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feat(skills): add youtube learnings - home-ai-lab, ai-game-studio, price-watch - #2

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feat(skills): add youtube learnings - home-ai-lab, ai-game-studio, price-watch#2
bbudiono merged 6667 commits into
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Summary

Distilled from https://youtu.be/eHZ14afnDZ0 - Hermes Agent + ChatGPT 5.6 Setup & Use Cases.

Skills added

Skill Category Description
home-ai-lab mlops Local model discovery (HF hub), MLX/Ollama model loading, local AI control plane
ai-game-studio creative Autonomous 3D game generation with Hermes as AI game director (Unity backend)
price-watch productivity Automated GPU/CPU/hardware price monitoring with Telegram threshold alerts

Config update

reasoning_effort: medium - per video guidance

Nexus artifacts

  • Guide: yt-hermes-gpt56-setup-eHZ14afnDZ0 (updated)
  • Memory: yt-gpt56-hermes-reasoning-level (lesson_learned)

Source: https://youtu.be/eHZ14afnDZ0

BlackishGreen33 and others added 30 commits July 9, 2026 01:19
…escendant

_session_latest_descendant fetched EVERY sessions row and built the
parent->children tree in Python on each call. Replace with a recursive
CTE that loads only the target session's descendant branch.

Hand-applied from PR NousResearch#39140 (the schema-init cache and Rust PTY bridge
parts of that PR are intentionally NOT salvaged here); main's function
signature gained a db parameter since the PR was cut.

(cherry picked from commit 8ed5e54)
Flip the handler from async def to sync def so FastAPI executes it in
its threadpool: the SessionDB open + list_sessions_rich query no longer
block the single uvicorn event loop.

Residual hunk from PR NousResearch#53966 — that PR's get_profiles_sessions flip
already landed via NousResearch#54523/1bb7b59c5, and its get_status offload is
superseded by NousResearch#58238's read_only + timeout variant in this branch.

(cherry picked from commit 414c12a)
The NousResearch#39140 CTE used UNION ALL, which recurses forever if a corrupted
parent chain loops (a -> b -> a) — reproduced: query never returns. The
old Python walk was cycle-safe via a seen-set. UNION dedups the working
set and terminates. Regression test added and mutation-verified (UNION
ALL hangs the test, UNION passes).
Review finding: SessionDB(read_only=True) requires the DB file to exist
(its documented contract says callers guard on db_path.exists()); on a
fresh install every /api/status poll paid an OperationalError until the
first session was written. Short-circuit to 0 when state.db is absent.
Tests: fresh-install guard + existing read_only test adjusted.
…ests

get_status now probes via get_running_pid_cached() (NousResearch#53511 salvage);
these tests were added on main after that PR was cut and still patched
web_server.get_running_pid, so their fakes were bypassed and CI slice
5/8 failed. Patch the name the handler actually calls.
The session messages endpoint returned ALL messages in a single
response with no limit/offset. Sessions with 500+ messages produced
1.2-1.6 MB JSON payloads, causing GIL starvation and WebSocket
timeouts on the Desktop client (NousResearch#60155).

Add optional limit/offset query params to both the API endpoint and
SessionDB.get_messages(). Limit clamped to 500 max per page. Response
now includes a pagination object with limit/offset/returned count.

Backward compatible: callers that omit limit get the old behavior
(all messages).

Closes NousResearch#60155

(cherry picked from commit d58396b)
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
(cherry picked from commit 1e70eaa)
…ist queries

list_sessions_rich and _get_session_rich_row previously used SELECT s.*,
pulling the system_prompt TEXT blob on every row even for dashboard and
picker callers that never display it. On large databases this blob routinely
runs to tens of kilobytes per session, causing unnecessary B-tree I/O.

Add compact_rows=False param to both functions. When True, an explicit
column list omitting system_prompt is substituted for s.* in both the
simple and the recursive-CTE (order_by_last_active) query paths.
Default is False so all existing callers are unaffected.

Update dashboard and session-picker callers in web_server.py and
tui_gateway/server.py to pass compact_rows=True.

Add seven regression tests covering: omission of system_prompt, presence
of all metadata fields, both query paths, _get_session_rich_row, and
backward-compat default.

(cherry picked from commit c470cbd)
…sResearch#47437

- derive the compact_rows projection from SCHEMA_SQL (parse once, cache)
  instead of a hardcoded column list: the original NousResearch#47437 list was cut
  against a June schema and silently dropped session_key/chat_id/chat_type/
  thread_id/display_name/origin_json/expiry_finalized/git_branch/
  git_repo_root/compression_failure_* — including desktop sidebar fields.
  Schema-derived means declaratively reconciled new columns are included
  automatically; only system_prompt is excluded.
- guard test pinning the schema<->projection contract (mutation-verified:
  dropping a column from the projection fails it)
- wire compact_rows=(not full) into /api/sessions and /api/profiles/sessions
  so the SQL projection pairs with the API-level field strip (?full=1 still
  returns complete rows end-to-end)
- pass compact_rows at the remaining hot list callers: /api/status active
  count, _session_latest_descendant fallback, /api/sessions/stats by-source
- thread compact_rows through the compression-tip projection
  (_get_session_rich_row) so projected tips can't reintroduce the blob
- add pagination tests for get_messages (NousResearch#60347 shipped none): paging order,
  offset-past-end, active-flag interaction; add tip-projection compact test
- AUTHOR_MAP entries for mahdiwafy + CodeForgeNet (plain emails)
Review finding: get_messages(offset=N) with no limit dropped the OFFSET
entirely. SQLite requires a LIMIT clause for OFFSET, so emit LIMIT -1
(unbounded) when only offset is given. Regression test added.
tui_gateway session.list/most_recent now pass compact_rows=True
(NousResearch#47437 salvage); the keyword-only fake signatures in
test_tui_gateway_server.py rejected the new kwarg and CI slice 6/8
failed with TypeError. Other list_sessions_rich fakes use **kwargs and
are unaffected.
Rebase reconciliation with NousResearch#60884: _count_status_active_sessions (from
NousResearch#58238) now passes compact_rows=True (this branch's NousResearch#47437 projection),
so the fake asserts both.
…t httpx.ResponseNotRead

When an API error carries an httpx.Response whose body was consumed via
iter_bytes() during streaming error handling (e.g. GeminiAPIError from
agent/gemini_native_adapter.py), accessing .text raises
httpx.ResponseNotRead. The secondary exception replaced the real,
already-computed provider error (429 free-tier quota guidance) with the
generic 'Attempted to access streaming response content' message on
every turn.

Guard the .text access so it degrades to an empty snippet and falls
through to the str(error) fallback, which carries the full original
message. Mirrors the existing guards in
agent/error_classifier.py::_extract_error_body() and
agent/gemini_native_adapter.py::gemini_http_error().

Fixes NousResearch#59769

Salvaged from PR NousResearch#59868 (guard + regression test); the unrelated
desktop Ctrl-C fix bundled in that PR was intentionally dropped and is
triaged separately.
Gateway froze the fallback chain at process start while cron reloads it
per job, so a chain configured after hermes gateway was running never
reached messaging sessions. Refresh from disk on agent create and when
reusing a cached agent.

Fixes NousResearch#60955.

(cherry picked from commit b64e715)
Pin reload + cached-agent apply helpers for NousResearch#60955 so a mid-uptime
fallback chain change reaches messaging sessions without a restart.

(cherry picked from commit fafb341)
Follow-ups on the NousResearch#60987 salvage (review pass):
- _refresh_fallback_model: keep last known-good chain on transient
  config.yaml read/parse failure (user mid-edit, torn write) — only a
  successful read that lacks the key clears the chain. Previously a
  refresh error wiped a cached agent's working fallback for the turn.
- Move the cached-agent refresh+apply OUTSIDE the agent-cache lock:
  config.yaml read is disk I/O and the idle-sweep watcher contends on
  that lock (same reasoning as NousResearch#52197). Per-session turn serialization
  keeps the post-lock apply safe.
- _apply_fallback_chain_to_agent: clear _unavailable_fallback_keys when
  chain content actually changes, so an entry re-configured mid-uptime
  (e.g. credentials added) is retried instead of staying suppressed for
  the cached agent's lifetime; no-op refreshes keep the memo.
- Tests: cwd-independent source pin (Path(__file__) anchor), pin the
  reuse-path apply call, + regression tests for last-known-good, memo
  clear-on-change, memo keep-on-unchanged (mutation-verified).
Fixes NousResearch#3356

Build the skills snapshot manifest in one directory walk, avoid importing gateway session context during CLI prompt startup, and reuse direct platform-list matching for snapshot entries.

(cherry picked from commit 1a64c2e)
Deep review of the cherry-picked NousResearch#16454 found the ad-hoc flush thread
raced new_session()'s inline on_session_switch(reset=True): memory
providers key off internal _session_id state (MemoryManager.on_session_end
takes no session id), so a late off-thread extraction ran against
post-rotation bindings — misattributing the old transcript to the new
session id, double-ingesting the old turn buffer (supermemory), or
double-committing (openviking already async-finalizes in
on_session_switch).

Redesign: new MemoryManager.commit_session_boundary_async queues
on_session_end + on_session_switch as ONE task on the manager's existing
single-worker background executor (the same worker sync_all already
uses). This preserves the strict end→switch ordering providers depend on,
serializes against per-turn syncs FIFO, keeps /new non-blocking, and
degrades to inline (pre-NousResearch#16454 behavior) when the executor is
unavailable. No ad-hoc threads; no per-provider changes needed.

The context-engine on_session_end half stays synchronous in
_launch_session_boundary_memory_flush (cheap, must land before
reset_session_state rebinds the engine).

Exit durability: _run_cleanup calls the manager's existing
flush_pending(timeout=10) barrier before shutdown, so '/new then quit'
doesn't drop the queued extraction (shutdown_all's own drain is ~5s and
cancels queued tasks). Bounded well inside the 30s exit watchdog.

Tests: ordering invariant with slow (LLM-like) extraction, FIFO
serialization vs sync_all, switch-fires-even-if-end-raises, no-provider
no-op, CLI snapshot handoff + inline-switch fallback, sync engine
boundary, cleanup flush_pending.
- Return the boundary snapshot from
  _launch_session_boundary_memory_flush as a local value instead of
  staging it on self._session_boundary_snapshot. The instance-attr
  handoff could leak (no memory manager configured) or mis-fire a
  stale snapshot on a later /new if an exception hit between staging
  and consumption. A local variable eliminates the class; the helper
  also returns None when no memory manager is configured so
  new_session takes the inline-switch path.
- Drop the now-dead session_id kwarg from commit_memory_session:
  after the redesign no production caller passes it (gateway, TUI,
  compression all use the default), and speculative params are
  rejected per AGENTS.md. The explicit-old-session need is served by
  cli.py's direct engine call + commit_session_boundary_async.
- Drop the dead providers snapshot in commit_session_boundary_async
  (only the emptiness check used it).
- Tests updated accordingly (dead-kwarg test removed, snapshot
  assertion now covered by return-value contract).

Phase-2 gates: 2a tests/cli 1048 passed + 6 memory files 137 passed;
2b programmatic live smoke 0.38ms non-blocking caller, end→switch→sync
ordering verified; 2c structured 4-angle review — no Criticals, these
warnings fixed.
The model often emits a follow-up batch of tool calls as its own
assistant message with no prose or reasoning. On screen those rows look
like one continuous run, but assistant-ui only groups tool calls within a
single message, so the auto-scrolling tool window never triggered on them
(e.g. two batches of two searches read as 2 + 2, never reaching the
threshold).

Coalesce each settled tool-only assistant message into the preceding
assistant message in the render pipeline so its calls join that message's
tool group. Render-only (never touches the $messages store) and
settle-only (pending messages are skipped) so a live turn is never
merged/un-merged mid-stream; merged results are cached by source identity
so a stable turn yields stable objects with no re-render churn.
…ol-window-merge

feat(desktop): group tool calls across text-less assistant messages
HexLab98 and others added 26 commits July 11, 2026 11:07
Keep empty-tail recovery scoped to the current stream segment and bound fallback flood retries. Preserve Telegram's server retry hint without blocking final delivery through a long cooldown.
…ions

Copilot (api.githubcopilot.com/responses) binds replayed assistant
codex_message_items ids to a specific backend "connection". Credential-
pool rotation, a gateway restart, or routine load-balancer churn between
turns all invalidate that binding, and Copilot rejects the stale id with
HTTP 401 "input item ID does not belong to this connection" — even for
short ids well under the NousResearch#27038 64-char length cap, since this is a
connection-scope problem, not a length problem. Once a session captures
one of these ids it is persisted and replayed forever, permanently
bricking the session.

Thread an is_github_responses flag from build_kwargs/convert_messages
into _chat_messages_to_responses_input and drop the id unconditionally
on that path, mirroring how reasoning items already strip id on replay.
phase/status/content are still replayed so cache-relevant signal isn't
lost — only the connection-scoped id is unsafe to reuse.

Written to apply independently of the NousResearch#27038 length-cap fix so the two
PRs don't block each other; they touch adjacent conditions in the same
block and merge cleanly in either order.

Fixes NousResearch#32716

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
_CodexCompletionsAdapter (agent/auxiliary_client.py) is a second,
independent producer of Codex Responses input — used by auxiliary
calls (context compression, flush_memories, MoA aggregation,
session_search) that route through CodexAuxiliaryClient instead of
the main agent's ResponsesApiTransport.build_kwargs. It calls
_chat_messages_to_responses_input() directly without is_github_responses,
so the previous commit's fix didn't cover it: an auxiliary call made
against a Copilot-backed session could still replay a connection-scoped
codex_message_items id and hit the same HTTP 401.

Detect the Copilot host from the adapter's own client.base_url (same
check the adapter already does further down for prompt_cache_key
opt-out) and pass is_github_responses through, closing the gap.

Still NousResearch#32716.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
Require literal booleans for backend-specific replay policy and pin
non-default status and content preservation through both response paths.
Reapply the endpoint-aware preflight after request and execution
middleware so no override can reintroduce a connection-scoped ID.
Exercise request and execution middleware replacements through the real
conversation loop and assert the provider payload is sanitized.
… in fetch_models

fetch_models() sends Authorization: Bearer <api_key> plus any
default_headers (x-api-key etc.) via urllib.request.urlopen, and
urllib's redirect handler forwards every header when following a
3xx — including to a different host. A catalog endpoint (or a
compromised/misconfigured proxy in front of it) answering with a
redirect to another origin therefore received the provider API key.

Install an HTTPRedirectHandler that drops authorization, x-api-key,
api-key, x-goog-api-key and cookie when the redirect target hostname
differs from the original request, mirroring the pattern already used
in skills/creative/comfyui/scripts/_common.py. Same-host redirects
keep credentials so legitimate path-level redirects still work.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…g credentials

Review feedback: a same-host redirect to a different port can land on a
different service, which must not inherit the provider API key. Compare
(scheme, hostname, effective port) — with 80/443 defaults — instead of
hostname alone, and add a two-server regression test for the
same-host/different-port case.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
…ice-watch

Distilled from: https://youtu.be/eHZ14afnDZ0
- home-ai-lab: local model discovery, MLX/Ollama loading, HF hub search
- ai-game-studio: autonomous 3D game generation with Hermes as game director
- price-watch: automated GPU/CPU price monitoring with Telegram alerts

Also updates reasoning_effort to medium per video guidance.
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@bbudiono
bbudiono merged commit 8e8d9bf into main Jul 19, 2026
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