GLM-5.3

GLM-5.3 · Prompts and workflows

Tasks you can hand to GLM-5.3

Browse executable prompts and workflows by task, content type, and runtime. Each card shows inputs, verification status, and the original source.

Runtimes vary by resource and may include an API, CLI, agent framework, or browser coding environment. Check each card for details.

All resources

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11 / 11
Source reviewedZ.ai Open Documentation (docs.bigmodel.cn, official)

Migrate GLM-5.3 thinking parameters

Migrate a legacy disabled-thinking request to GLM-5.3 enabled thinking with an explicit low/high/max tier.

Content typeConfiguration
Inputslegacy request body, target model ID, regression case
StatusZ.ai API documentation and an OpenAI-compatible client
API configurationCodingreasoning
Source reviewedZhipu AI Open Documentation (docs.bigmodel.cn, official)

Build staged coding tasks with explicit context

Turn project context, goals, constraints, and acceptance criteria into a staged coding task.

Content typePrompting guide
Inputsproject type and stack, target files or modules, constraints, acceptance criteria
StatusZ.ai GLM Coding Plan / coding assistant with repository access
CodingWritingAgent
Source reviewedAIHubMix Blog (tutorial from an AI aggregation API provider)

Configure three reasoning tiers across API protocols

Connect mandatory thinking, low/high/max, and three API protocols into a checkable integration path.

Content typeConfiguration
InputsAPI key, model ID, reasoning_effort, tool schema
StatusAIHubMix OpenAI-compatible API; Chat Completions, Responses, and Messages
API configurationreasoningCoding
Source reviewedX (Twitter)

Plan before editing in ZCode

In ZCode, inspect the project and approve a plan before using a small task to verify the edit-and-test loop.

Content typeWorkflow
InputsZCode account/provider, workspace, reversible task, project path
StatusZCode live account route and a reversible repository task
AgentCoding
Source reviewedAtoms.dev Blog (AI model aggregation and guide site)

Separate API, benchmarks, and weight status

Separate API, Coding Plan, benchmark conditions, and weight status instead of presenting an open-weight promise as a download.

Content typePrompting guide
Inputsversion and date, workload, client/provider
StatusGLM-5.3 launch material and a compatible coding client
Information extractionCodingAgent
Source reviewedKingy.AI Blog (AI news/review site)

Choose reasoning effort by task difficulty

Choose low, high, or max by task difficulty and check thinking-mode and pricing boundaries before migration.

Content typePrompting guide
Inputstask difficulty, latency budget, cost ceiling, legacy thinking setting
StatusGLM-5.3 API or Coding Plan; repository task with a known budget
Codingreasoningcost
Source reviewedReddit r/SillyTavernAI (role-playing/conversational frontend community)

Record RP presets and context variables

Record character setup, preset, and context length instead of treating subjective RP experience as stable capability.

Content typePrompting guide
Inputscharacter card, preset version, first message, context length
StatusSillyTavernAI or another GLM 5.3 RP client
RoleplayWriting
UnverifiedX (Twitter)

Watch cache and context use in ZCode

Use ZCode cache-hit and context breakdown signals to watch quota use before continuing a long coding task.

Content typePrompting guide
Inputsproject context, quota window, cache/context readings
StatusZCode; provider quota and context telemetry visible in the client
AgentCodingcost
UnverifiedReddit search-page "What everyone is talking about" AI snapshot (aggregating communities including r/SillyTavernAI and r/LocalLLaMA)

Treat the RP search snapshot as a lead to verify

Treat the Reddit search snapshot as an RP lead to verify, not as primary user evidence.

Content typePrompting guide
Inputsoriginal post URLs, client/preset, visible context
StatusReddit search snapshot plus original discussion pages when available
RoleplayWriting
UnverifiedX (Twitter)

Check Arena free-access state live

Treat the Arena free-access path as a live availability checklist; do not invent missing steps.

Content typeWorkflow
Inputslive model list, account eligibility, session task
StatusArena or an equivalent live model-arena account
AgentCoding
UnverifiedX (Twitter)

Compare models with one fixed Hermes task

Reuse one visual task in a fixed Agent harness and separate framework effects from model effects.

Content typeExample
Inputssame prompt, Hermes Agent version, three model routes, result page
StatusHermes Agent with the Water Ripple task and three model routes
Visual prototypeCodingAgent

GLM-5.3

Use GLM-5.3 in Tabbit

After downloading, check the models and features available to your account. API and local-code steps still require their own runtime.