Commit graph

14 commits

Author SHA1 Message Date
Yiorgis Gozadinos
2fef67d9fd
Name the databases before the model runs
`ask(sources=["typo"])` reached the model, which discovered the name only if it
searched: requests spent on a selection that could never answer, and a run that
never searched answered anyway.

Checked by name, not by opening: a client covering a set opens a database when a
query reaches it, and validating by opening would open every one of them before
any search, letting a database nobody asked about fail the run.
2026-08-27 17:07:41 +03:00
Yiorgis Gozadinos
d367b1eb5a
Resolve the databases a command works on, once
The CLI decides only what it knows — that --db and --database are the same
thing said twice, and whether a command reads more than one — and hands the
resolved scope down. Nothing rewrites the configuration, so a named database
keeps the name results and citations carry, and a remote one opens the URI
it was configured with rather than the local path standing in for it.

HaikuRAGApp, ChatApp and InspectorApp take that scope and nothing else.
Selection reaches the client through a private constructor, so the public
signature still takes a path or names.
2026-08-25 15:48:47 +03:00
Yiorgis Gozadinos
8db447e095
Ask the client what it covers
covers_multiple, source_names, source and reader_for replace the private
state seven modules were reading to work out how many databases they had.
The configured selection is kept intact, so entering a client twice derives
the same database rather than the last derivation.
2026-08-25 14:16:22 +03:00
Yiorgis Gozadinos
fdb5710491
Ask and analyze across several databases
Chunk 2 gave search a configured set to fan out over. ask and analyze
covered one database still: the RAG capability had no way to be told which
databases a question spanned, and the analysis sandbox mounted one
document tree.

The selection travels as sources on EvidenceState, beside the filter it
scopes with, so both capabilities read it the same way. clients_covering
is the one rule that turns a selection into clients, used by search, the
sandbox mount and the cite fallback, so a question scoped to some
databases cannot search, mount or cite another. Citations carry the
database they came from, and format_for_agent names it, so the model can
attribute evidence while it answers rather than only afterwards.

The sandbox keeps one flat /documents/{id}/ namespace and resolves each id
to the client holding it, which rests on ids being UUID4. A database
copied from another breaks that, so an id held twice is refused rather
than resolved to whichever arrived last.

On the CLI, search, ask and analyze cover the configured set and label
each result with its database. Every other command works on one, named
with --database NAME (a name reaches a database behind a URI, which --db
cannot) or --db PATH, and refuses a set it cannot choose from instead of
silently reading the default database. Cold databases open together, so a
first query costs the slowest open rather than their sum.
2026-08-24 10:03:46 +03:00
Yiorgis Gozadinos
f33b789a31
Ask across databases and name the source of each citation
`ask(sources=[…])` scopes a question to some of the configured databases, carried
on the capability state so its search tool searches those. `Citation.source` names
the database a cited chunk came from, resolved from the search results the model
saw, which already carry it.

Context expansion routes each result through the database it came from: a
federating client has no repositories of its own.

The cite fallback, which looks up an id absent from this run's results, searches
only the selected databases. A chunk id says nothing about which database holds
it, so placing one means asking, and asking outside the selection would let a
question scoped to some databases cite another.

The loosely-specced client mocks in the capability tests now say they stand in for
a single-database client. A bare AsyncMock answers any attribute with a truthy
Mock, so `_federated` sent the fallback down the multi-database branch, and
`_source` reached a validated field.
2026-08-24 10:03:46 +03:00
Yiorgis Gozadinos
0882dc9fed
Lend the caller's client to the capability
`client.ask` and `client.analyze` built their capability from a db_path, so the
capability opened a second connection to the database the client already had
open, once per call.

Ownership is now explicit rather than inferred. `rag` stays the connection the
capability opened and must close; `borrowed_rag` is a caller's, which
`_ensure_rag` prefers and `_close` never touches. Two fields rather than a flag,
so closing a borrowed connection is not expressible.

`for_run` still clears `rag` per run, since a run owns what it opens. It leaves
`borrowed_rag` alone: that connection belongs to the caller and outlives the run.
2026-08-18 14:58:18 +03:00
Yiorgis Gozadinos
4c5050d161
Accept images on ask/analyze 2026-07-25 10:23:55 +03:00
Yiorgis Gozadinos
77585ef26a
fix per-question capability limits and tool isolation 2026-07-24 15:26:18 +03:00
Yiorgis Gozadinos
9deb1f2bd4
replace haiku.skills with native Pydantic AI capabilities 2026-07-24 15:26:17 +03:00
Yiorgis Gozadinos
8c57a3ca99
Drop the multi-agent research workflow 2026-05-20 12:46:48 +03:00
Yiorgis Gozadinos
6f95e2bc27
Delete the standalone QA and analysis agents 2026-05-19 11:39:20 +03:00
Yiorgis Gozadinos
947a26b391
client.analyze routes through the rag-analysis skill; drop documents= and AnalysisResult.program. Re-record all cassettes that are relevant 2026-05-19 10:46:32 +03:00
Yiorgis Gozadinos
d96d2eeb0f
client.ask routes through the rag skill; always show citations in CLI 2026-05-19 10:19:39 +03:00
Yiorgis Gozadinos
528acb79a3
Extract LLM agents into client/agents.py 2026-04-24 14:43:58 +03:00