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Prompts and workflows

Ox Alpha · workflow

Custom-language long-task workflow

Give Ox Alpha documentation for a custom language that cannot be in its training data, then implement the game and language feature in separate stages to test document reading, sustained coding, and regression verification.

Editorial example; not testedOpenCode coding harness

Prerequisites and inputs

  • task goal
  • runtime
  • acceptance criteria

Complete templates

Editorial adaptation: Custom-language long-task workflow

Tabbit editorial adaptation; not the original source prompt
Read the relevant rules in {{LANG_SPEC}} before planning {{GAME_BRIEF}} in stages. State the rules, unknowns, and smallest verifiable slice; run {{TEST_COMMAND}} after every slice and record failures, fixes, and unverified items; separate language features, game logic, and tests, then provide a file tree, commands, and done/pending checklist.

Language material: {{LANG_SPEC}}
Game goal: {{GAME_BRIEF}}
Verification command: {{TEST_COMMAND}}

Replace before running: {{LANG_SPEC}}, {{GAME_BRIEF}}, {{TEST_COMMAND}}

Steps

  1. Fix the inputs, variables, and runtime, and confirm that you may send the material.

  2. Replace every required variable; the template does not read client state or execute code/tools automatically.

  3. Retain raw output, errors, and manual edits; mark unrun results unverified.

  4. Apply each acceptance check; narrow the failing variable before retrying and do not present the example as a measurement.

Boundary

This is an original Tabbit editorial adaptation based on a public source. It does not reproduce undisclosed system prompts or restricted full text. The source supports this task direction, not a universal model-performance claim.

Read the source research notes

One-sentence takeaway

Give Ox Alpha documentation for a custom language that cannot be in its training data, then implement the game and language feature in separate stages to test document reading, sustained coding, and regression verification.

Use cases

  • Suitable tasks: Custom DSLs, internal SDKs, lightly documented applications, and game prototypes.

  • Unsuitable tasks: Production repositories without a test entry point or rollback path, or tasks where generated code is treated as proof of correctness.

  • Applicable model version: Ox Alpha; no version snapshot is provided.

  • Applicable clients, agents, or APIs: OpenCode CLI; the post explicitly describes using OpenCode.

  • Recommended reasoning levels and parameters: Not disclosed; fix the context, tool permissions, and timeout for long tasks.

Ready-to-use content

The original post does not publish complete turn-by-turn prompts. The following is a reusable workflow derived from the public sequence and should not be quoted as the original prompt:

Use the custom-language documentation in this repository to implement a simple platform game.

Stage 1: Read and summarize the documentation. List the syntax, runtime method, and uncertainties; do not guess semantics that are not documented.
Stage 2: Implement a playable platform game with 10 levels. Build the smallest runnable version first, then verify each level.
Stage 3: Run the existing checks or a minimal regression suite. Report whether each level starts, whether input works, and why any check fails.
Stage 4: Add a modulo operator. Update parsing, execution, error handling, and documentation, and add tests for positive, negative, zero, and invalid inputs.
Stage 5: Run the full regression suite again. Change only task-relevant files and finish with a file list and unresolved issues.

Reuse notes

  • Put the custom-language documentation in the repository and state that it is authoritative.

  • Split “implement the game” and “add the language feature” into separate rounds so regressions are visible.

  • Require runtime results and failure causes after every round instead of code alone.

  • Use a reversible branch; custom-language correctness must be checked by the runtime or tests.

Original case outcome

The author says that, after receiving the documentation, the model completed a 10-level platform game and added a modulo operator. The author also says the level design was not great but the functionality worked. No repository, commit, or test log is published.

Source and dates

Reddit · Source date: 2026-08-22 · Edited: 2026-09-20

Read the original source
Variable checklist

Still to replace: 3

{{LANG_SPEC}}{{GAME_BRIEF}}{{TEST_COMMAND}}

Related prompts

Stalled-agent triageReference-driven frontend UI workflowOx Alpha on OpenCode: Long Context and Free Preview ConfigurationOpenCode 1.18.21: Automatic Retries for Ox Alpha Stops

Related reviews

Independent LiveCodeBench v6: Ox Alpha's Raw Pass@1Same Image, Same Prompt, Three Harnesses: Harness Effects on Ox AlphaOpenRouter Record: Ox Alpha Specs, Availability, and Anonymous ProviderOpenCode Official Observation: 26T Ox Alpha Tokens in Four Days

Read the full analysis

Overview · English

Ox Alpha Explained: From Stealth Preview to GLM-5.3-Flash

Ox Alpha was the anonymous name for Z.ai GLM-5.3-Flash. Here are the verified specs, access boundaries, preview timeline and safe testing decision.

Ox Alpha

Use Ox Alpha in Tabbit

Run this guide in the environment listed above. Downloading does not transfer the template or establish model availability for your account.