Commit Graph

4 Commits

Author SHA1 Message Date
Vineeth Voruganti be7ad9d919
Scopes Phase 2b: `scope` option on chat, representation, context, and search (#897)
* fix: apply session scoping to all working-representation query paths

session_name was only applied to the recent-documents query in
RepresentationManager; the semantic and most-derived paths ignored it,
so limit_to_session leaked cross-session conclusions into perspectives.

- Thread a session allowlist (session_names) uniformly through all
  three query paths; pushed down to pgvector and external vector stores
- Accept a list so the upcoming session-allowlist API reuses this path
- Fail closed on an empty allowlist (downstream stores drop empty IN
  clauses, which would silently widen scope)

Fixes DEV-1994

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

* feat: bare-list membership sugar in the filter DSL

{"session_id": ["s1", "s2"]} is now shorthand for
{"session_id": {"in": [...]}} on regular columns, generically
(peer_id, etc.). JSONB metadata columns are excluded — a bare list
there keeps JSONB containment semantics, unchanged.

Previously a bare list on a regular column compiled to a type-mismatched
equality that matched nothing, so this is strictly additive.

Also translates the same shape in the turbopuffer/lancedb filter
builders, and fixes lancedb dropping empty IN clauses (fail-open) —
an empty membership list now emits an always-false condition.

Groundwork for DEV-1995 (session allowlist via the existing filters
DSL, no new API params)

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

* feat: session allowlist on dialectic and representation via filters

Adds a constrained 'filters' body to peer.chat and /representation —
the same DSL search and conclusions already accept, supporting only the
session_id key (a session id, a bare list, or {"in": [...]}).
Unsupported keys and shapes are rejected with 422, never silently
ignored. Composes with session_id (must be included in the allowlist
when both are given). Capped at 1,000 sessions per request.

Enforcement is uniform at every recall chokepoint, fail-closed:
- dialectic prefetch + search_memory: conclusion recall restricted to
  the allowlist; dream docs (session_name IS NULL) excluded
- message tools (search/grep/date-range/temporal/context/history):
  strict intersection of allowlist and observer session membership
- get_reasoning_chain: unavailable under an allowlist (chains traverse
  provenance across sessions and cannot be scoped without leaking)
- empty allowlist short-circuits to empty results everywhere

Auth: workspace keys pass the allowlist as-given; peer-scoped JWTs must
be a member of every allowlisted session (403 otherwise), mirroring the
existing single-session check.

Fixes DEV-1995

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

* feat: reserve scope__ peer namespace with kind flag and guardrails

Introduce the scope peer namespace (scope__<name>) and the authoritative
{"kind": "scope"} configuration flag, plus the server-side guardrails:

- src/utils/scopes.py: single source of truth for the prefix, kind flag,
  and name helpers (scope_peer_name / is_scope_peer_name /
  scope_name_from_peer / validate_no_scope_peer_names)
- reject reserved-prefix names on peer get-or-create (422)
- reject scope peers as message authors in crud.create_messages (422)
- reject scope peers as chat/representation targets (422); a scope peer
  as the path-level observer is deferred to Phase 2b
- reject scope peers on the generic session-peer add/set/remove routes
  and the session-create peers mapping (422, directing to scopes routes)
- peers.list excludes scope peers by default; new PeerGet.kind option
  ("scope" | "all") switches the view via a configuration JSONB filter
- schemas: Scope / ScopeCreate / ScopeSessions(Add) and
  SessionCreate.scopes (unprefixed scope names, validated)

Part of DEV-1997 (Scopes RFC DEV-1970).

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

* feat: add scopes CRUD routes and session-create scopes wiring

New /v3/workspaces/{workspace_id}/scopes facade (workspace-level auth;
peer- and session-scoped keys are rejected):

  POST   ""                                   create-or-get (201/200)
  POST   /list                                 paginated scope list
  GET    /{scope_id}                           single scope
  POST   /{scope_id}/sessions                  add memberships
  DELETE /{scope_id}/sessions/{session_id}     remove membership
  GET    /{scope_id}/sessions                  list member session ids

- crud/scope.py: get_or_create_scopes stamps the backing peer with
  {"kind": "scope", "observe_me": false} and refuses to adopt a
  legacy peer occupying the reserved name without the flag (409)
- memberships are session_peers rows with observe_others=true /
  observe_me=false — identical to a hand-built observer peer
- SessionCreate.scopes: create-or-get each scope peer and add the
  membership at session creation (the no-backfill common path)
- crud/session.py: public upsert_session_peers wrapper so the facade
  bypasses the route-level guardrails without reaching into privates

Backfill of pre-existing documents and reconciliation on removal land in
DEV-1999; membership only affects messages ingested after the change.

Part of DEV-1997 (Scopes RFC DEV-1970).

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

* test: cover scopes facade, guardrails, and observer semantics

- create-or-get idempotency, list/get, name validation, legacy-collision
  rejection (409), auth scoping (workspace key ok, peer/session keys 401)
- reserved prefix rejected on peer create; peers.list kind filtering
- scope peers rejected as message authors, chat/representation targets,
  and on the generic session-peer routes
- membership add/list/remove with observe_others=true / observe_me=false
  row shape asserted via DB, and facade-less equivalence with a
  hand-built observer peer
- end-to-end litmus: after adding a session to a scope, the deriver
  enqueue fan-out includes the scope peer as an observer
- session creation with scopes: [a, b] creates both memberships

Part of DEV-1997 (Scopes RFC DEV-1970).

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

* feat(scopes): scope resolution helper and read-route schemas

Add resolve_scope_peers (crud/scope.py) mapping unprefixed scope names to
their backing scope peers, 404 when missing and 422 when a non-scope peer
squats the reserved name. Add the `scope` option to DialecticOptions and
PeerRepresentationGet, and a WorkspaceMessageSearchOptions with `scope`.

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

* feat(scopes): wire the `scope` read option into the routes

Chat and representation: a single scope swaps the observer to the scope
peer (recall confined to the scoped collection and the scope's sessions by
existing observer semantics); a scope list resolves to the union of member
sessions and rides the DEV-1995 dynamic allowlist arm with the path peer as
observer. `scope` is mutually exclusive with `filters`/`session_id` (422)
and requires a workspace/admin key (403 for peer-scoped JWTs).

Session context: `scope` swaps the perspective source for both the working
representation and the peer-card fetch. Workspace search: `scope` injects
the scope's session set into the message-search filter (empty scope -> no
results). Close the carry-over guardrail gap: scope peers are rejected as
peer_target/peer_perspective in session context and as the peer/target in
GET /peers/{id}/context.

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

* test(scopes): cover the `scope` read option end-to-end

Validation (404/422/403), single-scope observer swap vs. union allowlist,
scoped representation and session-context (scoped collection + scoped card),
workspace search restricted to a scope's sessions, and guardrail closure for
scope peers on the peer/session context surfaces. Patch the workspaces
tracked_db import site so scope resolution reads the per-test database.

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

* fix(crud): preserve cache invalidation across get_or_create retry

`get_or_create_peers` and `get_or_create_scopes` mutate existing rows, then
insert new ones inside `db.begin_nested()`. When a concurrent writer creates
one of those rows first, the insert raises IntegrityError and the function
retries.

`begin_nested()` autoflushes the pending UPDATEs *before* opening the
savepoint, so the rollback neither undoes them nor expires the now-clean ORM
state. The retry then compared already-updated values, found no change, and
dropped those peers from `changed_peers` — skipping the cache purge while the
row change committed anyway, leaving entries stale until the 300s TTL.

Carry the mutated names into the retry via `_pending_invalidation` so the
purge cannot be lost.

The scopes facade mirrors `get_or_create_peers`, so both copies carried this.
The peer path is pre-existing and runs on every message ingest.

Also add the missing /v3 prefix to `_SCOPES_ROUTE_GUIDANCE`, which pointed
callers at a 404.

Adds tests/crud/test_get_or_create_retry_invalidation.py, which drives a real
racing session and fails without this change.

* fix(scopes): make scope identity unforgeable, unblock non-pattern peer names

Three coupled changes to the scopes facade.

1. `PeerCreate` no longer gates internal lookups. It exists to validate a new,
   user-supplied peer id at the API boundary, but crud used it as a DTO for
   names that already exist, so any name outside RESOURCE_NAME_PATTERN raised a
   raw pydantic ValidationError — which is not a HonchoException, so it fell
   through to the catch-all handler as an HTTP 500. Adds `PeerSpec` (same
   fields, no charset pattern) as `PeerCreate`'s base, widens
   `get_or_create_peers` to accept it, and changes `get_peer` to take a plain
   str. All 13 construction sites converted; the create route keeps full
   validation.

   This unbreaks the Dreamer: DreamScheduler passes `collection.observer`
   straight into the specialist preflight, and scope peers have
   `observe_others=true`, so every `(scope.x, peer)` dream died there — the
   feature scopes exist to enable. It also fixes a pre-existing bug unrelated
   to scopes: a peer named `alice.smith` (legal before d429de0e5338, which
   validated names by length alone) 500s on message create, session peer add,
   and peer update.

2. The `kind` flag moves from `configuration` to `internal_metadata`.
   `configuration` is user-writable — `PeerCreate`/`PeerUpdate` accept a
   free-form dict and `update_peer` replaces it wholesale — so a legitimate
   `{"observe_me": true}` update silently dropped the flag, and a forged
   `{"kind": "scope"}` injected an ordinary peer into `POST /scopes/list`.
   `internal_metadata` appears in no API schema. `observe_me: false` stays in
   `configuration`, where it belongs.

3. Scope identity requires prefix AND flag, via `is_scope_peer()` and
   `scope_peer_clause()`. Neither half is forgeable: the prefix sits outside
   RESOURCE_NAME_PATTERN, `internal_metadata` is unreachable. Usage-site guards
   become flag-based so a legacy peer merely occupying the namespace keeps
   working rather than 422-ing on its own traffic; peer create and update stay
   name-based, since those must stop new names entering the namespace.
   `update_peer` now returns 422 instead of 500.

Also swaps the reserved prefix from `scope__` to `scope.`: `_` is inside
RESOURCE_NAME_PATTERN, so any tenant could already own a `scope__x` peer.

No DB migration — `internal_metadata` already exists on `peers`, and no scope
peers exist in any deployment yet.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): validate peer names on create, close namespace squatting and upsert race

Addresses three review findings against 48047a6a.

1. `PeerSpec` let API callers create invalid and reserved-prefix peers.
   Widening `get_or_create_peers` to accept a pattern-free schema fixed the
   lookup 500s but also removed validation from the *insert* path, and
   request-controlled names reach it via message authors, session peer maps, and
   the chat observer path — none of which carry a charset pattern of their own.
   Confirmed: `POST /sessions/{id}/messages` with `peer_id: "scope.x"` returned
   201 and minted an unflagged squatter, after which `POST /scopes {id: x}` was
   permanently 409-blocked — namespace denial of service by any caller able to
   post a message. `peer_id: "not a valid name!@#"` was likewise created.

   Fixed by validating only names about to be INSERTed
   (`_validate_new_peer_names`), so already-existing names — legacy dotted
   names, scope peers — still resolve without a spurious 422. That keeps the
   Dreamer fix intact, since it reads through `get_peer`.

2. Existing reserved-prefix squatters could not be updated. The name-based guard
   on `PUT /peers/{peer_id}` refused every `scope.` name, contradicting the
   invariant that an unflagged squatter stays a normal peer. Now flag-based, so
   behavior is three-way: a real scope is refused, an existing unflagged peer
   updates, and a missing reserved-prefix name is refused by (1) rather than
   minted.

3. Scope checks raced with get-or-create and the membership upsert. The
   route-level guards run before peers are resolved, so a scope created
   concurrently in that window would be attached by the generic path with a
   default `SessionPeerConfig()`, clobbering its observer membership config.
   Adds `_reject_resolved_scope_peers`, which runs on the resolved rows in the
   same transaction as the upsert — no window, no extra query. The early checks
   stay for better error messages.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): guard scope membership config, move checks to the mutation point

Addresses a second review pass against 10655792.

1. Scope membership configuration was directly user-mutable.
   `PUT /sessions/{id}/peers/{peer_id}/config` had no scope guard at all, and
   `crud.set_peer_config` resolved the peer only to discard the row. Confirmed:
   posting `{"observe_others": false, "observe_me": true}` for a scope returned
   204 and persisted, which silently stops all fan-out into the scope and makes
   Honcho form a representation *of* a scope — neither of which is reachable
   through the facade. Deterministic, no race required. Now checked on the row
   `get_peer` already returns, so it costs nothing and cannot race.

2. Empty and over-long names were still 500s. Removing the charset pattern from
   `PeerSpec` fixed one trap but left its length bounds, and request-bound peer
   names carry no length limits of their own — so `peer_id: ""` or a 513-char
   name reached `PeerSpec(...)` and raised a raw pydantic ValidationError that
   the catch-all turned into a 500. `PeerSpec` now carries no constraints at all
   (matching its documented purpose) and every rule for a new name lives in
   `_validate_new_peer_names` on the insert path.

3. Resolved-row protection generalized. The previous pass applied it only to
   membership upserts, leaving check-then-use windows elsewhere: peer update
   could have a concurrently-created scope's configuration replaced wholesale
   (create-path validation does not fire for a peer that now exists), the chat
   observer get-or-create could resolve a fresh scope as its observer, and the
   generic session-peer removal could silently detach a scope from its sessions.
   Each now inspects the resolved peer immediately before acting; the redundant
   name-level guard on the update route is dropped in favor of the race-free one.

`remove_peers_from_session` grows an internal `_allow_scope_peers` flag because
the scopes facade ends membership through that same path and must not be blocked
by its own guard.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* test(scopes): enumerate every peer-touching route against a scope policy

Three review passes each found the same class of defect: a route nobody had
checked, rather than logic that was subtly wrong. One of them — `PUT
/sessions/{id}/peers/{id}/config`, which let any caller set a scope to
`observe_others=false` and silently stop all fan-out into it — predated this work
entirely, because the guardrail set was assembled guardrail-by-guardrail instead
of derived from the route list. Sampling review cannot close that kind of gap;
enumeration can.

Derives every route through which a peer name can reach the system and requires
each to be classified as GUARDED or EXEMPT-with-a-reason, so a newly added
peer-touching route fails the suite until someone classifies it. Detection is the
union of path shape and a walk of the dependant tree (including sub-dependency
`Form(...)` params and nested request-body models), because neither signal alone
suffices: parameter names miss `POST /sessions/{id}/peers`, whose peer names are
dict keys, and path shape misses `messages/upload`, whose `peer_id` arrives as a
form field behind a parser dependency.

Both invariants are then asserted behaviorally, by calling the routes rather than
inspecting annotations — the guards deliberately live in crud, which is what makes
`messages/upload` guarded for free via `crud.create_messages`:

- a real scope is refused on all 11 guarded routes, and the rejection must name
  the scope, so an unrelated 422 (a malformed body) cannot pass the assertion;
- an *unflagged* peer merely occupying the reserved namespace is unaffected. That
  half regressed once already when `update_peer` used a name-based check.

Mutation-tested all three failure modes: disabling the `set_peer_config` guard
fails the guarded test naming that route; regressing `update_peer` to name-based
fails the squatter test; adding an unclassified peer route fails the enumeration.

Covers the HTTP surface only. Peer names also reach the system through the
deriver, dreamer, and queue, which have no route table to enumerate — noted in
the module docstring rather than implied to be covered.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): refuse a scope in every observed position; enumerate per position

Addresses a fourth review pass against 62681e4d. The headline finding is that the
previous commit's enumeration test had the wrong *model*, not a missing entry.

1. Manual conclusions could create knowledge about a scope. `POST /conclusions`
   validated only that observer_id and observed_id exist, so a scope as
   `observed_id` persisted a conclusion about a peer carrying observe_me=false and
   created an (observer, scope) collection for it. Confirmed: 201, and it read
   back. `POST /schedule_dream` had the same hole via `observed`.

   The fix is positional, because the invariant is:

       A scope may be an OBSERVER. A scope may never be OBSERVED.

   A scope as `observer_id` is how scoped conclusions are stored and must keep
   working (verified still 201); as `observed_id` it is now refused. Same split
   applied to schedule_dream `observed`, the peer-card `target` (which also covers
   a scope's self-card, since target-omitted collapses observed to peer_id), and
   session-context `peer_target`.

2. Chat target and both representation roles kept check-to-use races. Only the
   chat path-level observer was re-checked on its resolved row; the target was
   checked by name and then resolved without inspecting scope identity. Both are
   now checked at the dialectic preflight, where observer and observed are already
   resolved — an absent name has already failed by then, and an existing squatter
   cannot retroactively become a scope.

3. Generic membership removal was still racy. The adjacent SELECT narrowed the
   window but could not close it under READ COMMITTED. The UPDATE now carries its
   own correlated NOT EXISTS against scope_peer_clause(), so Postgres evaluates
   the exclusion as part of the statement and a scope committed after the advisory
   check still cannot be detached.

4. New-name validation ran after the name reached Postgres. A NUL byte passed the
   request schemas and PeerSpec, then raised psycopg.DataError inside the lookup —
   a 500. Values that cannot correspond to a stored row by construction (NUL
   bytes, over-length names) are now refused before the query.
   (Over-length names already returned 422; only the wasted query was real there.)

The enumeration test is rekeyed from (method, path) to (method, path, position).
A binary per-route verdict cannot express finding 1 at all: `POST /conclusions` is
one route with two positions and opposite verdicts. Detection widens to observer /
observed / target / peer_target / peer_perspective, which surfaced four routes the
previous version never saw — conclusions, schedule_dream, queue/status, and
session context.

Also registers `src.routers.workspaces.tracked_db` in the conftest patch list; the
new guard there would otherwise have run against the real configured database
instead of the per-test one.

Mutation-tested: disabling the conclusions observed-guard fails the positional
test naming that position; adding an unclassified `observed_id` param fails
enumeration.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): refuse future scopes in observed positions, preserve scope membership

Addresses a fifth review pass against 14136e5b. All six findings reproduced
locally before fixing.

1. High — generic peer replacement removed scope memberships.
   `set_peers_for_session` soft-deleted every active SessionPeer row, and the
   request-level guard only inspected names *present* in the replacement map. A
   caller detached a scope by simply omitting it, never naming it — so no
   request-level guard could ever see it. Reproduced: scope sessions went
   ['<id>'] -> [] on a 200. The exclusion now lives in the UPDATE itself
   (correlated NOT EXISTS against scope_peer_clause), so replacement means
   "replace ordinary peers" regardless of request contents or concurrent creation.

2. High — peer cards could be pre-seeded for future scopes.
   `set_peer_card` resolves only the observer and writes a JSONB key derived from
   an unchecked observed name, and the route guard rejected only *existing*
   flagged scopes. Reproduced: PUT card with target=scope.<missing> returned 200,
   creating that scope then returned 201, and the card described the real scope.

3. High — dreams could be queued for future scopes.
   The route checked `observed` in a read-only session that closed before
   `enqueue_dream`, and a missing reserved name passes any is-it-a-scope check.
   Reproduced: 204 with observed=scope.<missing>.

   2 and 3 share a root cause, so they share a fix: a new `reject_scope_observed`
   that is stricter than `reject_scope_peers` in exactly one case — a *missing*
   reserved name is refused, because nothing on these paths creates the peer, so
   nothing else would ever catch it. Existing unflagged squatters still pass.
   Both guards moved to the mutation point: card validation into
   `crud.set_peer_card` (same transaction as the JSONB write, so Dreamer and
   agent-tool callers are covered), dream validation into `enqueue_dream` (same
   transaction as the queue insert). The redundant route-level checks are dropped
   rather than left as weaker duplicates.

4. Medium — prefixed NUL names still reached PostgreSQL.
   `reject_scope_peers` filtered for the reserved prefix and sent matches to a
   text comparison, so "scope.future\0name" raised psycopg.DataError — a 500.
   Both guards now share `_reserved_name_candidates`, which materializes the input
   once and rejects impossible values before any SQL. Materializing matters
   independently: the message-author path passes a generator, and validation
   iterates separately from the prefix filter, so a generator would be
   half-consumed. `_reject_impossible_peer_names` now takes a Collection so the
   type checker enforces that.

5. Medium — representation kept a check-to-use race.
   The previous commit claimed both representation roles were rechecked after
   resolution; that was wrong — only the dialectic preflight got that check, and
   the representation route never goes through it. It now opens one short
   read-only session *after* the embedding call, checks both positions, and passes
   that same session to `get_working_representation`, so no connection is held
   across external work and a scope committed later cannot have conclusions in the
   collection being read.

6. Low — policy coverage was not exhaustive. `sender_id` reaches CRUD as
   `observed` but was missing from the detected parameter set. ALLOW cases could
   also not carry builders, so the suite never proved the other half of the
   contract — that legitimate scope *observers* keep working, which a guard
   rejecting scopes everywhere would satisfy. Both fixed; observer positions on
   conclusions, dreams, cards, session context and queue status are now asserted
   behaviorally.

Deliberately not implemented: the scope-creation backstop scanning for
pre-existing card keys and queue items naming a future backing peer. Reasoning is
recorded in `get_or_create_scopes` — no new such state can be created now, any
pre-existing row is coincidental since `scope.` was never a meaningful namespace,
the consequence is inert, and detecting card keys means a full table scan per
scope creation.

Mutation-tested each new guard: removing the replacement exclusion fails both
membership-preservation tests; weakening either observed guard to existing-only
fails the pre-seeding tests.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): exclude scope memberships from the session observer limit

Scope memberships carry observe_others=true, so every scope counted against
SESSION_OBSERVERS_LIMIT (default 10) — capping scopes-per-session at the limit
minus the session's real observers, and reporting the failure as
`400 Cannot create session <name> with 11 observers. ... Observers are peers
with 'observe_others' set to true.` on a membership call. Wrong on three counts:
the ceiling is undocumented and contradicts RFC §5.1 ("sessions belong to any
number of scopes"), the message describes session creation, and it leaks the
word "observer" through a facade whose entire job is hiding observers (RFC
goal 5). The limit exists to bound per-observer deriver fan-out for real peers;
a scope costs document rows, not LLM calls (RFC §5.2), so it does not belong in
that budget.

Excluded from both halves of the check in `_get_or_add_peers_to_session`: the
incoming names via a flag-based lookup, existing memberships via a correlated
NOT EXISTS on `scope_peer_clause()` — the same pattern the replacement and
removal paths already use, so the exclusion holds regardless of concurrent
scope creation. The early `count_observers_in_config(session.peer_names)` check
in `get_or_create_session` is left alone: `peer_names` cannot contain a scope,
and `scopes` is a separate field.

`reject_scope_peers` is split into a `scope_peer_names()` query helper plus a
two-line raiser so the observer count reuses the authoritative name-AND-flag
predicate instead of growing a third copy of it. Still costs nothing on the
common path — no reserved-prefix name in the input means no query at all.

Also caps `SessionCreate.scopes` at 100, matching `ScopeSessionsAdd.session_ids`.
This belongs in the same commit: the observer limit was the only thing bounding
that list, so removing it turns an unbounded `scopes` array into a peer row and
a membership row per element, committed — the single-request path to the
cardinality anti-pattern RFC §8 warns about. Partly answers OQ6: no per-session
cap, 100 per request.

Tests: a session joins SESSION_OBSERVERS_LIMIT + 2 scopes through both the
facade and session creation; real observers over the limit still 400, so the
carve-out cannot quietly disable the limit; 101 scopes is a 422.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): skip semantic retrieval when the embedding precompute failed

Addresses three open review comments.

1. Major — the representation read could embed inside its DB session. The
   route's precompute is suppressed, and both
   `RepresentationManager.get_working_representation` and
   `crud.query_documents` fall back to embedding when a query arrives without
   one, so a failed precompute meant an external call inside the read session
   this branch opens for the scope re-check — the connection-holding rule the
   route's own comment claimed to satisfy. The innermost fallback also only
   catches ValueError, so a provider outage surfaced as a 500. The semantic
   query is now passed only when an embedding exists, degrading to
   derived+recent retrieval. (`crud.query_documents` embedding inside a caller's
   session predates this branch and is left alone.)

2. Minor — `test_resolved_scope_peer_rejected_at_membership_upsert` described a
   race it does not perform. It creates an already-flagged scope and calls crud
   directly; the unflagged → flagged transition is not simulated. Docstring now
   says what the test actually pins.

3. Minor — `test_empty_replacement_preserves_scope_membership` asserted only
   half its docstring. It passed if the empty PUT left every ordinary
   membership intact; now asserts the ordinary peer's left_at is set.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

* fix(scopes): close auth and observed-position gaps, paginate membership

Review response for #884.

Security:
- gate `SessionCreate.scopes` behind a workspace-level key; the session-create
  route is self-authorizing, so a peer- or session-scoped token could mint scope
  peers and join sessions to scopes it had no access to via `POST /scopes`
- refuse a reserved-but-nonexistent name in two observed positions that used the
  permissive guard: chat `target` and session-context `peer_target`. Both let a
  caller act on `scope.X` before it existed, then create the scope

Facade:
- exclude scope peers from `GET /sessions/{id}/peers` and refuse the membership
  -config read for a real scope, matching its write side
- replace `GET /scopes/{id}/sessions` with `POST /scopes/{id}/sessions/list`
  returning `Page[Session]`; the add route now returns 204. Membership was
  unbounded on both, while every other list surface paginates
- rename `crud.get_scope` to `get_scope_or_raise`

Tests:
- add a missing-name axis to the route-policy table (`Case.refuse_missing`), which
  is what surfaced the two guard gaps above
- delete 14 hand-written tests the table now enumerates; 52 -> 39 functions in
  test_scopes.py with more cases covered
- tighten the squatter assertion from `!= 422` to `< 400`, which was passing on 5xx
- assert the FastAPI-internals traversal still derives positions, so a framework
  upgrade can't silently empty the suite

Docs:
- drop internal ticket and RFC references from the published OpenAPI descriptions
  and surrounding comments; state the behavior instead
- move implementation reasoning out of the `PUT /peers/{id}` docstring, which
  FastAPI publishes, into a comment

* test(scopes): assert exact statuses for permissive missing-name cases

Follow-up review pass on #884.

- add `Case.missing_status` so a permissive missing-name position asserts the
  status it should actually get (404, or 200 for the no-op removal) instead of
  `!= 422`, which also passed on a 5xx — the same hole already closed in the
  squatter assertion
- require it whenever `refuse_missing` is False, and require its absence when
  True, so the policy table can't drift from the assertion
- repoint a stale allow-reason at POST /scopes/{scope_id}/sessions/list; the GET
  it named was removed
- document the membership list's ordering under `reverse`

* fix: Address Coderabbit Comments

* fix: Address more coderabbit comments

* chore: remove ai artifacting

* fix: remove unused fakeredis client in lieu of in-memory taskless cache for test suite

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-08-12 18:34:55 -04:00
Eugene Eisenstein 063aaa97a6
feat(dialectic): optional structured outputs with limited schema for Dialectic calls (#896)
* Structured outputs for dialectic

* cleanup

* rename json_schema_to_pydantic to clarify it's not a general schema converter

* clean up schema DoS guards

* simplification and cleanup of schema conversion

* chore: ruff and pyproject toml

* chore: basedpyright cleanup in test

* fix: some needed unrelated test failures

* test(schema_conversion-and-anthropic-backend): expand test coverage

include table tests

* fix(llm): support combined tool calling and structured output across backends

- OpenAI: parse() 500s on non-strict function tools; route tool-carrying
  structured requests through create() with an explicit json_schema
  response_format (mirrors the streaming path)
- Anthropic: skip the '{' JSON prefill when tools are present so tool_use
  blocks stay reachable; make the schema instruction conditional and rely
  on parse + repair
- Gemini: native response_schema + function calling is rejected before
  Gemini 3; with tools present, inject a schema instruction into the final
  turn instead and rely on parse + repair
- All backends: tool-call turns carry no consumable content, so skip
  structured-output parsing on them

Extracted from the dialectic structured-output branch (DEV-1652) so the
transport layer can land independently.

DEV-2035

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

* test(live_llm): exercise combined tools + structured output per provider

Two-turn live flow per backend: a forced tool-call turn (structured
parsing must be skipped) followed by a replay turn that must return a
schema-conforming answer with tools still attached. Asserts the
provider-specific request shaping: no parse() for OpenAI (500s on
non-strict tools), no '{' prefill for Anthropic, no native
response_schema for Gemini.

Verified against live OpenAI (gpt-4.1, gpt-5, gpt-5.4, gpt-5.4-mini)
and Gemini (gemini-2.5-flash).

DEV-2035

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

* test(unified): dialectic chat with response_format schema under tool use

Adds response_format pass-through to the unified runner's chat query and
a test case that forces the dialectic tool loop (reasoning off + global
enumeration question) while requiring a schema-conforming JSON answer —
end-to-end coverage of the combined tools + structured output transport
path on whichever provider each level is configured with.

Verified locally against a full harness run (json_match assertions pass;
the llm_judge assertion additionally runs in CI where the Anthropic key
is available).

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

* fix: some needed unrelated test failures

* ci: add label-triggered live LLM test workflow

Adding the run-live-llm label to a PR (or workflow_dispatch) runs
tests/live_llm/ against real provider APIs — the only place the
--live-llm suite runs in CI. Reuses the unified-tests environment and
its Secrets Manager staging-dotenv resolution for provider keys; runs
on ubuntu-latest (no Fly runner, no Docker — the suite only touches the
LLM backends). Pins LIVE_LLM_ANTHROPIC_45_PLUS_MODELS=claude-sonnet-4-5
since the Anthropic family has no default models and would otherwise
silently collect empty.

Opt-in by design: live model behavior is variable, so this is a signal,
not a required check.

DEV-2035

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

* ci: run live LLM tests on main pushes touching the transport

Mirrors unified-tests' push trigger, scoped to paths that can affect
the live suite (src/llm/, config, the tests, deps, and the workflow
itself) so provider API calls aren't spent on unrelated changes.

DEV-2035

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

* ci: disable auth in live LLM test environment

The staging dotenv sets AUTH_USE_AUTH=true without a usable JWT secret,
and src/config.py validates the pair at import time — the same reason
unified-tests overrides it. This suite never runs the API server.

DEV-2035

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

* test(live_llm): fix gpt-5.4 reasoning_effort and gemini replay-turn flake

- test_live_openai: gpt-5.4 dropped 'minimal' from the reasoning_effort
  vocabulary, so the gpt5 caching test 400'd — and the OpenAI backend's
  BadRequestError terminal swallowed it into an empty CompletionResult.
  Pick the effort per model generation.
- test_live_tools_structured_output: use tool_choice='auto' on the
  replay turn, matching the production dialectic loop (which never
  forces 'none') — NONE mode is what provoked gemini-2.5-flash's empty
  candidates. Drop the temperature pin so retries actually resample,
  and treat a repeat tool call as a retryable attempt.

Verified live: full suite green, gemini 4/4 consecutive passes.

DEV-2035

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

* ci: fail live LLM run when no staging secret was loaded

If the latest-tag fetch fails and no second tag exists, the fallback
step is skipped rather than failed, and the job would proceed without
provider keys — every test then skips via require_provider_key and the
run goes green. Guard on both fetch outcomes so that path fails loudly.

DEV-2035

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

* docs(live-llm-tests-GHA): remove extra comments

* feat(structured-output): enable non-recursive schema references

* docs(structured-outputs): clean up new doc

* test(structured-output): fix caching refs memory leak, add tests

---------

Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-07-20 18:46:49 -04:00
Vineeth Voruganti b65d03d297
Refactor clients.py to add modern features and more flexible configuration (#459)
* fix: Add JSON repair for truncated LLM responses across all providers and Gemini thinking budget support

LengthFinishReasonError from OpenAI-compatible providers (custom, openai, groq) was crashing the deriver
with 14k+ occurrences in production. The vLLM path already had repair logic but it was gated on
provider=="vllm", unreachable when routing through litellm as a custom provider.

- Extract shared _repair_response_model_json() helper for all providers
- Catch LengthFinishReasonError in OpenAI/custom parse() path and repair truncated JSON
- Add repair fallback to Anthropic and Gemini response_model paths
- Add repair fallback to Groq response_model path
- Pass thinking_budget_tokens to Gemini 2.5 models via thinking_config
- Add 14 tests covering repair paths for all providers and Gemini thinking budget

Fixes HONCHO-YC

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat: live llm integration tests

* feat: Consistent Model Config Protocol

* fix: migrate the remaining app callers off the legacy llm_settings path

* fix: Docs and regression tests

* fix: refactor llm runtime path to model-config-only API

* fix: refactor config to nested model-config source of truth

* fix: refactor llm streaming and tool dispatch through backends

* fix: cut over llm config to nested model_config only

* fix: collapse vllm and custom into openai_compatible transport

* feat: refactor llm config to explicit transports and bare model ids

* feat: (embed) Add configurability for embedding model

* fix: tests for embedding provider

* fix: Address Review Comments

* fix: (llm) remove Groq backend and per-vendor base URLs

* chore: move llm tests

* fix: (llm) address review findings — config regressions, backend bugs, dead code

* fix: address backend end silly errors

* chore: (docs) update configuration and self-hosting guides

* chore: fix tests

* fix: address code rabbit comments

* fix: add validation to the dream settings

* fix: further address code rabbit comments

* fix: Address Code Rabbit Comments

* fix: Another round of code rabbit

* fix: Address Code Rabbit Nits

* fix: tests

* refactor: rename thinking validator to reflect transport scope

_validate_anthropic_thinking_minimum only enforces the >=1024 rule for
Anthropic and no-ops for other transports, so the name was misleading
now that it's shared across ConfiguredModelSettings, FallbackModelSettings,
and ModelConfig. Renamed to _validate_thinking_constraints with a docstring
clarifying per-transport behavior. No logic change.

* fix(config): drop transport-specific thinking params when env override changes transport

_fill_defaults_for_nested_field previously preserved the default MODEL_CONFIG's
thinking_budget_tokens/thinking_effort across a transport override. This leaked
Gemini-family defaults (e.g. thinking_budget_tokens=1024) into OpenAI-transport
overrides, and the OpenAI backend then correctly rejected the unsupported param
at call time (OpenAI uses reasoning.effort, not a token budget).

The helper now strips thinking_budget_tokens and thinking_effort from the
default dict when the env override supplies a transport different from the
default's. Explicit thinking params in the override are preserved.

* fix(config): apply thinking-param strip to dialectic level merge too

DialecticSettings._merge_level_defaults does its own inline MODEL_CONFIG
merge (parallel to _fill_defaults_for_nested_field), so the previous fix
missed dialectic-level overrides. E.g. flipping
DIALECTIC_LEVELS__minimal__MODEL_CONFIG__TRANSPORT from gemini (default)
to openai still leaked the default thinking_budget_tokens=0 into the
openai config, which the OpenAI backend then rejected at call time.

The level-merge path now applies the same 'strip transport-specific
thinking params when transport changes' rule as the generic helper.
Added a regression test exercising the merge validator directly.

* refactor(llm): wire ModelConfig knobs through, prune clients.py migration leftovers

Three connected fixes to finish carving the LLM stack out of src/utils/clients.py
and into src/llm/:

1. Propagate ModelConfig tuning knobs into backend calls.
   honcho_llm_call_inner built extra_params from only {json_mode, verbosity},
   silently dropping top_p, top_k, frequency_penalty, presence_penalty, seed,
   and operator-supplied provider_params from any ModelConfig. Thread the
   selected config through ProviderSelection and merge
   build_config_extra_params(selected_config) into extra_params; per-call
   kwargs still win over provider_params defaults. Makes
   _build_config_extra_params public as build_config_extra_params so
   clients.py and request_builder.py share one translation. Adds
   TestModelConfigExtraParamsPropagation covering OpenAI/Anthropic knob
   propagation, provider_params passthrough, and per-call override
   precedence.

2. Drop dead extract_openai_* duplicates in clients.py.
   extract_openai_reasoning_content, extract_openai_reasoning_details, and
   extract_openai_cache_tokens had no callers outside their own definitions
   — the live implementations live in src/llm/backends/openai.py. -103
   lines from clients.py.

3. Unify on ModelTransport, delete SupportedProviders.
   The "google" vs "gemini" split forced a _provider_for_model_config
   translation shim in two places. Replace all SupportedProviders usages
   with ModelTransport, rename CLIENTS["google"] → CLIENTS["gemini"],
   update provider branches + LLMError labels + reasoning-trace entries
   accordingly. Trace JSONL now writes "provider": "gemini" instead of
   "google" — consistent with the broader env-var rename cutover.

Also tidies up pre-existing basedpyright findings in tests/llm/test_model_config.py
(pydantic before-validator dict inputs + descriptor-proxy call).

ruff: clean. basedpyright: 0 errors, 0 warnings. Tests: 153/153 pass across
tests/utils/test_clients.py, tests/utils/test_length_finish_reason.py,
tests/llm/, tests/dialectic/, tests/deriver/.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* refactor(llm): finish the src/utils/clients.py → src/llm/ migration

honcho_llm_call_inner now delegates to request_builder.execute_completion
and execute_stream instead of re-implementing backend call scaffolding
inline. The new _effective_config_for_call helper carries per-call kwargs
(temperature, stop_seqs, thinking_budget_tokens, reasoning_effort) onto
the selected ModelConfig — or synthesizes a minimal config for the
test-only callers that pass provider+model directly. max_output_tokens
is zeroed on the effective config to preserve the current
"per-call max_tokens wins" semantic; honoring ModelConfig.max_output_tokens
is a separable correctness concern.

Side effect of routing through the new path: ConfiguredModelSettings'
thinking_budget_tokens validator now fires on synthesized configs.
test_anthropic_thinking_budget was asserting that a sub-1024 budget
propagated to Anthropic — bumped to 1024 to match what Anthropic actually
accepts.

Unified client construction. Promoted the cached client factories in
src/llm/__init__.py (get_anthropic_client, get_openai_client,
get_gemini_client, get_{anthropic,openai,gemini}_override_client) to
public API and added them to __all__. Promoted
credentials._default_transport_api_key → default_transport_api_key.
Deleted the duplicate _build_client and _default_credentials_for_provider
from clients.py; _client_for_model_config now falls through to the
public factories. CLIENTS dict and _get_backend_for_provider stay as the
mockable seam for the ~50 patch.dict(CLIENTS, {...}) test call sites.

Wired operator-configurable Gemini cached-content reuse end-to-end.
PromptCachePolicy moved from src/llm/caching.py into src/config.py so
ModelConfig can reference it as a field without a circular import;
caching.py re-exports the name for existing imports. Added
cache_policy: PromptCachePolicy | None on ConfiguredModelSettings,
FallbackModelSettings, ResolvedFallbackConfig, and ModelConfig.
resolve_model_config, _resolve_fallback_config, and
_select_model_config_for_attempt copy the field through.
honcho_llm_call_inner passes effective_config.cache_policy into
execute_completion / execute_stream, so operators opt in via
e.g. DERIVER_MODEL_CONFIG__CACHE_POLICY__MODE=gemini_cached_content
and the selection actually fires instead of sitting on a dead path.

New regression test test_cache_policy_reaches_gemini_backend asserts the
PromptCachePolicy object reaches the Gemini backend's extra_params.

ruff + basedpyright: clean. Tests: 154/154 pass across
tests/utils/test_clients.py, tests/utils/test_length_finish_reason.py,
tests/llm/, tests/dialectic/, tests/deriver/.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* refactor(llm): move all LLM orchestration into src/llm/ and delete clients.py

The 1624-line src/utils/clients.py has been carved up into focused modules
under src/llm/ and deleted. There is now one golden path for LLM
orchestration and no dual entrypoint.

New module layout:

  src/llm/
    __init__.py       thin stable re-export surface
    api.py            public honcho_llm_call with retry + fallback + tool
                      loop delegation
    executor.py       honcho_llm_call_inner (single-call executor); bridges
                      to request_builder.execute_completion / execute_stream
    tool_loop.py      execute_tool_loop + stream_final_response, plus
                      assistant-tool-message and tool-result formatting
    runtime.py        AttemptPlan dataclass (replaces the loose
                      ProviderSelection NamedTuple), effective_config_for_call,
                      plan_attempt, per-retry temperature bump, attempt
                      ContextVar
    registry.py       single owner of CLIENTS dict + cached default and
                      override SDK-client factories + backend/history-adapter
                      selection + high-level get_backend(config)
    conversation.py   count_message_tokens, tool-aware message grouping,
                      truncate_messages_to_fit
    types.py          HonchoLLMCallResponse, HonchoLLMCallStreamChunk,
                      StreamingResponseWithMetadata, IterationData,
                      IterationCallback, ReasoningEffortType, VerbosityType,
                      ProviderClient
    request_builder.py low-level request assembly (ModelConfig → backend
                      complete/stream); no longer owns credential resolution
    credentials.py    default_transport_api_key, resolve_credentials
    caching.py        gemini_cache_store; re-exports PromptCachePolicy
                      from src.config
    backend.py        Protocol + normalized result types
    history_adapters.py provider-specific assistant/tool message shapes
    structured_output.py
    backends/         AnthropicBackend, OpenAIBackend, GeminiBackend

handle_streaming_response had no production callers; it is deleted. The
three tests that used it now drive honcho_llm_call_inner(stream=True,
client_override=...) directly, which exercises the same code path the
public API uses.

Dead credential passthrough removed. The ProviderBackend Protocol and
all three concrete backends no longer accept api_key / api_base — those
are baked into the underlying SDK client at registry construction time
and were being del'd everywhere they appeared. request_builder also
stops resolving and forwarding them.

Client construction is unified. The cached default-client factories
(get_anthropic_client, get_openai_client, get_gemini_client) and override
factories (get_*_override_client) are promoted to public API; the
module-level CLIENTS dict populates from them and remains the
patch.dict(CLIENTS, {...}) mocking seam tests rely on. Old duplicate
helpers (_build_client, _default_credentials_for_provider) are gone.
default_transport_api_key is promoted to public.

Application imports now come from src.llm (dreamer, dialectic, deriver,
summarizer, telemetry-adjacent tests). No code imports from
src.utils.clients anywhere in the repo.

ruff: clean. basedpyright: 0 errors, 0 warnings. Tests: 1013/1013 pass
across the entire non-infra test suite (excluding tests/unified,
tests/bench, tests/live_llm, tests/alembic).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix(llm): sanitize tool schemas for Gemini's function_declarations validator

Gemini's native-transport function-declarations validator accepts a narrow
subset of JSON-Schema / OpenAPI: type, format, description, nullable, enum,
properties, required, items, minItems, maxItems, minimum, maximum, title.
Anything else — additionalProperties, allOf, if/then/else, $ref, anyOf,
oneOf, $defs, patternProperties — triggers an INVALID_ARGUMENT 400 at call
time.

Our agent tool schemas in src/utils/agent_tools.py use several of those
(additionalProperties: false, allOf + if/then conditionals) because they
were authored for OpenAI strict-mode + Anthropic, which need the richer
vocabulary. GeminiBackend._convert_tools was passing them straight through.

Add _sanitize_schema(): walks the parameters tree and drops unsupported
keywords while preserving semantics for the keywords that hold user data
(properties maps field-name → sub-schema; required / enum are lists of
literals; items is a single sub-schema). Other backends are untouched and
continue to receive the full strict schemas.

Regression tests:
- test_gemini_sanitize_schema_strips_unsupported_keywords: confirms
  additionalProperties, allOf + if/then, and $defs are stripped at nested
  levels while legitimate fields survive.
- test_gemini_convert_tools_sanitizes_parameters_schema: end-to-end
  _convert_tools output has no forbidden keys.

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

* fix: fix tool calling syntax for gemini

* refactor(llm): normalize defaults, widen OpenAI reasoning-model routing

* chore: fix test

* fix(llm): address post-migration review feedback

* fix(llm): gemini robustness + dreamer specialist ergonomics

* chore: addres review comments

* chore: (docs) unrelease changelog addition

* chore: (docs) merge commit changes

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Co-authored-by: Erosika <eri@plasticlabs.ai>
2026-04-20 02:46:37 -04:00
doria 578ef2c665
feat: agentic dreamer and agentic dialectic (#309)
* feat: add better params to working representation fetch in SDKs, return messages when added

* fix: working representation routes now accepting all parameters properly, with tests

* feat: add metadata/config fields to SDK objects where viable

* fix: tests

* feat: refactor SDKs to use representation config; [TEMP STAINLESS BUILD] update API

* feat: add representation object to sdks

* fix: use stainless sdk on branch

* fix: update TypeScript SDK tsconfig to use node16 module resolution

* fix: add isolatedModules = true to tsconfig

* fix: lol

* chore: coderabbit review

* feat: make delete session real

* feat: add observations routes with delete endpoints for documents. make session deletion real.

* chore: type cleanup

* fix: tests

* chore: coderabbit review

* fix: namespace by workspace

* feat: add ability to customize messages_per_summary at both workspace and session level

* chore: tests for summary config

* chore: coderabbit cleanup

* feat: make session and workspace config totally customizeable

* feat: add search by peer knowledge (#250)

* feat: search by peer perspective

* fix: enforce workspace in filters, make messages distinct in join

* fix: batch and merge migration steps

* fix: add refresh, add config to workspace, add refresh function, make fields readonly

* fix: search distinct

* fix: merge migrations

* fix: merge migrations

* fix: batch deletions, improve comments, limit consolidate dream to 100 docs at a time, auth on observations routes

* chore: review

* chore: coderabbit

* chore: review

* chore: broken comment

* feat: add set peer card route to API

* feat: create advanced configuration parameters with message>session>workspace hierarchy

* [wip] build unified testing harness

* chore: lint

* fix: cache invalidation, naming things, etc

* feat: longmem tests

* chore: peer config refactor

* feat: consolidate dream working, refactor representation

* fix: Various CR Comment Fixes

* feat: Allow configurable Redis port for harness instances and update cleanup methods to be asynchronous.

* feat: agentic ingestion task!!!

* feat: agentic deriver

* feat: dialectic agent and dreamer agent

* chore: browbeat tests into passing

* fix: nits

* chore: remove old code, update config files

* fix: simplify deriver

* feat: dialectic agent prompt updates, re-introduce non_agent deriver, eval tweaks

* feat: fast deriver, dreamer, then dialectic

* fix: tweaks across the board

* feat: add baseline tests

* feat: truncation in tools and client, tweaks for evals

* feat: add locomo, fix longmem judge!!!

* fix: locomo f1 is trash, use llm judge

* feat: trace creation

* feat: add first draft of obex benchmark, fix embedding model, fix locomo methodology

* fix: locomo session-optimized, better logging of cache usage and better cache usage

* chore: use openrouter for baselines

* fix: add test for merge migration

* chore: opus-powered cleanup

* fix: add config for vllm, better client

* chore: clean up clients.py a bit

* chore: move magic numbers to config, add tests for agent tools

* fix: wrong mock in dialectic tests, make ToolContext a dataclass

* feat: tweak prompts, make deriver explicit-only

* feat: more prompt & tool tweaks

* chore: more tweaks

* feat: dream with subagents

* fix: make dream trigger override scheduled, play around with dream agents

* chore: cleanup deriver

* chore: cleanup dialectic

* chore: cleanup orchestrator

* chore: comment out dream stuff, WIPing

* fix: inc temp on retry, typechecking

* feat: tweak dreaming

* feat: contradiction obs

* Add dream trees

* chore: preserve reasoning_details from openrouter in client

* fix: get_observation_context correct params

* fix: use correct message id in tool

* chore: cleanup longmem runner

* chore: clean up tests, remove dream tests for now as rearchitecting around trees

* chore: update stainless deps

* Update threholding mechanism

* chore: pre-commit hooks whitespace

* chore: clean up types

* feat: add explicit bench

* fix: address additional basepyright issues

* fix: adding logging as a fixture on honcho_llm_call and supporting dialectic loging. (#305)

* fix: lock on db for tool calls

* chore: clean up experimental derivers

* chore: coderabbit review cleanup

* feat: add streaming support to agentic dialectic

* feat: prometheus token tracking for deriver and dialectic

* fix: self-loops for isolated nodes

* chore: PascalCase for prometheus parameter typing

* feat: add reasoning levels to dialectic agent

* chore: delete old file, add new fake env vars in unittest.yml

* fix: all fields needed for dialectic reasoning level configs

* feat: track dreaming usage in prometheus

* chore: Create backwards compatabile conclusion and queue endpoints

* fix: remove redundant try-catch, add trace label, move .limit to end of statement

* fix: remove vignettes (for now), review fixes, remove merge migration, config cleanup

* chore: code review / cleanup

* chore: merge fixes

* chore: clean up, remove reasoning_focus, reintroduce peer cards in dreamers

* chore: code rabbit nitpicks

* fix: add unique index for pending dreams in queue

* fix: revert removal of surprisal in dreamer config

---------

Co-authored-by: Vineeth Voruganti <13438633+VVoruganti@users.noreply.github.com>
Co-authored-by: 3un01a <3un01a@plasticlabs.ai>
Co-authored-by: 3un01a <3un01a.labs@gmail.com>
Co-authored-by: ajspig <46900795+ajspig@users.noreply.github.com>
2026-01-12 15:12:17 -05:00