All notable changes to this project are documented here. This project adheres to Semantic Versioning.
[0.2.0] — 2026-10-12
The "workhorse" release: every open defect, question mark and missing feature that
stood between Foresight and dependable production use, closed in one sweep. Two new
tenant migrations ship (run Foresight.Migrations.install/2 and re-provision or
reconcile Mode C tenants as usual); every public result shape is extended, none is
broken.
Fixed
- Concurrent consolidation could duplicate observations. Two overlapping
consolidateruns for one bank read the same pending facts and both wrote. Every chunk now applies under a per-bank-and-scope advisory lock, re-checks under that lock that its facts are still pending and that the pooled observations it merged against are unchanged, and otherwise defers the chunk (chunks_deferredon the result) so the next round re-plans from committed state. The Oban worker declares uniqueness per bank and payload, so a second enqueue while one is in flight returns the existing job. - Consolidation ignored the slot cap until after the fact. The merge prompt now
carries Hindsight's capacity note when a scope is at or near
max_observations_per_scope, and the response schema capscreatesto the remaining slots, instead of only truncating the model's output. - Model output was stored unsanitised. Control characters, DEL and invalid
UTF-8 in extracted facts and merged observations are stripped
(
Foresight.Text.Sanitize), as Hindsight does. - Banks on 1536-dimension embeddings never got semantic memory links. Link construction knew only the 384 and 1024 columns, so their graph arm stayed dark. It now follows the bank's embedding profile for every width.
FakeStoragescored temporal recall bymentioned_at. The test double now mirrors Storage.Ecto's precedence (occurred_end,occurred_start,occurred_at, thenmentioned_at) and persists the occurred fields it is given.- The reflect
expandtool ignoreddepthand trusted the model's id list."chunk"returns provenance plus the neighbouring chunks of the same document,"document"the owning document's title and text; ids are de-duplicated, validated and capped at 25. Reflect refuses an asynchronous agent pipeline up front, since grounding is accumulated in the calling process. - Unbounded free-form JSON on retain items.
metadataover 64 KiB orsource_locationover 16 KiB (encoded) is rejected as:invalid_requestbefore anything is written. - Test harness.
PostgresHarness.cleanup_stale!/0only removes instances whose postmaster is gone; it used to wipe every harness instance on the machine, so two runs destroyed each other's database.
Added
- Auditable usage on retain and recall. When an operation makes a chargeable
call, its result carries
"usage": token totals plus one entry per call with kind (llmorembedding), pipeline role (extract,consolidate), provider, model, endpoint host for remote embeddings, request id when the provider returned one, unit count, and status (failed calls are listed with zero tokens and counted infailed_calls). Local embedders and the Noop LLM record nothing, so"usage"staysnil/absent for them. The HTTP retain and recall responses carry it. - 3072-dimension embeddings (OpenAI text-embedding-3-large at full width) via a
halfvec(3072)column with a halfvec HNSW index; pin a bank with"embedding_dim" => 3072. Requires pgvector 0.7.0 or newer; the migration says so if it is older. Tenant migration20261012120000. - Mental models at Hindsight parity.
search_mental_modelsranks a bank's mental models by embedding similarity to the query (embeddings are kept in a newmental_model_embeddingstable and refreshed lazily when content or the bank's embedding profile changes; lexical ranking remains the fallback), honoursmax_results, and reports per modelrelevance,updated_at,is_staleandstaleness_reason. Staleness means a memory in the model's scope (its tags undertrigger.tags_match, itstrigger.fact_types) was written afterlast_refreshed_at; a never-refreshed model is stale. The most relevant models are pre-seeded into the agentic reflect opening context, andget_mental_model,list_mental_modelsandupdate_mental_modelreport the computed verdict. Tenant migration20261012121000. Foresight.Reflect.Expand,Foresight.Reflect.MentalModels,Foresight.Usage,Foresight.Text.Sanitize,Foresight.Reflect.LoopOptions.
[0.1.5] — 2026-10-12
Fixed
update_mode: "replace"no longer rebuilds every entity in the bank. Any replace (anddelete_document,update_document,clear_observations,clear_memory_observations) used to delete all entities and links in the bank and re-derive them from stored text with the regex extractor: O(bank) per call, and LLM-extracted entities and their name embeddings were lost for good. These paths now retract only the deleted units' mentions: mention counts and co-occurrence weights are decremented, exhausted links dropped, and entities nobody mentions any more pruned. Entities the surviving units mention keep their identity, type, and embedding.replaceis still opt-in, as in Hindsight, but it is no longer expensive or lossy.- Concurrent retains of one
document_idare safe. The document upsert is a singleINSERT ... ON CONFLICT DO UPDATE; the former read-then-write pair raisedEcto.ConstraintError(HTTP 500) for the loser of a concurrent first insert. Replace mode takes a transaction-scoped advisory lock per document, so overlapping replaces serialise and leave exactly one set of memory units.delete_documentandupdate_documenttake the same lock before touching the document, and a batch upserts its document rows in a stable order, so no pair of these writers can deadlock with each other. Post-commit link construction can still cross a concurrent replace or delete of the units it links to; Postgres then aborts one side, and the retain or document write is retried instead of failing withdeadlock_detected.delete_documentandupdate_documentre-read the document under the lock, so a row deleted by a concurrent writer yields:not_foundrather thanEcto.StaleEntryError.Document.changeset/2declares the unique constraint. - Co-occurrence link weights start at 1. A fresh
EntityLinkstruct's schema default made the first co-occurrence of a pair count as 2. - A failed recall normalisation returned the timing wrapper. Rejected
payloads (an unsupported field, a bad
min_score) came back as{{:error, _}, ms}instead of{:error, %Foresight.Error{}}. - Retain extraction fallback is fully reported and no longer leaks. A model
response that was valid JSON but not a facts list fell back to storing the
raw text with no log line and no telemetry; it now reports like every other
fallback. The warning names only the failure kind: the raw reason, which for
a structured-output failure carries facts the model derived from the user's
text, is no longer written to the log. Telemetry handlers still receive it,
plus a
reason_kind. - The regex entity extractor no longer reads
WhenandInvolvingas entities. Stored facts are assembled aswhat | When: x | Involving: y, and the capitalised labels matched the entity pattern on every fact. - Cross-encoder scores are no longer NaN on CPU. transformers 5.x leaves CPU weights backed by the memory-mapped checkpoint; on macOS/arm64 a forward pass over those tensors bus-faults or returns NaN for every pair (reproduced with torch 2.10 and 2.13, transformers 5.8 and 5.13) while MPS is correct. The Python worker now copies CPU-resident weights into ordinary tensors after loading, and refuses to return non-finite scores or vectors (a clean error instead of the erlport protocol failure a NaN used to cause). The Elixir reranker fails closed on a non-numeric score.
Added
scoreon every recall result, and an optionalmin_scorecutoff. Both are Foresight extensions to the Hindsight recall contract.scoreis the reranked, boosted score the results are ordered by;min_score(a non-negative number) drops results below it after boosting and before the token trim.after,before,limit, andoffsetstay rejected.extractionon the retain result:%{"enabled", "mode", "fallback_items", "empty_items"}.fallback_itemscounts items stored as raw text because extraction errored;empty_itemscounts items stored raw because extraction found no facts. The HTTP retain response carries it. It describes the synchronous write: an async retain answers with operation ids, and the report is on the completed operation's result. The[:foresight, :retain, :extraction_fallback]telemetry event fires once per failed chunk, so its count can exceedfallback_items, which counts items. The MCPrecalltool schema declaresmin_score.Foresight.Retain.FactExtraction.extract/2returns{items, stats};maybe_extract/2is unchanged.
[0.1.4] — 2026-10-05
Added
- Text-body documents in
retain_files. A file given as%{"text" => body}(or a bare binary) is retained as-is by a dedicated text converter, bypassing the configured converter and never reading a"path". This is the shape a Hindsight migration carries by construction. Without a"document_id"or"filename"the document gets a content-addressed id (text:<sha256>), so single-file calls cannot collide onfile-0. Pass"request" => %{"async" => false}for a synchronous write. Request options are read with string keys; atom keys are ignored. - Blank text bodies are rejected, not silently dropped: retain discards items with no alphanumeric content, which would make a blank document vanish from a copy without trace.
update_modepassthrough onretain_files(per file or in"request"). Re-retaining adocument_idupserts the document but, by default, appends a second set of memory units."update_mode" => "replace"deletes the prior set but also rebuilds every entity in the bank on each call, so it is opt-in only; bulk copies should rely on their own once-only ledger. Large text bodies are retained as a single unchunked memory unit: pre-chunk them.
Documentation
config :foresight, backend:is now documented in the getting-started guide, whose "working configuration" omitted it and so left new consumers on the Noop backend. Usebackend: Foresight.Backend.Store;storage: Foresight.Storage.Ectobelongs underengine:and lacksretain_files/3as a backend.
Fixed
update_mode: "replace"raised on any document that already had memory units (Postgrex expected a binary of 16 bytesinaffected_observation_ids): the source-unit id array is now bound with an explicit{:array, Ecto.UUID}type. The path had no Postgres coverage before.update_mode: "replace"now releases sibling units for reconsolidation. Units that fed an observation deleted by the replace were left marked consolidated; they are reset asdelete_documentsalready did.
[0.1.3] — 2026-09-28
Changed
- Trademark acknowledgment in the README. Upstream Hindsight now carries
a claimed trademark mark alongside a commercial cloud offering. Foresight
is an independent port and is not affiliated with, endorsed by, or
sponsored by Vectorize AI, Inc.; references to Hindsight serve attribution
(the MIT notice in
LICENSE, unchanged since 0.1.0) and interoperability description only. No code changes.
[0.1.2] — 2026-09-28
Fixed
Foresight.Migrations.install/2no longer collides across BEAMs. The scratch directory used to materialize control-plane migrations was named withSystem.unique_integer/1, which is unique only within a single BEAM. Two VMs sharing aTMPDIR— a release beside a migration task, concurrent cold boots, CI jobs on a shared volume — could land on the same path and silently load each other's partial link trees. Scratch directories are now allocated under cryptographically random names with an exclusivemkdir(retried on the astronomically unlikely collision), partial link trees are removed on failure, and stale directories left by another BEAM are ignored.
[0.1.1] — 2026-09-27
Added
Foresight.Migrations.install/2, an idempotent in-BEAM installer for packaged control-plane migrations using the collision-safeforesight_schema_migrationsledger.Foresight.Tenancy.provision_mode_c_schema/4, the supported role-neutral consumer seam for installing the control plane and provisioning a tenant schema without creating roles or tenant keys.- An exhaustive packaged-migration classification manifest.
- Automatic adoption of structurally verified 0.1.0 control-plane migrations into the dedicated Foresight ledger.
Fixed
- Explicit per-call
rls_enabled: falsenow reaches every Ecto tenant scope, parallel recall strategy, nested reflect helper, and applicable async worker instead of being replaced by the application default. - Tenant webhook discovery and delivery creation now execute inside the same RLS scope as the operation that emitted them.
[0.1.0] — 2026-09-07
Initial public release, published as foresight_memory.
Foresight is an Elixir port of Hindsight (MIT, Vectorize AI, Inc.). The ported architecture is theirs and is attributed in the README (Provenance) and the LICENSE (third-party notice); divergence from it is documented where introduced. Everything below predates the first publish and is part of the 0.1.0 story.
Changed
- Recall fusion now defaults to
:normalized/:zscore(was:rrf/:min_max). Measured over 134 graded-relevance queries: +0.1009 nDCG@10, 95% CI [0.0597, 0.1476], and MRR 0.776 → 0.903.:rrfmerges on rank position and discards the arm scores; normalizing keeps them. Existing banks with an explicitrecall_fusionoverride are unaffected. - Default reranker is now
Rerankers.Passthrough(wasRerankers.Bumblebee). The old default made a bare install demand the Nx/Bumblebee/EXLA stack and fail its capability preflight, so Foresight could not boot without ML dependencies nobody had asked for.
Fixed
- Foresight is installable.
:plugand:llm_corewere declaredoptional: truewhile being referenced unconditionally at compile time, so{:foresight, "~> 0.1"}on its own failedmix compile.:plugand the new direct:llm_toolkitare now required;:llm_coreremains optional and its adapter is guarded, with a stub that names the missing dependency. - Recall trace reports the fusion algorithm actually in use. It was hardcoded
to
"rrf"and reported the wrong algorithm on every request once the default changed. - MCP:
async_processingaccepted as an alias forasync; fabricated lenient sessions are closed at the end of the request that created them; undeclared tool arguments are named in the log instead of being dropped. - Enqueueing without Oban returns a structured
:unavailableerror instead of raising. - Scrivener ingestion: path traversal via an unvalidated bundle UUID, escape via symlinked path components, and unbounded reads from non-regular files are all closed.
Security
- Mode C schema-per-tenant isolation verified under a genuine least-privilege
role (
rolsuper = false, RLS forced): five forged-header cross-tenant attacks, 5/5 blocked, verified by canary rather than status code.
[0.1.0]
Initial development version.