Files
hermes-agent/website/docs/user-guide/skills/bundled/mlops/mlops-training-unsloth.md
Teknium 289cc47631 docs: resync reference, user-guide, developer-guide, and messaging pages against code (#17738)
Broad drift audit against origin/main (b52b63396).

Reference pages (most user-visible drift):
- slash-commands: add /busy, /curator, /footer, /indicator, /redraw, /steer
  that were missing; drop non-existent /terminal-setup; fix /q footnote
  (resolves to /queue, not /quit); extend CLI-only list with all 24
  CLI-only commands in the registry
- cli-commands: add dedicated sections for hermes curator / fallback /
  hooks (new subcommands not previously documented); remove stale
  hermes honcho standalone section (the plugin registers dynamically
  via hermes memory); list curator/fallback/hooks in top-level table;
  fix completion to include fish
- toolsets-reference: document the real 52-toolset count; split browser
  vs browser-cdp; add discord / discord_admin / spotify / yuanbao;
  correct hermes-cli tool count from 36 to 38; fix misleading claim
  that hermes-homeassistant adds tools (it's identical to hermes-cli)
- tools-reference: bump tool count 55 -> 68; add 7 Spotify, 5 Yuanbao,
  2 Discord toolsets; move browser_cdp/browser_dialog to their own
  browser-cdp toolset section
- environment-variables: add 40+ user-facing HERMES_* vars that were
  undocumented (--yolo, --accept-hooks, --ignore-*, inference model
  override, agent/stream/checkpoint timeouts, OAuth trace, per-platform
  batch tuning for Telegram/Discord/Matrix/Feishu/WeCom, cron knobs,
  gateway restart/connect timeouts); dedupe the Cron Scheduler section;
  replace stale QQ_SANDBOX with QQ_PORTAL_HOST

User-guide (top level):
- cli.md: compression preserves last 20 turns, not 4 (protect_last_n: 20)
- configuration.md: display.platforms is the canonical per-platform
  override key; tool_progress_overrides is deprecated and auto-migrated
- profiles.md: model.default is the config key, not model.model
- sessions.md: CLI/TUI session IDs use 6-char hex, gateway uses 8
- checkpoints-and-rollback.md: destructive-command list now matches
  _DESTRUCTIVE_PATTERNS (adds rmdir, cp, install, dd)
- docker.md: the container runs as non-root hermes (UID 10000) via
  gosu; fix install command (uv pip); add missing --insecure on the
  dashboard compose example (required for non-loopback bind)
- security.md: systemctl danger pattern also matches 'restart'
- index.md: built-in tool count 47 -> 68
- integrations/index.md: 6 STT providers, 8 memory providers
- integrations/providers.md: drop fictional dashscope/qwen aliases

Features:
- overview.md: 9 image models (not 8), 9 TTS providers (not 5),
  8 memory providers (Supermemory was missing)
- tool-gateway.md: 9 image models
- tools.md: extend common-toolsets list with search / messaging /
  spotify / discord / debugging / safe
- fallback-providers.md: add 6 real providers from PROVIDER_REGISTRY
  (lmstudio, kimi-coding-cn, stepfun, alibaba-coding-plan,
  tencent-tokenhub, azure-foundry)
- plugins.md: Available Hooks table now includes on_session_finalize,
  on_session_reset, subagent_stop
- built-in-plugins.md: add the 7 bundled plugins the page didn't
  mention (spotify, google_meet, three image_gen providers, two
  dashboard examples)
- web-dashboard.md: add --insecure and --tui flags
- cron.md: hermes cron create takes positional schedule/prompt, not
  flags

Messaging:
- telegram.md: TELEGRAM_WEBHOOK_SECRET is now REQUIRED when
  TELEGRAM_WEBHOOK_URL is set (gateway refuses to start without it
  per GHSA-3vpc-7q5r-276h). Biggest user-visible drift in the batch.
- discord.md: HERMES_DISCORD_TEXT_BATCH_SPLIT_DELAY_SECONDS default
  is 2.0, not 0.1
- dingtalk.md: document DINGTALK_REQUIRE_MENTION /
  FREE_RESPONSE_CHATS / MENTION_PATTERNS / HOME_CHANNEL /
  ALLOW_ALL_USERS that the adapter supports
- bluebubbles.md: drop fictional BLUEBUBBLES_SEND_READ_RECEIPTS env
  var; the setting lives in platforms.bluebubbles.extra only
- qqbot.md: drop dead QQ_SANDBOX; add real QQ_PORTAL_HOST and
  QQ_GROUP_ALLOWED_USERS
- wecom-callback.md: replace 'hermes gateway start' (service-only)
  with 'hermes gateway' for first-time setup

Developer-guide:
- architecture.md: refresh tool/toolset counts (61/52), terminal
  backend count (7), line counts for run_agent.py (~13.7k), cli.py
  (~11.5k), main.py (~10.4k), setup.py (~3.5k), gateway/run.py
  (~12.2k), mcp_tool.py (~3.1k); add yuanbao adapter, bump platform
  adapter count 18 -> 20
- agent-loop.md: run_agent.py line count 10.7k -> 13.7k
- tools-runtime.md: add vercel_sandbox backend
- adding-tools.md: remove stale 'Discovery import added to
  model_tools.py' checklist item (registry auto-discovery)
- adding-platform-adapters.md: mark send_typing / get_chat_info as
  concrete base methods; only connect/disconnect/send are abstract
- acp-internals.md: ACP sessions now persist to SessionDB
  (~/.hermes/state.db); acp.run_agent call uses
  use_unstable_protocol=True
- cron-internals.md: gateway runs scheduler in a dedicated background
  thread via _start_cron_ticker, not on a maintenance cycle; locking
  is cross-process via fcntl.flock (Unix) / msvcrt.locking (Windows)
- gateway-internals.md: gateway/run.py ~12k lines
- provider-runtime.md: cron DOES support fallback (run_job reads
  fallback_providers from config)
- session-storage.md: SCHEMA_VERSION = 11 (not 9); add migrations
  10 and 11 (trigram FTS, inline-mode FTS5 re-index); add
  api_call_count column to Sessions DDL; document messages_fts_trigram
  and state_meta in the architecture tree
- context-compression-and-caching.md: remove the obsolete 'context
  pressure warnings' section (warnings were removed for causing
  models to give up early)
- context-engine-plugin.md: compress() signature now includes
  focus_topic param
- extending-the-cli.md: _build_tui_layout_children signature now
  includes model_picker_widget; add to default layout

Also fixed three pre-existing broken links/anchors the build warned
about (docker.md -> api-server.md, yuanbao.md -> cron-jobs.md and
tips#background-tasks, nix-setup.md -> #container-aware-cli).

Regenerated per-skill pages via website/scripts/generate-skill-docs.py
so catalog tables and sidebar are consistent with current SKILL.md
frontmatter.

docusaurus build: clean, no broken links or anchors.
2026-04-29 20:55:59 -07:00

2.9 KiB

title, sidebar_label, description
title sidebar_label description
Unsloth — Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM Unsloth Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM

{/* This page is auto-generated from the skill's SKILL.md by website/scripts/generate-skill-docs.py. Edit the source SKILL.md, not this page. */}

Unsloth

Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM.

Skill metadata

Source Bundled (installed by default)
Path skills/mlops/training/unsloth
Version 1.0.0
Author Orchestra Research
License MIT
Dependencies unsloth, torch, transformers, trl, datasets, peft
Tags Fine-Tuning, Unsloth, Fast Training, LoRA, QLoRA, Memory-Efficient, Optimization, Llama, Mistral, Gemma, Qwen

Reference: full SKILL.md

:::info The following is the complete skill definition that Hermes loads when this skill is triggered. This is what the agent sees as instructions when the skill is active. :::

Unsloth Skill

Comprehensive assistance with unsloth development, generated from official documentation.

When to Use This Skill

This skill should be triggered when:

  • Working with unsloth
  • Asking about unsloth features or APIs
  • Implementing unsloth solutions
  • Debugging unsloth code
  • Learning unsloth best practices

Quick Reference

Common Patterns

Quick reference patterns will be added as you use the skill.

Reference Files

This skill includes comprehensive documentation in references/:

  • llms-txt.md - Llms-Txt documentation

Use view to read specific reference files when detailed information is needed.

Working with This Skill

For Beginners

Start with the getting_started or tutorials reference files for foundational concepts.

For Specific Features

Use the appropriate category reference file (api, guides, etc.) for detailed information.

For Code Examples

The quick reference section above contains common patterns extracted from the official docs.

Resources

references/

Organized documentation extracted from official sources. These files contain:

  • Detailed explanations
  • Code examples with language annotations
  • Links to original documentation
  • Table of contents for quick navigation

scripts/

Add helper scripts here for common automation tasks.

assets/

Add templates, boilerplate, or example projects here.

Notes

  • This skill was automatically generated from official documentation
  • Reference files preserve the structure and examples from source docs
  • Code examples include language detection for better syntax highlighting
  • Quick reference patterns are extracted from common usage examples in the docs

Updating

To refresh this skill with updated documentation:

  1. Re-run the scraper with the same configuration
  2. The skill will be rebuilt with the latest information