episodes. 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