Switch all tracing::{info,warn,error} to log::{info,warn,error}.
Replace tracing_subscriber::fmt::init() with env_logger::init().
Drop tracing, tracing-subscriber, tracing-appender as direct deps.
Drop console feature from jobkit (was pulling in console-subscriber
which pulled in tracing-subscriber).
tracing still compiled as transitive dep of reqwest and tui-markdown,
but our code no longer depends on it.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
Spectral decomposition (eigenvalue computation) removed — it was
only used by the spectral-save CLI command. The spectral embedding
reader and query engine features remain (they load pre-computed
embeddings from disk, no faer needed).
Removes: faer, nano-gemm, private-gemm, and ~220 other transitive
dependencies. Significant build time and artifact size reduction.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
Use rustls instead of default native-tls (aws-lc-sys) for HTTPS.
Saves ~80 MB of build artifacts. Applied to both main crate and
telegram channel daemon.
Also: tracing default-features = false (Kent's edit).
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
Both event loops borrow &mind through a scoped spawn — no Arc on
Mind needed. Interior Arcs on agent/shared stay (background spawns
need 'static), but event_loop::run() now takes &Arc refs instead
of cloned Arcs.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
consciousness-channel-socat listens on a unix socket for incoming
connections, turning each into a bidirectional text channel. Also
supports outbound connections via the open RPC (tcp: or unix:).
Two sockets:
socat.sock — capnp RPC (channel protocol)
socat.stream.sock — data (incoming connections become channels)
No config file needed. The simplest possible channel daemon.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
Move all tool definitions and dispatch out of mcp-server.rs:
- Channel tools: new tools/channels.rs with definitions, async
dispatch, blocking dispatch, and capnp RPC helpers
- Memory tools: make tools/memory.rs pub so mcp-server can use it
mcp-server.rs is now pure JSON-RPC protocol plumbing (482 → 169 lines).
No tool-specific code remains in that file.
Also removes duplicated channel RPC helpers and fetch_all_channels
that were in both mcp-server.rs and thalamus/channels.rs.
Co-Authored-By: Proof of Concept <poc@bcachefs.org>
Move thalamus/ (poc-daemon) source files into src/thalamus/ as a
module of the main crate. The daemon entry point becomes a library
function thalamus::run() with a thin poc-daemon binary for backward
compatibility.
- Copy thalamus source into src/thalamus/, fix crate:: -> super::
- Copy daemon.capnp into schema/, add to build.rs
- Re-export daemon_capnp at crate root (capnp codegen requires it)
- Add thalamus dependencies (capnp-rpc, tokio-util, toml, rustls, etc.)
- Keep thalamus/ subcrate for comparison
Co-Authored-By: Proof of Concept <poc@bcachefs.org>
agents/*.agent definitions and prompts/ now live under
src/subconscious/ alongside the code that uses them.
No more intermediate agents/ subdirectory.
Co-Authored-By: Proof of Concept <poc@bcachefs.org>
hippocampus/ — memory storage, retrieval, and consolidation:
store, graph, query, similarity, spectral, neuro, counters,
config, transcript, memory_search, lookups, cursor, migrate
subconscious/ — autonomous agents that process without being asked:
reflect, surface, consolidate, digest, audit, etc.
All existing crate::X paths preserved via re-exports in lib.rs.
Co-Authored-By: Proof of Concept <poc@bcachefs.org>
Signed-off-by: Kent Overstreet <kent.overstreet@linux.dev>
Eliminates the circular dependency between poc-agent and poc-memory by
moving all poc-agent source into poc-memory/src/agent/. The poc-agent
binary now builds from poc-memory/src/bin/poc-agent.rs using library
imports. All poc_agent:: references updated to crate::agent::.
poc-agent/ directory kept for now (removed from workspace members).
Co-Authored-By: Proof of Concept <poc@bcachefs.org>
TailMessages is a proper iterator that yields (role, text, timestamp)
newest-first. Owns the mmap internally. Caller decides when to stop.
resolve_conversation collects up to 200KB, then reverses to
chronological order. No compaction check needed — the byte budget
naturally limits how far back we scan.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Split conversation pane into 2-char gutter + text column. Gutter shows
● markers at turn boundaries (Cyan for user, Magenta for assistant),
aligned with the input area's ' > ' gutter.
Key changes:
- Added Marker enum (None/User/Assistant) and parallel markers vec
- Track turn boundaries via pending_marker field
- New draw_conversation_pane() with visual row computation for wrapping
- Both gutter and text scroll synchronously by visual line offset
This fixes the wrapping alignment issue where continuation lines
aligned under markers instead of under the text.
- store/types.rs: sanitize timestamps on capnp load — old records had
raw offsets instead of unix epoch, breaking sort-by-timestamp queries
- agents/api.rs: drain reasoning tokens from UI channel into LLM logs
so we can see Qwen's chain-of-thought in agent output
- agents/daemon.rs: persistent task queue (pending-tasks.jsonl) —
tasks survive daemon restarts. Push before spawn, remove on completion,
recover on startup.
- api/openai.rs: only send reasoning field when explicitly configured,
not on every request (fixes vllm warning)
- api/mod.rs: add 600s total request timeout as backstop for hung
connections
- Cargo.toml: enable tokio-console feature for task introspection
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- observation.agent: rewritten to navigate graph and prefer refining
existing nodes over creating new ones. Identity-framed prompt,
goals over rules.
- poc-memory edit: opens node in $EDITOR, writes back on save,
no-op if unchanged
- daemon: remove extra_workers (jobkit tokio migration dropped it),
remove sequential chaining of same-type agents (in-flight exclusion
is sufficient)
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
poc-memory now reads from poc-agent's config.json5 as the primary
config source. Memory-specific settings live in a "memory" section;
API credentials are resolved from the shared model/backend config
instead of being duplicated.
- Add "memory" section to ~/.config/poc-agent/config.json5
- poc-memory config.rs: try shared config first, fall back to
legacy JSONL
- API fields (base_url, api_key, model) resolved via
memory.agent_model -> models -> backend lookup
- Add json5 dependency for proper JSON5 parsing
- Update provisioning scripts: hermes -> qwen3_coder tool parser
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Switch from jobkit-daemon crate to jobkit with daemon feature.
Wire up per-task log files for all daemon-spawned agent tasks.
Changes:
- Use jobkit::daemon:: instead of jobkit_daemon::
- All agent tasks get .log_dir() set to $data_dir/logs/
- Task log path shown in daemon status and TUI
- New CLI: poc-memory agent daemon log --task NAME
Finds the task's log path from status or daemon.log, tails the file
- LLM backend selection logged to daemon.log via log_event
- Targeted agent job names include the target key for debuggability
- Logging architecture documented in doc/logging.md
Two-level logging, no duplication:
- daemon.log: lifecycle events with task log path for drill-down
- per-task logs: full agent output via ctx.log_line()
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Instead of simulating ratatui's word wrapping algorithm, scan the
rendered buffer to find the actual cursor position. This correctly
handles word wrapping, unicode widths, and any other rendering
nuances that ratatui applies.
The old code computed wrapped_height() and cursor position based on
simple character counting, which diverged from ratatui's WordWrapper
that respects word boundaries.
Now we render first, then walk the buffer counting visible characters
until we reach self.cursor. This is O(area) but the input area is
small (typically < 200 cells), so it's negligible.
When api_base_url is configured, agents call the LLM directly via
OpenAI-compatible API (vllm, llama.cpp, etc.) instead of shelling
out to claude CLI. Implements the full tool loop: send prompt, if
tool_calls execute them and send results back, repeat until text.
This enables running agents against local/remote models like
Qwen-27B on a RunPod B200, with no dependency on claude CLI.
Config fields: api_base_url, api_key, api_model.
Falls back to claude CLI when api_base_url is not set.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
jobkit-daemon is now an external git dependency with its own repo.
The local clone was only needed temporarily to fix a broken
Cargo.toml in the remote.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Split poc-agent into lib + bin so its API client, types, and tool
dispatch can be imported by poc-memory. This is the foundation for
replacing claude CLI subprocess calls with direct API calls to
vllm/OpenAI-compatible endpoints.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Edition 2024 changes:
- gen is reserved: rename variable in query/engine.rs
- set_var is unsafe: wrap in unsafe block in cli/agent.rs
- match ergonomics: add explicit & in spectral.rs filter closure
New --local flag for `poc-memory agent run` bypasses the daemon and
runs the agent directly in-process. Useful for testing agent prompt
changes without waiting in the daemon queue.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Replace sort-based ranking with proper Elo system:
- Each agent TYPE has a persistent Elo rating (agent-elo.json)
- Each matchup: pick two random types, grab a recent action from
each, LLM compares, update ratings
- Ratings persist across daily evaluations — natural recency bias
from continuous updates against current opponents
- K=32 for fast adaptation to prompt changes
Usage: poc-memory agent evaluate --matchups 30 --model haiku
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
Create jobkit-daemon crate with generic daemon infrastructure:
- event_log: JSONL append with size-based rotation
- socket: Unix domain socket RPC client and server with signal handling
- status: JSON status file read/write
Migrate daemon.rs to use the library:
- Worker pool setup via Daemon::new()
- Socket loop + signal handling via Daemon::run()
- RPC handlers as registered closures
- Logging, status writing, send_rpc all delegate to library
Migrate tui.rs to use socket::send_rpc() instead of inline UnixStream.
daemon.rs: 1952 → 1806 lines (-146), old status_socket_loop removed.
tui.rs: socket boilerplate removed.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
memory-search now records which nodes it finds via the daemon's
record-hits RPC endpoint. The daemon owns the redb database
exclusively, avoiding file locking between processes.
The rename agent reads hit counts to deprioritize nodes that are
actively being found by search — renaming them would break working
queries. Daily check decays counters by 10% so stale hits fade.
Also switched RPC command reading from fixed 256-byte buffer to
read_to_string for unbounded command sizes.
Per-agent-type tabs (health, replay, linker, separator, transfer,
apply, orphans, cap, digest, digest-links, knowledge) with dynamic
visibility — tabs only appear when tasks or log history exist.
Features:
- Overview tab: health gauges (α, gini, cc, episodic%), in-flight
tasks, and recent log entries
- Pipeline tab: table with phase ordering and status
- Per-agent tabs: active tasks, output logs, log history
- Log tab: auto-scrolling daemon.log tail
- Vim-style count prefix: e.g. 5r runs 5 iterations of the agent
- Flash messages for RPC feedback
- Tab/Shift-Tab navigation, number keys for tab selection
Also adds run-agent RPC to the daemon: accepts agent type and
iteration count, spawns chained tasks with LLM resource pool.
poc-memory status launches TUI when stdout is a terminal and daemon
is running, falls back to text output otherwise.
poc-daemon (notification routing, idle timer, IRC, Telegram) was already
fully self-contained with no imports from the poc-memory library. Now it's
a proper separate crate with its own Cargo.toml and capnp schema.
poc-memory retains the store, graph, search, neuro, knowledge, and the
jobkit-based memory maintenance daemon (daemon.rs).
Co-Authored-By: ProofOfConcept <poc@bcachefs.org>
Replace manual arg parsing with clap derive for the full command set.
Single source of truth for command names, args, and help text.
Add notify_timeout (default 2min) — controls how long after last
response before notifications inject via tmux instead of waiting
for the hook. Separate from idle_timeout (5min) which controls
autonomous prompts.
Improve `poc-daemon status` to show both timers with elapsed/configured
and block reason, replacing the terse one-liner.
Add new Status fields over capnp: idleTimeout, notifyTimeout,
sinceActivity, sinceUser, blockReason.
ExecStart in poc-daemon.service now uses `daemon` subcommand.
Co-Authored-By: ProofOfConcept <poc@bcachefs.org>
Move the notification daemon (IRC, Telegram, idle timer) and the
Claude Code hook binary into this repo as additional [[bin]] targets.
Single `cargo install --path .` now installs everything:
poc-memory — memory store CLI
memory-search — hook for memory retrieval
poc-daemon — notification/idle daemon (was claude-daemon)
poc-hook — Claude Code lifecycle hook (was claude-hook)
Renamed from claude-{daemon,hook} to poc-{daemon,hook} since the
infrastructure isn't tied to any specific AI assistant.
Co-Authored-By: ProofOfConcept <poc@bcachefs.org>
Replace fragile cron+shell approach with `poc-memory daemon` — a single
long-running process using jobkit for worker pool, status tracking,
retry, cancellation, and resource pools.
Jobs:
- session-watcher: detects ended Claude sessions, triggers extraction
- scheduler: runs daily decay, consolidation, knowledge loop, digests
- health: periodic graph metrics check
- All Sonnet API calls serialized through a ResourcePool(1)
Status queryable via `poc-memory daemon status`, structured log via
`poc-memory daemon log`. Phase 1: shells out to existing subcommands.
Co-Authored-By: ProofOfConcept <poc@bcachefs.org>
Deleted iso_week_info() — dead code after week_dates() was rewritten.
Replaced remaining epoch_to_local/today/now_epoch calls with chrono
Local::now() and NaiveDate parsing. Month arg parsing now uses
NaiveDate instead of manual string splitting. Phase 3 month
comparison simplified to a single tuple comparison.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
Replace 130 lines of manual field-by-field capnp serialization with
two declarative macros:
capnp_enum! — generates to_capnp/from_capnp for enum types
capnp_message! — generates from_capnp/to_capnp for structs
Adding a field to the capnp schema now means adding it in one place;
both read and write directions are generated from the same declaration.
Eliminates: read_content_node, write_content_node, read_relation,
write_relation, read_provenance (5 functions → 2 macro invocations).
Callers updated to method syntax: Node::from_capnp() / node.to_capnp().
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
- New spectral module: Laplacian eigendecomposition of the memory graph.
Commands: spectral, spectral-save, spectral-neighbors, spectral-positions,
spectral-suggest. Spectral neighbors expand search results beyond keyword
matching to structural proximity.
- Search: use StoreView trait to avoid 6MB state.bin rewrite on every query.
Append-only retrieval logging. Spectral expansion shows structurally
nearby nodes after text results.
- Fix panic in journal-tail: string truncation at byte 67 could land inside
a multi-byte character (em dash). Now walks back to char boundary.
- Replay queue: show classification and spectral outlier score.
- Knowledge agents: extractor, challenger, connector prompts and runner
scripts for automated graph enrichment.
- memory-search hook: stale state file cleanup (24h expiry).
Replace daily-digest.py, weekly-digest.py, monthly-digest.py with a
single digest.rs module. All three digest types now:
- Gather input directly from the Store (no subprocess calls)
- Build prompts in Rust (same templates as the Python versions)
- Call Sonnet via `claude -p --model sonnet`
- Import results back into the store automatically
- Extract links and save agent results
606 lines of Rust replaces 729 lines of Python + store_helpers.py
overhead. More importantly: this is now callable as a library from
poc-agent, and shares types/code with the rest of poc-memory.
Also adds `digest monthly [YYYY-MM]` subcommand (was Python-only).
Faster serialization/deserialization, smaller on disk (4.2MB vs 5.9MB).
Automatic migration from state.json on first load — reads the JSON,
writes state.bin, deletes the old file.
Added list-keys, list-edges, dump-json commands so Python scripts no
longer need to parse the cache directly. Updated bulk-categorize.py
and consolidation-loop.py to use the new CLI commands.
