grpo-training-regime-page#133
Conversation
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Completed story |
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Completed story |
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BLOCKING Findings
Quality evidence
Project acceptance criteria
Story acceptance criteria grpo-training-regime-page-001
grpo-training-regime-page-002
grpo-training-regime-page-003
grpo-training-regime-page-004
Behavioral assertion check
Docs-writing standards checklist
General website standards review checklist
Graphing standards checks
Required fixes before merge
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Addressed the blocking feedback on commit Resolved items:
Validation:
Notes:
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BLOCKING This comment supersedes my prior blocking comment. The earlier runtime issues are fixed: the Current blocking findings
Quality evidence
Project acceptance criteria
Story acceptance criteria grpo-training-regime-page-001
grpo-training-regime-page-002
grpo-training-regime-page-003
grpo-training-regime-page-004
Behavioral assertion check
Docs-writing standards checklist
General website standards checklist
Graphing standards checks
Required fixes before merge
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…nearby alignment methods]
…ble training-alignment surface]
…he GRPO page contract]
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Addressed the superseding blocking feedback on commit Resolved items:
Validation:
Notes:
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Mergeability follow-up on head :\n\n- Rechecked the PR conversation state and confirmed the latest blocking feedback is still explicitly addressed by the later reply on this same head.\n- Verified the live PR diff still contains the GRPO page, registry, and focused validation files.\n- The required workflow run \ became stale with \ still in progress for more than 15 minutes without meaningful progress, so I canceled that run and reran the workflow on the same reviewed head.\n\nNo repository code changed in this mergeability pass; the current follow-up is waiting on the fresh CI attempt for the existing reviewed commit. |
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Mergeability follow-up on head 56eea45:
No repository code changed in this mergeability pass; the current follow-up is waiting on the fresh CI attempt for the existing reviewed commit. |
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Mergeability follow-up on head
No repository code changed in this mergeability pass. |
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Mergeability follow-up on head
No repository code changed in this mergeability pass; the current follow-up is waiting on the active required CI rerun. |
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Mergeability follow-up on head |
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Mergeability follow-up on head
No repository code changed in this mergeability pass; the current follow-up is waiting on the active required CI attempt for the existing reviewed commit. |
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Mergeability follow-up on head
No repository code changed in this mergeability pass; the current follow-up is waiting on the refreshed required CI attempt for the existing reviewed commit. |
{
"project": "Model Atlas — GRPO Training Regime Canonical Page",
"branchName": "grpo-training-regime-page",
"description": "Publish one canonical English
grpotraining-regime page, backed by stable registry data and focused validation, so readers can understand Group Relative Preference Optimization, distinguish it from RLHF, PPO, and DPO, and discover it through the training-alignment docs surfaces.","context": {
"customerAsk": "Add the canonical docs page under
src/content/docs/training/grpo/withpage.mdx,messages/en.json, andassets.jsonfollowing the current training-regime template and writing standards. Add or update the matching structured registry data undersrc/content/registry/training-regimes/so the page has a stableregistryIdand search metadata. Explain GRPO clearly, including the intuition behind comparing groups of sampled outputs and how it differs from PPO-style and DPO-style preference optimization. Link GRPO to alignment, RLHF, PPO, DPO, and any nearby model or paper pages that make the reader journey stronger. Keep the implementation page-local and avoid reopening unrelated high-conflict files unless absolutely required by the existing content architecture.","problem": "The training-alignment bundle is missing a canonical GRPO page even though readers increasingly encounter the method in recent model reports and alignment discussions. Without one dedicated page, search and related-doc surfaces cannot route readers to an authoritative explanation, and nearby alignment pages cannot reliably teach how GRPO differs from RLHF-era PPO loops or from direct-preference methods such as DPO.",
"solution": "Create a canonical
grpotraining-regime page with localized English content, a published registry record, and focused discovery metadata. The page should explain GRPO in plain language, teach the core intuition of comparing groups of sampled outputs against each other, and make the reader-visible distinctions from RLHF, PPO, and DPO explicit. Related links, tags, and registry relationships should connect the page into the training-alignment bundle without broad taxonomy churn."},
"acceptanceCriteria": [
"A canonical docs page exists for
grpounder the training docs tree, binds toregistryId: training-regime.grpo, and renders in the standard docs shell.","The page uses colocated
messages/en.jsonandassets.json, with reader-facing copy resolved through message keys rather than hard-coded prose inpage.mdx.","The page explains GRPO in plain language, including the intuition behind comparing groups of sampled outputs and how that relative comparison shapes the update signal.",
"The page makes the distinctions between GRPO, RLHF, PPO, and DPO explicit enough that a reader can tell which method depends on rollout-heavy reinforcement learning loops and which method stays closer to direct preference optimization.",
"Registry-backed metadata makes the page discoverable from canonical training-alignment surfaces, including tags, aliases, related docs, and search-oriented fields.",
"The implementation stays page-local, avoids unrelated alignment refactors or taxonomy churn, and adds only focused validation for the touched behavior.",
"Quality gate: typecheck, lint, and targeted tests pass."
],
"userStories": [
{
"id": "grpo-training-regime-page-001",
"title": "Publish the canonical GRPO explainer page",
"description": "As a reader encountering GRPO in a model report, I want one canonical GRPO page so I can understand what the method is and why teams use grouped relative comparisons during post-training.",
"acceptanceCriteria": [
"A canonical training-regime page exists at
/docs/training/grpowith frontmatter that binds totraining-regime.grpo, plus colocatedmessages/en.jsonand localassets.json.","The page opens with one concise
openingSummaryand explains Group Relative Preference Optimization in plain language for a technical layperson before narrowing into comparisons.","The page explains the intuition that several sampled outputs for the same prompt are compared relative to each other so the update depends on which samples look better within the group rather than on one fixed absolute score alone.",
"The page follows the training-regime template and writing standards, keeps
page.mdxstructural, and renders in the standard docs shell.","Typecheck passes",
"Verify in browser using the Browser plugin"
],
"priority": 1,
"passes": true,
"notes": ""
},
{
"id": "grpo-training-regime-page-002",
"title": "Teach how GRPO differs from nearby alignment methods",
"description": "As a reader comparing alignment methods, I want the GRPO page to distinguish itself from RLHF, PPO, and DPO so I can understand where it fits without reading multiple papers first.",
"acceptanceCriteria": [
"The page explicitly explains how GRPO differs from RLHF as a broader training pipeline and from PPO as a rollout-heavy clipped policy-update method often used inside RLHF loops.",
"The page explicitly explains how GRPO differs from DPO-style direct preference optimization, including that GRPO uses relative comparison among sampled outputs rather than treating the task as a simple chosen-versus-rejected pairwise objective.",
"The page links readers to
alignment,rlhf,ppo,dpo, and any nearby model or paper pages that already exist and materially strengthen the reader journey.","The comparison behavior remains tightly scoped to GRPO and does not broaden into unrelated alignment-family rewrites.",
"Typecheck passes",
"Tests pass",
"Verify in browser using the Browser plugin"
],
"priority": 2,
"passes": true,
"notes": ""
},
{
"id": "grpo-training-regime-page-003",
"title": "Register GRPO as a discoverable training-alignment surface",
"description": "As a reader searching for GRPO, I want registry-backed metadata and related-doc behavior to surface the canonical page so I can find the right explainer from search and nearby alignment pages.",
"acceptanceCriteria": [
"A published registry record exists with stable id
training-regime.grpo, canonical sluggrpo, andkind: training-regime.","Registry aliases cover representative search forms such as
GRPO,Group Relative Preference Optimization, and relevant spelling variants.","Registry metadata includes the tags, training classification, and related ids needed for training-alignment discovery without misclassifying GRPO as a glossary or broad concept page.",
"Registry-backed related-doc and search behavior can route a reader into the canonical GRPO page from at least one nearby alignment surface without requiring the exact slug.",
"Typecheck passes",
"Tests pass"
],
"priority": 3,
"passes": true,
"notes": ""
},
{
"id": "grpo-training-regime-page-004",
"title": "Add focused validation for the GRPO page contract",
"description": "As a maintainer, I want targeted automated proof for the GRPO page slice so route, registry, message, and discovery regressions are caught without unrelated test expansion.",
"acceptanceCriteria": [
"Automated validation or tests confirm the canonical GRPO page route, frontmatter, registry record, and default English messages resolve together.",
"Coverage asserts at least one GRPO-specific discovery behavior, such as a representative search query, related-doc derivation, or canonical route lookup.",
"Validation stays focused on observable behavior for the touched page and structured data rather than inventory snapshots, broad topology audits, or general alignment cleanup.",
"Typecheck passes",
"Tests pass"
],
"priority": 4,
"passes": true,
"notes": ""
}
]
}