Integrates the three Prime-Agent (PrimeIntellect-ai/prime-agent) harness
features that fit Hermes' architecture, adapted rather than ported:
- /goal gate add <cmd>: deterministic quality gates on the goal loop.
Gates run at turn boundary BEFORE the LLM judge; a failing gate's
bounded output becomes the continuation prompt, unchanged workspaces
(git fingerprint) are not re-run, retries are bounded with auto-pause.
- /heartbeat every <interval> <prompt>: one recurring re-entry prompt
per session, injected as a plain user turn only when idle; missed
ticks coalesce; state persists in SessionDB and migrates across
compression rotations. CLI watchdog thread + gateway-wide poller.
- /refine [focus]: user-triggered run of the existing background
memory/skill review fork, with optional focus instructions appended
to the review prompt. Automatic reviews are byte-identical to before.
RLM (IPython-only tool surface) deliberately excluded per request; the
daemon/worker detach layer and root-session A2A messaging are covered
by the gateway, sessions DB, delegation, and send_message and were not
duplicated.
All three features are cache-safe (plain user-role injections, no
system-prompt mutation) and alternation-safe.
Three review follow-ups on the salvaged #79286 commit:
- update_model() zeroed the in-memory prune runway but left the durable
model_config copy stale, breaking the method's own durable-sync
discipline (the strike reset three lines above keeps its durable copy
in sync). A restart after a model switch resurrected a runway
computed under the old model's trigger sizes. New
_clear_durable_proactive_prune_rearm() removes the persisted key via
patch_session_model_config() without touching the transcript.
- The archive_and_compact capability check ran AFTER the expensive
3-pass prune scan, so a duck-typed session store lacking the method
paid the full scan on every eligible iteration forever with pruning
permanently no-opping. Hoist it above the scan (all in-tree stores
pass a real SessionDB; this only affects third-party stores).
- _load_proactive_prune_rearm_tokens now uses the shared
get_session_model_config_value() accessor instead of inlining a 5th
copy of the model_config JSON parse, matching its sibling loaders'
typed-accessor pattern.
Also documents why the rotation-publish-failure branch restores only
the runway field rather than the full attempt snapshot.
Tests: model-switch durable clear, patch_session_model_config
merge/delete/no-op, and a guard proving incapable stores skip the scan.
* feat(agent): read_preview — the desktop-gated tool that reads the in-app browser
The agent could open the preview pane (open_preview) and read the embedded
terminal (read_terminal), but the browser it had just opened was a black box —
'what does this page say?' had no answer. read_preview mirrors read_terminal
end to end: HERMES_DESKTOP-gated via check_fn (zero schema footprint outside
the GUI), dispatched through the same agent callback pattern, windowed with
start/count so a long page pages instead of flooding context.
* feat(gateway): preview.read blocking bridge
Same lifecycle as terminal.read: the tool blocks on preview.read.request, the
renderer answers preview.read.respond (allow_expired — a slow page extraction
losing the 45s race must not surface a raw 4009), and a timeout emits
preview.read.expire so late answers resolve quietly.
* feat(desktop): the renderer serializes the active preview tab for the agent
preview-reader.ts is the preview analog of the terminal's buffer registry: the
URL pane registers a page reader (webview executeJavaScript → title + visible
innerText) keyed by tab id; readActivePreview resolves the ACTIVE tab, windows
the text (24k cap per read), and answers file/artifact tabs with identity plus
a note pointing at the tool that reads that content directly. The gateway
event handler answers preview.read.request beside terminal.read.request.
Add activity_hb.join(timeout=2.0) after activity_hb_stop.set() in
direct_api_call's finally block so the heartbeat thread is deterministically
stopped before client teardown. Add test verifying no stray _touch_activity
fires after direct_api_call raises an exception.
Follow-up to PR #78548 by @xxxigm.
Top-level delegate_task runs in the background, and the 450s progress-stall
monitor only sees api_call_count / tool / last_activity_ts. Subagents use
non-streaming direct_api_call, which previously touched activity once and then
went silent — so a healthy local GGUF / long-prefill wait looked frozen and
was interrupted around ~450s as "Operation interrupted: waiting for model
response", even when child_timeout_seconds was raised. Refresh activity while
the inline request is open, and treat last_activity_ts advances as sync
heartbeat progress too.
Cherry-picked from PR #78959 by @JoaoMarcos44 with authorship preserved.
Follow-up: hoist _cache_scope_from_session_id(session_id) to a local in
build_kwargs so it's computed once instead of 4 times per call.
Closes#78941. Closes#79012. Closes#79013. Closes#79014. Closes#79015.
Co-authored-by: JoaoMarcos44 <joaomarcosdias444@gmail.com>
Selecting an NVIDIA NIM model whose id reached config without the nvidia/
prefix produced a bare "HTTP 404: 404 page not found" — retried three times,
never naming the model. It reads exactly like an outage or an auth failure,
which is where the Discord thread spent its time before the id was spotted.
normalize_model_for_provider() had no branch for nvidia, so a bare id passed
straight through to the API. Repair it from the provider's curated catalogue:
a bare name that matches exactly one entry modulo the prefix gets it back.
That's a lookup, not a guess — build.nvidia.com also fronts local NIM
containers and third-party models, and anything absent from the catalogue is
left alone. Because the repair runs on every runtime setup, an already-broken
config self-heals on the next turn and prints what it changed.
If a bare id still reaches the wire, the 404 now explains itself. The
classifier consults the same catalogue: a prefix-less id the provider only
serves as vendor/model is a deterministic failure, so it classifies as
model_not_found instead of burning three retries on a retryable "unknown",
and the error trace names the id to use.
Fixes#78796
The sole-credential cooldown sized the bench from the raw HTTP status, but
403 is overloaded: error_classifier maps OpenRouter's "key limit exceeded"
and xAI's spending-limit block to FailoverReason.billing, while an edge
throttle with the same status is transient. Only 402 was excluded from the
short cooldown, so a spent account on a single key retried every 60 seconds
and re-failed forever.
Thread the classified reason from recover_with_credential_pool through
mark_exhausted_and_rotate to _exhausted_ttl. Billing keeps the full bench
regardless of status; everything else transient still recovers in 60s. The
verdict is stored on the entry (_EXTRA_KEYS, so it persists to auth.json) —
without that a restart would re-read a bare 403 and downgrade the bench.
Tests: sole billing-403 stays benched, survives reload, unclassified 403
still recovers; call-site coverage that the reason actually reaches the pool.
Three existing kwargs assertions updated for the new argument.
next_available_at() was computing the full 1-hour TTL for a sole
credential on a 429, contradicting the 60s cooldown in _available_entries.
The fallback restore gate (agent_runtime_helpers) uses next_available_at
to decide when to switch back from fallback to primary — so the agent
stayed on fallback for an hour instead of ~60s.
Add sole_credential computation in next_available_at mirroring
_available_entries, and a test verifying the short cooldown propagates.
A pool with only one usable (non-DEAD) credential has nothing to rotate to.
On a transient throttle (429 rate-limit, 403 edge-throttle, 5xx) the offending
key was benched for a full hour (EXHAUSTED_TTL_429/DEFAULT), so single-key /
no-fallback setups got an hour of hard failures for a throttle that resets in
seconds. The pool already special-cases 401 to recover quickly for single-key
setups; extend that to transient throttles when the credential is the sole
non-DEAD entry. 402 (billing/quota) keeps the full bench — a quick retry can't
help. Provider-supplied reset_at still overrides.
Adds tests covering sole 429/403 recovery, 402 full-bench, and multi-key
(no early recovery).
* fix(agent): adopt .env credential/base-url edits at the turn boundary
A Settings save (desktop PUT /api/env, hermes setup) updates .env and
the saving process's os.environ, but a live session worker keeps the
base_url/api_key captured at agent init until restart — an open chat
silently kept calling the old endpoint (e.g. a local-server key sent to
api.openai.com, failing with an opaque 401).
Add AIAgent._try_refresh_env_client_credentials(), called at the start
of each conversation turn: re-resolve the provider's env-sourced
credentials (load_env() is mtime-memoized, so an unchanged file costs
one stat()) and rebuild the client via the existing
_replace_primary_openai_client machinery when the user edited them.
The refresh reacts only to env edits — resolved values changed since
the last look — never to mere divergence from the agent's current
values: credential-pool rotation and failover legitimately move the
session off the env credential, and stomping those back would flap.
Config model.base_url / pool custom endpoints keep precedence: edits
are only adopted while the session still runs on the registry default
or the previously-seen env value.
Lift _get_env_prefer_dotenv out of _seed_from_env to module level
(get_env_prefer_dotenv) so both the pool seeder and the per-turn
refresh share the same .env-over-os.environ resolution, including the
op:// indirection handling.
Fixes#67821
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
* fix(agent): address sweeper review on env credential refresh
- Cover named custom providers (#67935): provider="custom" has no
PROVIDER_REGISTRY entry, so resolve the config block's key_env through
the same lookup the runtime resolver uses.
- Make the edit baseline transactional: a failed client rebuild rolls the
agent back and leaves _env_creds_seen un-advanced so the unchanged edit
is retried next turn.
- Recompute route-derived TLS material and default headers on a base-url
change, via a _reapply_route_client_config helper shared with
credential-pool rotation so the two paths cannot drift.
- Rebase onto main: get_env_prefer_dotenv keeps the scoped _get_secret
semantics from the profile-isolation fix (no raw os.environ reads).
Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
* chore: map jskang@lablup.com to rapsealk
---------
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: Brooklyn Nicholson <brooklyn.bb.nicholson@gmail.com>
* fix(credential-pool): clear exhaustion state on key rotation
When a user rotates an API key (e.g. via `hermes setup` after hitting a
rate limit), _upsert_entry updates the access_token on the existing pool
entry but preserves the stale last_status=exhausted from the old key.
On the next session the pool finds the entry, sees it exhausted, and
returns no usable credentials — even though the new key is valid.
Fix: when access_token changes on an existing entry, reset last_status,
last_error_code, last_error_reason, last_error_message, and
last_error_reset_at. The exhaustion state belongs to the old key, not
the new one.
* chore: add pasevin@gmail.com to AUTHOR_MAP
* fix: clear last_status_at on key rotation, remove unused pytest import
Address review feedback from teknium1 on PR #22622:
- Add last_status_at=None to the reset block (matches all other
token-sync reset paths in credential_pool.py)
- Assert last_status_at is None in the regression test
- Remove unused pytest import flagged by ruff + ty
Drop the manual web.search_backend / web.backend config-reading block
that duplicated _read_config_key in web_search_registry.py. The function
now delegates directly to get_active_search_provider() (which reads the
same config keys via the registry's canonical resolver) and falls back
to _get_search_backend() only when the registry has no providers loaded.
Also updates the TestXaiWebSearchBackendPreference tests to monkeypatch
the registry instead of load_config_readonly, and adds two new tests for
the legacy fallback path (no provider registered -> _get_search_backend).
When Grok runs on xAI Responses, only swap to native server-side
web_search when the active/configured backend is xai. For Firecrawl
and other Hermes providers, keep client dispatch under a renamed wire
tool so Grok cannot hijack web_search and ignore user config.
#71775 moved deferred single-use-token refreshes outside the pool lock
(correct — they hold a cross-process flock plus network I/O). But
_refresh_entry_impl's three terminal-auth-failure quarantine paths do a
bare read-modify-write of self._entries. Those used to run with the
caller holding self._lock; on the deferred path they run unlocked, so a
concurrent mutation between the read and the write is silently lost.
Wrap all three in 'with self._lock' (an RLock, so locked callers
re-enter safely) and correct the _refresh_pending_entries docstring,
which claimed the mutations were already self-locking.
Post-merge gate-sweep finding on the #71775 salvage (#77714).
Sibling to the acquire_lease re-select fix.
select() re-selects once deferred single-use-token refreshes complete;
acquire_lease() performed the refresh but returned its pre-refresh
answer. Since _acquire_lease_under_lock returns early exactly when a
refresh is pending (if not available: return None, pending_refresh),
a pool whose entries all needed a refresh always returned None — the
caller failed an answerable request right after the refresh succeeded.
Retry once, only when the first pass was empty and a refresh ran.
Post-merge gate-sweep finding on the #71775 salvage (#77714).
The output-cap error handler already computes request_input_estimate at
line 4722 via estimate_request_tokens_rough(api_messages, tools=...).
The new compression block ~50 lines below was calling the same function
with the same inputs again. Reuse the existing local.
The output-cap retry loop reduced max_tokens by 64 tokens per attempt but
never called _compress_context(), so the compressor never fired. Input
growth (~65 tokens/attempt) canceled the savings, leaving the session
stuck at 200,001 tokens — 1 over the 200,000 ceiling.
The fix adds compression to the output-cap retry path. The compressor
drops the middle window, freeing ~50% of tokens. If compression makes
>=5% savings, the session continues; otherwise vision payloads are
stripped or the session ends with compression_exhausted=True.
Also adds CHANGELOG.md entry and bug fix report.
The bracketed-marker regex was inlined in conversation_loop.py as
re.fullmatch(r"\[...", ...) while hermes_state.py defines the same
pattern as _STALE_TOOL_CALL_MARKER_RE. Both must agree on what counts
as a stale marker — a drift here means the runtime guard silently
disagrees with the load-on-read repair and CLI purge in hermes_state.
Consolidate onto a single compiled constant (_STALE_MARKER_RE) at
module level in conversation_loop.py, with a comment noting it must
mirror _STALE_TOOL_CALL_MARKER_RE in hermes_state.py. A direct import
from hermes_state was tried first but caused a regression: hermes_state
initializes DEFAULT_DB_PATH = get_hermes_home() / 'state.db' at module
import time, which breaks tests that monkeypatch get_hermes_home() to
return a str (test_slash_worker_accepts_profile_home).
Follow-up to PR #78175 (@JoaoMarcos44).
Local tool-call templates can emit a bare bracketed token (e.g. "[memory]")
as assistant content alongside a function call. The loop treated that
protocol scaffolding as visible content: it got cached as the post-tool
fallback, and when the next turn came back empty, the marker was replayed
as the final response and written into the persisted transcript. Later
context compaction preserved that history, letting the model repeat the
marker in subsequent turns.
Detect content that is only a bracketed marker (`[name]`) when the
response also carries tool_calls, and drop it before it can be cached
or persisted. Scoped narrowly: only fires alongside tool_calls, so a
genuine final response of "[memory]" without a tool call is unaffected.
Empty model.base_url plus a runtime custom-provider URL was treated as a
route mismatch, so gateway session-reset banners dropped model.context_length
and fell back to the Qwen family default (131K) while /status still showed
the configured 262K pin.
Qwen3.8 Max is live on both OpenRouter and the Nous portal
(qwen/qwen3.8-max, 1M context, 131K max output). Per the
newest-max-replaces-last-max convention, it takes qwen3.7-max's slot
in both curated lists.
- hermes_cli/models.py: OPENROUTER_MODELS + _PROVIDER_MODELS[nous]
swap qwen/qwen3.7-max -> qwen/qwen3.8-max
- agent/model_metadata.py: DEFAULT_CONTEXT_LENGTHS entry for
qwen3.8-max at 1,000,000 (verified against OpenRouter live
metadata and Nous /v1/models 2026-08-03)
- tests/test_empty_model_fallback.py: swap incidental catalog fixture
to the surviving slug
- website/static/api/model-catalog.json: regenerated
Pricing snapshot skipped: both routes bill via official_models_api
(live pricing), verified with resolve_billing_route. Reasoning
timeout floor already covered by the qwen3 prefix (180s).
Cherry-picked from PR #58560 by @itsflownium, adapted to current main
(_getenv instead of os.getenv). Moves ANTHROPIC_API_KEY check ahead of
Claude Code credential file and credential_pool auto-discovery so an
explicitly configured key is never shadowed by auto-discovered OAuth.
Fixes#58546
Simplify-pass finding: the safety note still cited 'skills edited' as a stable-tier input whose change mismatches the rebuilt prefix — after this PR a skill edit changes only the volatile tail (that's the point). Swap the example for genuinely stable-tier inputs.
The skills index is runtime-mutable: the agent adds and patches skills mid-session, so it is not byte-stable. Keeping it in the stable band breaks that band prefix-cache contract, because every skill edit changes the stable band and invalidates the entire cached prefix in front of it. Move it to the front of the volatile band so the stable scaffold (identity, tool guidance, model guidance) stays cacheable across skill edits.
The PR's concurrency wrapper splits call_llm into a semaphore-guarded
entry + _call_llm_impl; main added extra_headers to call_llm's
signature after the PR's base, so the split has to forward it too
(dropped silently otherwise — Azure Foundry and custom-endpoint
callers set it).
A successful compaction frees the largest allocation a long session ever
drops (the compressed-away message dicts), but Python's arena allocator
keeps those pages in the heap — RSS retains the pre-compaction
high-water mark until exit. #76905's trim_memory lifecycle covers the
gateway/TUI housekeeping loops but not the CLI compression path.
Call trim_memory(reason='post-compression') at the compression-success
point in ContextCompressor.compress(), following the house pattern
(lazy import in try, debug-level log on failure). The helper is
glibc-gated, config-gated and rate-limited, so it is a safe no-op on
other platforms and cannot fail compression.
Re-expresses the intent of #70782 (JonthanaHanh), which reached for a
bare gc.collect(); trim_memory is the house mechanism and already
wraps a collect.
Review follow-up on the #30223 salvage: the original changed the base
cooldown from 60s to 1800s, benching the primary for 30 minutes on the
FIRST 429 (30x regression in primary-restore latency) and breaking the
existing test_rate_limit_exhaustion_keeps_60s_cooldown contract.
Keep upstream's 60s base and escalate per consecutive rate-limit:
60s -> 2m -> 4m -> 8m -> ... capped at 4h. Counter still resets on
successful primary restore (cicae's mechanism, unchanged).
New tests: escalation doubling, 14400s cap, reset-on-restore.
Existing 60s contract test passes UNCHANGED. Mutation-checked:
escalation disabled -> 2 fail; reset disabled -> 1 fails.
Replace the fixed 60-second cooldown with exponential backoff:
30min → 1h → 2h → 4h cap.
The counter is reset by restore_primary_runtime on successful
primary-provider recovery, so the backoff is strictly for
consecutive failures within a single degradation window.
Closes#29702
Salvage of #71282 (Fixes#71281): a routable-but-dead endpoint (corp
LAN address while off-VPN) blackholes TCP SYNs, so every probe in the
model-metadata waterfall waits out its full connect timeout — 20+
seconds of stall per startup across detect_local_server_type,
fetch_endpoint_model_metadata, and the per-model probes.
A module-level blackhole cache keyed on host:port is populated when
any probe observes a ConnectTimeout (httpx or requests; read timeouts
deliberately excluded — an accepted connection is not a blackhole) and
consulted at the top of each guarded function. 30s TTL: long enough to
collapse one startup burst, short enough that VPN recovery is picked
up without a restart. Guard ordering: blackhole check -> disk L2 ->
HTTP waterfall, and a blackholed leg aborts the remaining legs instead
of letting each stall in turn.
Squash of the PR's two real commits (the branch's merge commits made
it un-rebase-merge-able; content verified identical via merge-tree).
CI slice 3/7 failures: run_conversation tests pass MagicMock base_urls
through the metadata probe path; re.sub raised TypeError where the old
code let non-strings flow through. Preserve that contract.
fetch_endpoint_model_metadata's generic (non-LM-Studio) /models fetch and
its llama.cpp /v1/props context-length follow-up built request URLs
straight from the unrewritten candidate, unlike every other local-probe
site. Both retained the multi-second dual-stack IPv6 connect penalty
that _localhost_to_ipv4() exists to skip (measured on macOS: localhost
32.9ms vs 127.0.0.1 0.1ms on a dead port; ~2s on Windows). normalized
stays the cache key so caching behavior is unchanged; only the outbound
request target is rewritten.
Re-derived from PR #61528 onto current main (original no longer applied
cleanly).
Teknium
kshitij
Ryder Freeman
Jeffrey Quesnelle
brooklyn!
xxxigm
burak33bb
joaomarcos
Alex Fournier
A.Alzaro
Jeongseok Kang
Aleksandr Pasevin
kshitijk4poor
BobClawblaw
Hermes Agent
Jordan
Bryan Bednarski
marzukia
konsisumer
cicav
EndeavorYen
Ahmett101
rlaope
pierrenode