feat(hermes): implement intelligence pipeline — 4 chunks, 684 tests passing

Hermes Intelligence Pipeline closes breakpoints in ZCLAW's existing
intelligence components with 4 self-contained modules:

Chunk 1 — Self-improvement Loop:
- ExperienceStore (zclaw-growth): FTS5+TF-IDF wrapper with scope prefix
- ExperienceExtractor (desktop/intelligence): template-based extraction
  from successful proposals with implicit keyword detection

Chunk 2 — User Modeling:
- UserProfileStore (zclaw-memory): SQLite-backed structured profiles
  with industry/role/expertise/comm_style/recent_topics/pain_points
- UserProfiler (desktop/intelligence): fact classification by category
  (Preference/Knowledge/Behavior) with profile summary formatting

Chunk 3 — NL Cron Chinese Time Parser:
- NlScheduleParser (zclaw-runtime): 6 pattern matchers for Chinese time
  expressions (每天/每周/工作日/间隔/每月/一次性) producing cron expressions
- Period-aware hour adjustment (下午3点→15, 晚上8点→20)
- Schedule intent detection + task description extraction

Chunk 4 — Trajectory Compression:
- TrajectoryStore (zclaw-memory): trajectory_events + compressed_trajectories
- TrajectoryRecorderMiddleware (zclaw-runtime/middleware): priority 650,
  async non-blocking event recording via tokio::spawn
- TrajectoryCompressor (desktop/intelligence): dedup, request classification,
  satisfaction detection, execution chain JSON

Schema migrations: v2→v3 (user_profiles), v3→v4 (trajectory tables)
This commit is contained in:
iven
2026-04-09 17:47:43 +08:00
parent 0883bb28ff
commit 4b15ead8e7
15 changed files with 4225 additions and 0 deletions

View File

@@ -93,4 +93,47 @@ pub const MIGRATIONS: &[&str] = &[
// v1→v2: persist runtime state and message count
"ALTER TABLE agents ADD COLUMN state TEXT NOT NULL DEFAULT 'running'",
"ALTER TABLE agents ADD COLUMN message_count INTEGER NOT NULL DEFAULT 0",
// v2→v3: user profiles for structured user modeling
"CREATE TABLE IF NOT EXISTS user_profiles (
user_id TEXT PRIMARY KEY,
industry TEXT,
role TEXT,
expertise_level TEXT,
communication_style TEXT,
preferred_language TEXT DEFAULT 'zh-CN',
recent_topics TEXT DEFAULT '[]',
active_pain_points TEXT DEFAULT '[]',
preferred_tools TEXT DEFAULT '[]',
confidence REAL DEFAULT 0.0,
updated_at TEXT NOT NULL
)",
// v3→v4: trajectory recording for tool-call chain analysis
"CREATE TABLE IF NOT EXISTS trajectory_events (
id TEXT PRIMARY KEY,
session_id TEXT NOT NULL,
agent_id TEXT NOT NULL,
step_index INTEGER NOT NULL,
step_type TEXT NOT NULL,
input_summary TEXT,
output_summary TEXT,
duration_ms INTEGER DEFAULT 0,
timestamp TEXT NOT NULL
)",
"CREATE INDEX IF NOT EXISTS idx_trajectory_session ON trajectory_events(session_id)",
"CREATE TABLE IF NOT EXISTS compressed_trajectories (
id TEXT PRIMARY KEY,
session_id TEXT NOT NULL,
agent_id TEXT NOT NULL,
request_type TEXT NOT NULL,
tools_used TEXT,
outcome TEXT NOT NULL,
total_steps INTEGER DEFAULT 0,
total_duration_ms INTEGER DEFAULT 0,
total_tokens INTEGER DEFAULT 0,
execution_chain TEXT NOT NULL,
satisfaction_signal TEXT,
created_at TEXT NOT NULL
)",
"CREATE INDEX IF NOT EXISTS idx_ct_request_type ON compressed_trajectories(request_type)",
"CREATE INDEX IF NOT EXISTS idx_ct_outcome ON compressed_trajectories(outcome)",
];