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docs(session_search): update all docs for the single-shape rewrite (#27840)

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Companion PR to #27590. Sweeps remaining stale references to the
LLM-summary path that landed in main with #27590 but weren't fully
caught in the followup cleanup commit.

Real rewrites:
- user-guide/sessions.md: 'Session Search Tool' section rewritten to
  describe the three calling shapes (discovery / scroll / browse) with
  worked examples. Adds the 'Optional parameters' subsection covering
  sort and role_filter.
- user-guide/features/memory.md: 'Session Search' overview rewritten,
  comparison table updated (speed: ms instead of LLM summarization,
  added explicit free-cost row, link to sessions.md for details).

Stale-claim sweeps:
- user-guide/configuring-models.md: drop the 'Session Search' row from
  the aux-model override table (no aux model anymore), drop session
  search from the auxiliary-models list.
- user-guide/features/codex-app-server-runtime.md: drop session_search
  from the ChatGPT-subscription cost note, drop the session_search
  block from the per-task override config example.
- developer-guide/provider-runtime.md: drop 'session search
  summarization' from the auxiliary tasks list.
- developer-guide/agent-loop.md: drop session search from the
  auxiliary fallback chain list.
- user-guide/skills/.../autonomous-ai-agents-hermes-agent.md: drop
  session_search from the 'auxiliary models not working' debug step.

Untouched (still accurate as tool-name mentions, not behavioral claims):
- features/tools.md, features/honcho.md, features/acp.md
- cli.md, sessions.md (other sections)
- developer-guide/tools-runtime.md, agent-loop.md (line 157)
- acp-internals.md, adding-tools.md, prompt-assembly.md
- reference/toolsets-reference.md, reference/tools-reference.md
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Teknium 2026-05-18 00:36:17 -07:00 • committed by GitHub
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website/docs/user-guide/features/codex-app-server-runtime.md
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@ -242,7 +242,7 @@ default_permissions = ":read-only"
## Auxiliary tasks and ChatGPT subscription token cost
When this runtime is on with the `openai-codex` provider, **auxiliary tasks (title generation, context compression, vision auto-detect, session search summarization, the background self-improvement review fork) also flow through your ChatGPT subscription by default**, because Hermes' auxiliary client uses the main provider/model when no per-task override is set.
When this runtime is on with the `openai-codex` provider, **auxiliary tasks (title generation, context compression, vision auto-detect, the background self-improvement review fork) also flow through your ChatGPT subscription by default**, because Hermes' auxiliary client uses the main provider/model when no per-task override is set.
This isn't specific to `codex_app_server` — it's true for the existing `codex_responses` path too — but it's more visible here because you're explicitly opting in for the subscription billing.
@ -259,9 +259,6 @@ auxiliary:
vision_detect:
provider: openrouter
model: google/gemini-3-flash-preview
session_search:
provider: openrouter
model: google/gemini-3-flash-preview
goal_judge:
provider: openrouter
model: google/gemini-3-flash-preview