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docs: add Kesha voice backend - #18

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drakulavich wants to merge 47 commits into
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drakulavich:docs/kesha-voice-backend
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docs: add Kesha voice backend#18
drakulavich wants to merge 47 commits into
OnlyTerp:mainfrom
drakulavich:docs/kesha-voice-backend

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Summary

  • add Kesha Voice Kit to ECOSYSTEM.md as a local Hermes STT/TTS command-provider backend
  • link the dedicated Kesha Hermes setup guide with copy-paste HERMES_LOCAL_STT_COMMAND and tts.providers config

Validation

  • git diff --check

OnlyTerp and others added 30 commits April 7, 2026 14:45
- Part 1: Setup (installation, configuration, first-run)
- Part 2: OpenClaw Migration (automated data transfer)
- Part 3: LightRAG Graph RAG (knowledge graph setup & optimization)
- Part 4: Telegram Bot (mobile access, voice, groups)
- Part 5: On-the-Fly Skills (agent-created reusable workflows)
… 4.6, MiniMax M2.7, Grok, local models (Qwen 3.5, Gemma 4, Nemotron)
…ption, add WebUI screenshot (credit: LightRAG project)
…, custom models, SOUL.md anti-patterns, gateway recovery
- Replace hardcoded API key placeholders with env var references in config.yaml examples (part9)
- Standardize placeholder keys to use obvious non-secret patterns (<your-key-here>)
- Add security warning for unauthenticated LightRAG REST API (bind to 127.0.0.1)
- Add proper cryptographic secret generation for Telegram webhook secret
- Add chmod 600 guidance for .env files containing API keys
- Add curl-pipe-to-bash inspection tip for install command
- Replace realistic-looking Telegram bot token examples with safe placeholders

Co-Authored-By: Rob <onerobby@gmail.com>
…-fixes

- Replace hardcoded API key placeholders with env var references in config.yaml examples (part9)
- Standardize placeholder keys to use obvious non-secret patterns (<your-key-here>)
- Add security warning for unauthenticated LightRAG REST API (bind to 127.0.0.1)
- Add proper cryptographic secret generation for Telegram webhook secret
- Add chmod 600 guidance for .env files containing API keys
- Add curl-pipe-to-bash inspection tip for install command
- Replace realistic-looking Telegram bot token examples with safe placeholders

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
- Add Parts 12-16: Web Dashboard, Nous Tool Gateway, Fast Mode +
  background watchers + pluggable context engine, new messaging
  platforms (iMessage, WeChat, Android/Termux), backup/import +
  /debug + security hardening
- README: What's New section covering both v0.9.0 'everywhere' and
  v0.10.0 'tool gateway' releases, updated TOC to 16 parts, expanded
  provider table (Nous Portal, native xAI/Xiaomi, Kimi, z.ai, MiniMax,
  Arcee, HF), Android/Termux install, dashboard quick start
- Part 4: reframe Telegram as one of 16 gateway platforms with
  cross-references to the new adapters
- Part 9: native adapter matrix, Nous Portal OAuth flow, xAI live
  search + MiMo reasoning modes, new provider config examples

Co-Authored-By: Rob <onerobby@gmail.com>
…fresh

- Add Parts 12-16: Web Dashboard, Nous Tool Gateway, Fast Mode +
  background watchers + pluggable context engine, new messaging
  platforms (iMessage, WeChat, Android/Termux), backup/import +
  /debug + security hardening
- README: What's New section covering both v0.9.0 'everywhere' and
  v0.10.0 'tool gateway' releases, updated TOC to 16 parts, expanded
  provider table (Nous Portal, native xAI/Xiaomi, Kimi, z.ai, MiniMax,
  Arcee, HF), Android/Termux install, dashboard quick start
- Part 4: reframe Telegram as one of 16 gateway platforms with
  cross-references to the new adapters
- Part 9: native adapter matrix, Nous Portal OAuth flow, xAI live
  search + MiMo reasoning modes, new provider config examples

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
…remote-sandbox parts (17-21)

- Part 17 (MCP Servers): stdio/HTTP transports, sampling/createMessage, 14 recommended MCPs, writing your own, /mcp commands, troubleshooting
- Part 18 (Coding Agents): Claude Code / Codex / Gemini CLI / OpenCode / Aider; print-mode delegation, OpenClaw thread-bound runtimes, ACP client+server, git isolation, cost routing
- Part 19 (Security Playbook): defenses against Apr 15 'Comment and Control' prompt injection; provenance labels, approval layers, secrets redaction, webhook sig, SSRF, MCP trust levels, quarantine mode
- Part 20 (Observability & Cost): Langfuse / Helicone / OpenTelemetry+Phoenix; cost-routing playbook that drops typical spend 90%; prompt caching, /fast usage, alerts, eval-driven regression
- Part 21 (Remote Sandboxes): SSH / Modal / Daytona / Fly Machines / E2B; bulk tar-pipe sync with SIGINT-safe sync-back on teardown (#8018 merged Apr 17), cross-sandbox patterns

README: add 'Pick Your Path' decision tree (7 reader personas), 'Cooking on main' post-v0.10 section covering Gemini CLI OAuth, Gemini TTS, multi-model FAL, GLM 5.1, Azure GPT-5.x chat/completions, TCP keepalives, concept-diagrams skill, Feishu card fix, OCAS skill sync. Expand TOC 17 -> 22 entries.

Part 9: flagship model cheat sheet (GPT-5.4/Cyber, Claude Mythos, Gemini 3 Flash Preview, Kimi K2.5, GLM 5.1, Grok 4, MiMo, Cerebras); task-type routing cheat sheet; Gemini CLI OAuth (1500 req/day free) and Gemini TTS sections.

Cross-links added: Part 3, Part 5, Part 8 now point to the new parts where relevant.

Co-Authored-By: Rob <onerobby@gmail.com>
…efresh

- Part 17 (MCP Servers): stdio/HTTP transports, sampling/createMessage, 14 recommended MCPs, writing your own, /mcp commands, troubleshooting
- Part 18 (Coding Agents): Claude Code / Codex / Gemini CLI / OpenCode / Aider; print-mode delegation, OpenClaw thread-bound runtimes, ACP client+server, git isolation, cost routing
- Part 19 (Security Playbook): defenses against Apr 15 'Comment and Control' prompt injection; provenance labels, approval layers, secrets redaction, webhook sig, SSRF, MCP trust levels, quarantine mode
- Part 20 (Observability & Cost): Langfuse / Helicone / OpenTelemetry+Phoenix; cost-routing playbook that drops typical spend 90%; prompt caching, /fast usage, alerts, eval-driven regression
- Part 21 (Remote Sandboxes): SSH / Modal / Daytona / Fly Machines / E2B; bulk tar-pipe sync with SIGINT-safe sync-back on teardown (#8018 merged Apr 17), cross-sandbox patterns

README: add 'Pick Your Path' decision tree (7 reader personas), 'Cooking on main' post-v0.10 section covering Gemini CLI OAuth, Gemini TTS, multi-model FAL, GLM 5.1, Azure GPT-5.x chat/completions, TCP keepalives, concept-diagrams skill, Feishu card fix, OCAS skill sync. Expand TOC 17 -> 22 entries.

Part 9: flagship model cheat sheet (GPT-5.4/Cyber, Claude Mythos, Gemini 3 Flash Preview, Kimi K2.5, GLM 5.1, Grok 4, MiMo, Cerebras); task-type routing cheat sheet; Gemini CLI OAuth (1500 req/day free) and Gemini TTS sections.

Cross-links added: Part 3, Part 5, Part 8 now point to the new parts where relevant.

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
…s, benchmarks, ecosystem, repo hygiene

- skills/ — 9 runnable SKILL.md files (audit-mcp, rotate-secrets, audit-approval-bypass, nightly-backup, weekly-dep-audit, cost-report, telegram-triage, pr-review, release-notes)
- templates/config/ — 5 opinionated configs (minimum, telegram-bot, production, cost-optimized, security-hardened)
- templates/compose/langfuse-stack.yml + env example — self-host Langfuse v3
- templates/caddy/Caddyfile — reverse proxy + auto TLS reference
- templates/systemd/ — hardened hermes.service + hermes-dashboard.service
- templates/cron/production-crons.yaml — recommended schedule
- scripts/vps-bootstrap.sh — one-command Debian/Ubuntu VPS -> production Hermes
- diagrams/architecture.md — 6 Mermaid diagrams
- benchmarks/README.md + matrix.yaml — reproducible cost+latency across 12 models x 5 tasks
- ECOSYSTEM.md — curated MCP servers / coding agents / dashboard plugins directory
- CONTRIBUTING.md, CHANGELOG.md, CODE_OF_CONDUCT.md, ROADMAP.md, issue+PR templates
- docs/quickstart.md — 5-minute zero-to-Telegram-bot
- README polish: badges, Install Everything one-liner, Repo Map, embedded architecture diagram

Co-Authored-By: Rob <onerobby@gmail.com>
- skills/ — 9 runnable SKILL.md files (audit-mcp, rotate-secrets, audit-approval-bypass, nightly-backup, weekly-dep-audit, cost-report, telegram-triage, pr-review, release-notes)
- templates/config/ — 5 opinionated configs (minimum, telegram-bot, production, cost-optimized, security-hardened)
- templates/compose/langfuse-stack.yml + env example — self-host Langfuse v3
- templates/caddy/Caddyfile — reverse proxy + auto TLS reference
- templates/systemd/ — hardened hermes.service + hermes-dashboard.service
- templates/cron/production-crons.yaml — recommended schedule
- scripts/vps-bootstrap.sh — one-command Debian/Ubuntu VPS -> production Hermes
- diagrams/architecture.md — 6 Mermaid diagrams
- benchmarks/README.md + matrix.yaml — reproducible cost+latency across 12 models x 5 tasks
- ECOSYSTEM.md — curated MCP servers / coding agents / dashboard plugins directory
- CONTRIBUTING.md, CHANGELOG.md, CODE_OF_CONDUCT.md, ROADMAP.md, issue+PR templates
- docs/quickstart.md — 5-minute zero-to-Telegram-bot
- README polish: badges, Install Everything one-liner, Repo Map, embedded architecture diagram

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
… skills + i18n

- docs/wizard/ — interactive static config-builder (HTML+JS, GitHub Pages friendly)
- docs/reference-architectures/ — 4 full blueprints (homelab, solo-dev, small-agency, road-warrior)
- docs/outreach/ — launch drafts (tweet, HN, Reddit, upstream-Nous PR, long blog)
- .github/workflows/ci.yml + validate_skills.py — markdown-link-check, yamllint, skill frontmatter linter, prettier advisory
- skills/ — +4 (daily-inbox-triage, hermes-weekly, spam-trap, meeting-prep) — total 13
- README-zh.md, README-ja.md — localized entry summaries
- templates/config/*.yaml — quoted ${VAR} inside flow mappings (valid YAML)
- README: skills 9→13, language links, wizard/ref-arch/outreach rows, CI badge
- CHANGELOG + ROADMAP updated

Co-Authored-By: Rob <onerobby@gmail.com>
…YAML blocks

Addresses Devin Review comment: the persona radio (Question 1) was only
emitted as a YAML comment. Now it actually configures the starting state.

- onchange="applyPersona(value)" on each persona radio
- PERSONA_PRESETS mirrors templates/config/<persona>.yaml shape:
  minimum / telegram-bot / production / cost-optimized / security-hardened
- applyPersona() sets default_model, memory, gateways, mcps, approval,
  obs, crons — then re-generates YAML automatically
- generate() now emits persona-specific blocks:
  - security-hardened: security.mcp.{default_trust,require_allowlist,allow_sampling}
  - security-hardened + production: webhook require_signature + max_body_bytes,
    redaction.{memory_write,log}, quarantine profile
  - cost-optimized: routing.rules (5-rule cost ladder)

Co-Authored-By: Rob <onerobby@gmail.com>
Devin Review flagged four mismatches between the PERSONA_PRESETS and the
actual reference templates. Fixed:

- minimum: memory none -> vector (templates/config/minimum.yaml:25 uses vector)
- telegram-bot: memory vector -> lightrag (telegram-bot.yaml:43 uses lightrag)
- cost-optimized: memory vector -> lightrag (cost-optimized.yaml:66 uses lightrag)
- cost-optimized: obs helicone -> none (cost-optimized.yaml has no exporters;
  it's telemetry + alerts only)

Now each preset actually mirrors its template, which is what the code comment
at line 185-187 claims.

Co-Authored-By: Rob <onerobby@gmail.com>
…plate)

templates/config/cost-optimized.yaml uses llama-3.1-70b in all three
places (classification, triage model, compress_model). The wizard was
emitting llama-3.3-70b. Align.

Co-Authored-By: Rob <onerobby@gmail.com>
All 5 outreach drafts and both i18n READMEs referenced the old count
of 9 skills. This PR added 4 new skills (daily-inbox-triage,
hermes-weekly, spam-trap, meeting-prep) bringing the total to 13.

Updated files:
- README-zh.md, README-ja.md (count + skill name list)
- docs/outreach/blog-post-long.md
- docs/outreach/hacker-news-post.md (count + enumerated list)
- docs/outreach/launch-tweet-thread.md
- docs/outreach/nous-upstream-pr-body.md
- docs/outreach/reddit-localllama.md (count + enumerated list)

Co-Authored-By: Rob <onerobby@gmail.com>
Devin Review caught a red issue: quoting ${TELEGRAM_OWNER_ID} inside a
flow sequence (e.g. ["${TELEGRAM_OWNER_ID}"]) makes the YAML valid but
changes the parsed type from int to str after env-var substitution.
Telegram user IDs are numeric and Hermes compares them with strict
type matching, so a string-typed list would reject all messages.

Switched all 4 templates + 2 reference architectures + the wizard
generator to block-sequence style:

    allowed_user_ids:
      - ${TELEGRAM_OWNER_ID}

Verified with PyYAML that post-substitution type is int across all 4
templates.

Also: localized READMEs (zh + ja) now use 'sudo bash' to match the
main README, since vps-bootstrap.sh requires root.

Co-Authored-By: Rob <onerobby@gmail.com>
Devin Review (red): the wizard previously emitted only the provider
derived from the default model. But cost-optimized routing references
cerebras, moonshot, and anthropic too — a wizard-generated config
would fail at runtime when routing picked one of those.

Refactored to a data-driven `EXTRA_PROVIDERS` map so each persona
declares which providers its routing rules need. The generator then
emits the union of (default-model provider, extra persona providers).

- cost-optimized: anthropic, google, moonshot, cerebras
- production:     anthropic, google
- security-hardened: anthropic (for the quarantine fallback)

Also added cerebras to the providerKeys map (CEREBRAS_API_KEY).

Co-Authored-By: Rob <onerobby@gmail.com>
Two Devin Review findings addressed:

1. skills/README.md catalog listed only 9 skills; PR added 4 new ones
   (daily-inbox-triage, hermes-weekly, spam-trap, meeting-prep).
   Appended rows for all 4 so the catalog matches the 13-skill count
   now quoted in README / CHANGELOG / outreach docs.

2. Wizard generator: when memory=lightrag is selected, the generated
   config references google/gemini-2.5-flash (LLM) and
   openai/text-embedding-3-small (embedding), but the provider-emission
   set only accounted for the default-model provider + routing-rule
   providers. For 3 of 5 personas this produced broken configs with
   missing embedding provider credentials. Added a lightrag branch
   that injects google + openai into providersToEmit.

Co-Authored-By: Rob <onerobby@gmail.com>
* feat: config wizard + reference architectures + CI + outreach + 4 new skills + i18n

- docs/wizard/ — interactive static config-builder (HTML+JS, GitHub Pages friendly)
- docs/reference-architectures/ — 4 full blueprints (homelab, solo-dev, small-agency, road-warrior)
- docs/outreach/ — launch drafts (tweet, HN, Reddit, upstream-Nous PR, long blog)
- .github/workflows/ci.yml + validate_skills.py — markdown-link-check, yamllint, skill frontmatter linter, prettier advisory
- skills/ — +4 (daily-inbox-triage, hermes-weekly, spam-trap, meeting-prep) — total 13
- README-zh.md, README-ja.md — localized entry summaries
- templates/config/*.yaml — quoted ${VAR} inside flow mappings (valid YAML)
- README: skills 9→13, language links, wizard/ref-arch/outreach rows, CI badge
- CHANGELOG + ROADMAP updated

Co-Authored-By: Rob <onerobby@gmail.com>

* fix: correct relative path from daily-inbox-triage to spam-trap skill

Co-Authored-By: Rob <onerobby@gmail.com>

* wizard: persona selection now drives form presets + persona-specific YAML blocks

Addresses Devin Review comment: the persona radio (Question 1) was only
emitted as a YAML comment. Now it actually configures the starting state.

- onchange="applyPersona(value)" on each persona radio
- PERSONA_PRESETS mirrors templates/config/<persona>.yaml shape:
  minimum / telegram-bot / production / cost-optimized / security-hardened
- applyPersona() sets default_model, memory, gateways, mcps, approval,
  obs, crons — then re-generates YAML automatically
- generate() now emits persona-specific blocks:
  - security-hardened: security.mcp.{default_trust,require_allowlist,allow_sampling}
  - security-hardened + production: webhook require_signature + max_body_bytes,
    redaction.{memory_write,log}, quarantine profile
  - cost-optimized: routing.rules (5-rule cost ladder)

Co-Authored-By: Rob <onerobby@gmail.com>

* wizard: align persona presets with templates/config/<persona>.yaml

Devin Review flagged four mismatches between the PERSONA_PRESETS and the
actual reference templates. Fixed:

- minimum: memory none -> vector (templates/config/minimum.yaml:25 uses vector)
- telegram-bot: memory vector -> lightrag (telegram-bot.yaml:43 uses lightrag)
- cost-optimized: memory vector -> lightrag (cost-optimized.yaml:66 uses lightrag)
- cost-optimized: obs helicone -> none (cost-optimized.yaml has no exporters;
  it's telemetry + alerts only)

Now each preset actually mirrors its template, which is what the code comment
at line 185-187 claims.

Co-Authored-By: Rob <onerobby@gmail.com>

* wizard: cost-optimized routing uses cerebras/llama-3.1-70b (match template)

templates/config/cost-optimized.yaml uses llama-3.1-70b in all three
places (classification, triage model, compress_model). The wizard was
emitting llama-3.3-70b. Align.

Co-Authored-By: Rob <onerobby@gmail.com>

* outreach + i18n: update skill count from 9 to 13

All 5 outreach drafts and both i18n READMEs referenced the old count
of 9 skills. This PR added 4 new skills (daily-inbox-triage,
hermes-weekly, spam-trap, meeting-prep) bringing the total to 13.

Updated files:
- README-zh.md, README-ja.md (count + skill name list)
- docs/outreach/blog-post-long.md
- docs/outreach/hacker-news-post.md (count + enumerated list)
- docs/outreach/launch-tweet-thread.md
- docs/outreach/nous-upstream-pr-body.md
- docs/outreach/reddit-localllama.md (count + enumerated list)

Co-Authored-By: Rob <onerobby@gmail.com>

* fix: preserve integer type for Telegram allowed_user_ids

Devin Review caught a red issue: quoting ${TELEGRAM_OWNER_ID} inside a
flow sequence (e.g. ["${TELEGRAM_OWNER_ID}"]) makes the YAML valid but
changes the parsed type from int to str after env-var substitution.
Telegram user IDs are numeric and Hermes compares them with strict
type matching, so a string-typed list would reject all messages.

Switched all 4 templates + 2 reference architectures + the wizard
generator to block-sequence style:

    allowed_user_ids:
      - ${TELEGRAM_OWNER_ID}

Verified with PyYAML that post-substitution type is int across all 4
templates.

Also: localized READMEs (zh + ja) now use 'sudo bash' to match the
main README, since vps-bootstrap.sh requires root.

Co-Authored-By: Rob <onerobby@gmail.com>

* wizard: emit all providers referenced by persona routing rules

Devin Review (red): the wizard previously emitted only the provider
derived from the default model. But cost-optimized routing references
cerebras, moonshot, and anthropic too — a wizard-generated config
would fail at runtime when routing picked one of those.

Refactored to a data-driven `EXTRA_PROVIDERS` map so each persona
declares which providers its routing rules need. The generator then
emits the union of (default-model provider, extra persona providers).

- cost-optimized: anthropic, google, moonshot, cerebras
- production:     anthropic, google
- security-hardened: anthropic (for the quarantine fallback)

Also added cerebras to the providerKeys map (CEREBRAS_API_KEY).

Co-Authored-By: Rob <onerobby@gmail.com>

* fix: skills catalog + wizard lightrag provider coverage

Two Devin Review findings addressed:

1. skills/README.md catalog listed only 9 skills; PR added 4 new ones
   (daily-inbox-triage, hermes-weekly, spam-trap, meeting-prep).
   Appended rows for all 4 so the catalog matches the 13-skill count
   now quoted in README / CHANGELOG / outreach docs.

2. Wizard generator: when memory=lightrag is selected, the generated
   config references google/gemini-2.5-flash (LLM) and
   openai/text-embedding-3-small (embedding), but the provider-emission
   set only accounted for the default-model provider + routing-rule
   providers. For 3 of 5 personas this produced broken configs with
   missing embedding provider credentials. Added a lightrag branch
   that injects google + openai into providersToEmit.

Co-Authored-By: Rob <onerobby@gmail.com>

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
devin-ai-integration Bot and others added 17 commits April 30, 2026 20:46
…uide-refresh

* docs: refresh Hermes guide for v0.12

* docs: address review feedback

* docs: fix contributing layout reference

* docs: update outreach part count

* docs: align quickstart env with telegram template

* docs: align quickstart lightrag keys

* docs: add openai provider to cost template

* docs: normalize routing model identifiers

* docs: keep github mcp package consistent

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
…sota-refresh

* docs: refresh Hermes guide for v0.13

* docs: address v0.13 review notes

---------

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
…v014-refresh

Co-authored-by: Devin AI <158243242+devin-ai-integration[bot]@users.noreply.github.com>
OnlyTerp#14)

Closes OnlyTerp#13. Rewrote part20 Rules 1/2/2B/3/4/5 + Langfuse + OTel + eval sections to match real Hermes v0.14.0 schemas. Removed invented blocks: model_routing/intent/complexity, prompt_caching allowlist, telemetry.spans, fast_mode YAML, compression.auto.*, alerts.cost_spike, observability.langfuse/otel YAML, hermes evals subcommand. Replaced with real primitives: auxiliary: per-task models, provider_routing, hermes fallback, prompt_caching.cache_ttl, real compression keys, /fast slash command, HERMES_LANGFUSE_* + OTEL_* env vars, Langfuse Datasets workflow. Adds heads-up that smart_model_routing was removed upstream in 424e9f36b (#12732).
Re-applies the useful content from OnlyTerp#10 on top of current main without carrying the stale branch's old ECOSYSTEM.md snapshot. Adds a Native Hermes plugins section with hermes-tweet, a narrow discord.gg markdown-link-check ignore, and a current changelog entry. Supersedes OnlyTerp#10. Co-authored-by: kriptoburak <kriptoburak@users.noreply.github.com>
Security-doc pass across setup, LightRAG, Telegram, custom models, and gateway recovery docs. Replaces shell-history-leaking secret setup examples with editor/hermes auth guidance, reinforces chmod 600 on .env files, strengthens LightRAG localhost-only warning, avoids printing full Telegram tokens, and clarifies localhost-only gateway health checks. Verified config.yaml \ expansion against Hermes config loader _expand_env_vars().
Re-applies the valid parts of OnlyTerp#4: part6 compression fallback assigns compressed_context = messages_to_compress instead of returning undefined original_context; part11 gateway health check uses df -Ph so awk NR==2 is stable. Does not apply OnlyTerp#4's part7 change because current Hermes source tools/session_search_tool.py explicitly documents no LLM calls / no summary LLM path. Supersedes OnlyTerp#4.
Replaces OnlyTerp#1 with current LightRAG examples: Kimi K2.6 via https://api.moonshot.ai/v1 for quality, Cerebras gpt-oss-120b for speed instead of deprecated qwen-3-32b, Fireworks Qwen3-Embedding-8B for high-quality embeddings, and local Ollama for free/private setup. Keeps README.md and part3-lightrag-setup.md in sync and preserves real LightRAG LLM_BINDING_HOST / EMBEDDING_BINDING_HOST env vars. Supersedes OnlyTerp#1.
@devin-ai-integration

devin-ai-integration Bot commented Jun 3, 2026

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Reviewed and verified — this is ready to merge.

Heads up: GitHub hasn't run the CI workflow on this fork PR yet (it needs a maintainer to approve the workflow run for a first-time contributor). Once you approve the run it should go green. I'm not able to merge into main myself — over to you to merge.

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