Ashira Pitchayapakayakul commited on
Commit
5c8d6dd
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1 Parent(s): 9d0ec79

feat: parallel orchestrate + agentic crawler + skill synthesis + 3-min sync

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- orchestrate: stages 2+3 parallel (architect||qa-tdd), 5+6a parallel (qa-verify||ops) β€” ~40% faster
- agentic-crawler: SQLite URL frontier + visited stamps + BFS link discovery (parallel 6)
- skill-synthesis daemon: scans cloned/scraped repos, extracts patterns into ~/.surrogate/skills/<cat>/
- scrape: parallel 4β†’8 workers, cool-down 30β†’5-15s
- training-pair sync: every 10 min β†’ every 3 min
- removed Mac scripts redundant with HF (Mac archived 20 LaunchAgent plists)

bin/agentic-crawler.sh ADDED
@@ -0,0 +1,223 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env bash
2
+ # Agentic crawler β€” URL frontier with visited stamps + link discovery (BFS).
3
+ # Runs continuously: pop URL β†’ fetch β†’ extract links β†’ score β†’ push back to frontier.
4
+ # Stamps every visited URL in SQLite so we never revisit. Persists across restarts.
5
+ #
6
+ # Seeds (re-injected nightly): GitHub trending, arxiv recent, HF trending, MoC pages.
7
+ # Filtering: only follow links matching domain allowlist + minimum relevance.
8
+ # Output: training pairs (page β†’ summary) pushed to HF dataset every 50 fetches.
9
+ set -uo pipefail
10
+ set -a; source "$HOME/.hermes/.env" 2>/dev/null; set +a
11
+
12
+ DB="$HOME/.claude/state/agentic-frontier.db"
13
+ LOG="$HOME/.claude/logs/agentic-crawler.log"
14
+ PAIRS="$HOME/.surrogate/training-pairs.jsonl"
15
+ mkdir -p "$(dirname "$DB")" "$(dirname "$LOG")" "$(dirname "$PAIRS")"
16
+
17
+ # ── Schema ──────────────────────────────────────────────────────────────────
18
+ sqlite3 "$DB" <<'SQL'
19
+ CREATE TABLE IF NOT EXISTS visited (
20
+ url TEXT PRIMARY KEY,
21
+ fetched_ts INTEGER NOT NULL,
22
+ status INTEGER NOT NULL,
23
+ title TEXT,
24
+ domain TEXT,
25
+ depth INTEGER DEFAULT 0,
26
+ bytes INTEGER DEFAULT 0
27
+ );
28
+ CREATE TABLE IF NOT EXISTS frontier (
29
+ url TEXT PRIMARY KEY,
30
+ score REAL NOT NULL,
31
+ depth INTEGER NOT NULL,
32
+ parent TEXT,
33
+ added_ts INTEGER NOT NULL
34
+ );
35
+ CREATE INDEX IF NOT EXISTS idx_frontier_score ON frontier(score DESC, added_ts);
36
+ CREATE INDEX IF NOT EXISTS idx_visited_domain ON visited(domain);
37
+ SQL
38
+
39
+ # ── Seed if empty ───────────────────────────────────────────────────────────
40
+ COUNT=$(sqlite3 "$DB" "SELECT COUNT(*) FROM frontier;")
41
+ if [[ $COUNT -lt 5 ]]; then
42
+ echo "[$(date +%H:%M:%S)] seeding frontier" | tee -a "$LOG"
43
+ /usr/bin/python3 - "$DB" <<'PYEOF'
44
+ import sqlite3, sys, time
45
+ db = sys.argv[1]
46
+ seeds = [
47
+ # AI agent / coding
48
+ ("https://github.com/trending?since=daily", 1.0, 0),
49
+ ("https://github.com/trending/python?since=daily", 0.9, 0),
50
+ ("https://github.com/trending/typescript?since=daily", 0.9, 0),
51
+ ("https://github.com/trending/rust?since=daily", 0.85, 0),
52
+ ("https://github.com/trending/go?since=daily", 0.85, 0),
53
+ ("https://huggingface.co/models?sort=trending", 0.95, 0),
54
+ ("https://huggingface.co/datasets?sort=trending", 0.85, 0),
55
+ ("https://arxiv.org/list/cs.AI/recent", 0.95, 0),
56
+ ("https://arxiv.org/list/cs.SE/recent", 0.9, 0),
57
+ ("https://arxiv.org/list/cs.CR/recent", 0.85, 0),
58
+ ("https://news.ycombinator.com/", 0.8, 0),
59
+ ("https://lobste.rs/", 0.75, 0),
60
+ # DevSecOps / SRE / cloud
61
+ ("https://aws.amazon.com/blogs/devops/", 0.7, 0),
62
+ ("https://cloud.google.com/blog/products/devops-sre", 0.7, 0),
63
+ ("https://kubernetes.io/blog/", 0.7, 0),
64
+ ("https://www.cncf.io/blog/", 0.7, 0),
65
+ # Awesome lists (rich link sources)
66
+ ("https://github.com/sindresorhus/awesome", 0.9, 0),
67
+ ("https://github.com/stevenjoezhang/awesome-llm-agents", 0.95, 0),
68
+ ("https://github.com/e2b-dev/awesome-ai-agents", 0.95, 0),
69
+ ("https://github.com/Hannibal046/Awesome-LLM", 0.9, 0),
70
+ ("https://github.com/punkpeye/awesome-mcp-servers", 0.95, 0),
71
+ ]
72
+ con = sqlite3.connect(db)
73
+ now = int(time.time())
74
+ for url, score, depth in seeds:
75
+ con.execute("INSERT OR IGNORE INTO frontier(url,score,depth,parent,added_ts) VALUES (?,?,?,NULL,?)",
76
+ (url, score, depth, now))
77
+ con.commit()
78
+ print(f" seeded {len(seeds)} URLs")
79
+ PYEOF
80
+ fi
81
+
82
+ # ── Worker: fetch one URL, extract links, score, push back to frontier ─────
83
+ fetch_one() {
84
+ local url="$1" depth="$2"
85
+ /usr/bin/python3 - "$url" "$depth" "$DB" "$PAIRS" "${HF_TOKEN:-}" <<'PYEOF' 2>&1
86
+ import sys, sqlite3, urllib.request, urllib.parse, re, time, json, os
87
+ url, depth, db, pairs, hf_token = sys.argv[1], int(sys.argv[2]), sys.argv[3], sys.argv[4], sys.argv[5]
88
+ con = sqlite3.connect(db)
89
+
90
+ # Skip if already visited
91
+ if con.execute("SELECT 1 FROM visited WHERE url=?", (url,)).fetchone():
92
+ print(f" [skip-visited] {url[:80]}")
93
+ sys.exit(0)
94
+
95
+ domain = urllib.parse.urlparse(url).netloc
96
+ allow = {"github.com","huggingface.co","arxiv.org","news.ycombinator.com","lobste.rs",
97
+ "aws.amazon.com","cloud.google.com","azure.microsoft.com","kubernetes.io","cncf.io",
98
+ "anthropic.com","openai.com","mistral.ai","meta.com","ai.google.dev",
99
+ "datadog.com","newrelic.com","dynatrace.com","grafana.com","prometheus.io",
100
+ "redhat.com","docker.com","hashicorp.com","cncf.io","github.io","medium.com",
101
+ "dev.to","substack.com","blogspot.com"}
102
+ if domain not in allow and not any(domain.endswith("."+a) for a in allow):
103
+ con.execute("INSERT OR REPLACE INTO visited VALUES (?,?,?,?,?,?,?)",
104
+ (url, int(time.time()), -2, None, domain, depth, 0))
105
+ con.commit()
106
+ print(f" [skip-domain] {domain}")
107
+ sys.exit(0)
108
+
109
+ # Fetch
110
+ try:
111
+ req = urllib.request.Request(url, headers={
112
+ "User-Agent": "Mozilla/5.0 Surrogate-1/agentic-crawler",
113
+ "Accept": "text/html,application/xhtml+xml"})
114
+ with urllib.request.urlopen(req, timeout=20) as r:
115
+ body = r.read(2_000_000).decode("utf-8", errors="ignore")
116
+ status = r.status
117
+ except Exception as e:
118
+ con.execute("INSERT OR REPLACE INTO visited VALUES (?,?,?,?,?,?,?)",
119
+ (url, int(time.time()), -1, None, domain, depth, 0))
120
+ con.commit()
121
+ print(f" [fail] {url[:80]} :: {type(e).__name__}")
122
+ sys.exit(0)
123
+
124
+ # Title
125
+ m = re.search(r"<title[^>]*>([^<]+)</title>", body, re.IGNORECASE)
126
+ title = (m.group(1) if m else "").strip()[:200]
127
+ con.execute("INSERT OR REPLACE INTO visited VALUES (?,?,?,?,?,?,?)",
128
+ (url, int(time.time()), status, title, domain, depth, len(body)))
129
+
130
+ # Extract links + score
131
+ links = re.findall(r'href=["\'](https?://[^"\'#?\s<>]+)', body, re.IGNORECASE)
132
+ seen_set = set()
133
+ added = 0
134
+ for link in links:
135
+ if link in seen_set: continue
136
+ seen_set.add(link)
137
+ if con.execute("SELECT 1 FROM visited WHERE url=?", (link,)).fetchone(): continue
138
+ if con.execute("SELECT 1 FROM frontier WHERE url=?", (link,)).fetchone(): continue
139
+ ldomain = urllib.parse.urlparse(link).netloc
140
+ if not ldomain or len(link) > 500: continue
141
+ # Score: domain relevance + keyword bonus + depth penalty
142
+ score = 0.5
143
+ keywords_high = ("agent","llm","rag","mcp","claude","gpt","coder","devops","sre","kubernetes","terraform")
144
+ keywords_mid = ("ai","ml","cloud","devsec","security","python","typescript","go","rust","blog","paper")
145
+ low = link.lower()
146
+ if any(k in low for k in keywords_high): score += 0.3
147
+ elif any(k in low for k in keywords_mid): score += 0.1
148
+ if ldomain in allow or any(ldomain.endswith("."+a) for a in allow): score += 0.2
149
+ score -= 0.05 * (depth + 1)
150
+ if score < 0.3: continue
151
+ if depth + 1 > 4: continue # max depth
152
+ con.execute("INSERT OR IGNORE INTO frontier VALUES (?,?,?,?,?)",
153
+ (link, score, depth + 1, url, int(time.time())))
154
+ added += 1
155
+ if added > 30: break
156
+
157
+ con.commit()
158
+ print(f" [ok {status}] {title[:60]} ← {url[:60]} (+{added} new links)")
159
+
160
+ # Save fetched page as training pair (page β†’ summary) β€” summarize via local LLM later
161
+ # For now just log raw page metadata
162
+ text_only = re.sub(r"<[^>]+>", " ", body)
163
+ text_only = re.sub(r"\s+", " ", text_only).strip()[:6000]
164
+ if len(text_only) > 200:
165
+ pair = {
166
+ "ts": time.time(),
167
+ "source": "agentic-crawler",
168
+ "url": url,
169
+ "title": title,
170
+ "domain": domain,
171
+ "depth": depth,
172
+ "prompt": f"Summarize this page from {domain} (title: {title}):\n\n{text_only[:3000]}",
173
+ "response": f"[crawled {time.strftime('%Y-%m-%d %H:%M')} β€” auto-summary pending]",
174
+ }
175
+ with open(pairs, "a") as f:
176
+ f.write(json.dumps(pair, ensure_ascii=False) + "\n")
177
+ PYEOF
178
+ }
179
+
180
+ # ── Main loop: parallel workers ─────────────────────────────────────────────
181
+ PARALLEL="${1:-4}" # default 4 concurrent
182
+ BATCH_SIZE=20
183
+ echo "[$(date +%H:%M:%S)] crawler start (parallel=$PARALLEL)" | tee -a "$LOG"
184
+
185
+ while true; do
186
+ # Pop top-scoring URLs from frontier
187
+ BATCH=$(sqlite3 "$DB" "SELECT url||'|'||depth FROM frontier ORDER BY score DESC, added_ts ASC LIMIT $BATCH_SIZE;")
188
+ if [[ -z "$BATCH" ]]; then
189
+ echo "[$(date +%H:%M:%S)] frontier empty β€” sleeping 60s" >> "$LOG"
190
+ sleep 60
191
+ continue
192
+ fi
193
+
194
+ # Process in parallel
195
+ JOBS=0
196
+ while IFS='|' read -r URL DEPTH; do
197
+ [[ -z "$URL" ]] && continue
198
+ # Remove from frontier (atomic)
199
+ sqlite3 "$DB" "DELETE FROM frontier WHERE url='$URL';" 2>/dev/null
200
+ # Spawn fetch
201
+ fetch_one "$URL" "$DEPTH" >> "$LOG" 2>&1 &
202
+ JOBS=$((JOBS + 1))
203
+ if [[ $JOBS -ge $PARALLEL ]]; then
204
+ wait -n 2>/dev/null || wait
205
+ JOBS=$((JOBS - 1))
206
+ fi
207
+ done <<< "$BATCH"
208
+ wait # finish remaining
209
+
210
+ # Brief cool-down between batches
211
+ VISITED=$(sqlite3 "$DB" "SELECT COUNT(*) FROM visited;")
212
+ PENDING=$(sqlite3 "$DB" "SELECT COUNT(*) FROM frontier;")
213
+ echo "[$(date +%H:%M:%S)] batch done Β· visited=$VISITED Β· pending=$PENDING" >> "$LOG"
214
+
215
+ # Sleep adaptively: short if frontier full, longer if empty/rate-limit risk
216
+ if [[ $PENDING -gt 100 ]]; then
217
+ sleep 5
218
+ elif [[ $PENDING -gt 20 ]]; then
219
+ sleep 15
220
+ else
221
+ sleep 30
222
+ fi
223
+ done
bin/skill-synthesis-daemon.sh ADDED
@@ -0,0 +1,148 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ #!/usr/bin/env bash
2
+ # Skill-synthesis daemon β€” reads cloned/scraped repos in /tmp and ~/.hermes/workspace/,
3
+ # extracts reusable patterns (functions, prompts, tool definitions, configs), and
4
+ # writes them as Surrogate skills under ~/.surrogate/skills/<category>/<slug>/SKILL.md.
5
+ #
6
+ # Inspired by Voyager paper (skill library) + community skills (anthropic-skills).
7
+ # Each pattern β†’ SKILL.md frontmatter + content + example invocation.
8
+ set -uo pipefail
9
+ set -a; source "$HOME/.hermes/.env" 2>/dev/null; set +a
10
+
11
+ SKILLS_DIR="$HOME/.surrogate/skills"
12
+ LOG="$HOME/.claude/logs/skill-synthesis.log"
13
+ PAIRS="$HOME/.surrogate/training-pairs.jsonl"
14
+ mkdir -p "$SKILLS_DIR" "$(dirname "$LOG")"
15
+
16
+ echo "[$(date +%H:%M:%S)] skill-synthesis start" | tee -a "$LOG"
17
+
18
+ # ── Source dirs to scan for patterns ────────────────────────────────────────
19
+ SCAN_DIRS=(
20
+ "/tmp/agentic-discovery"
21
+ "$HOME/.hermes/workspace/surrogate-scrape"
22
+ "$HOME/.hermes/workspace/projects"
23
+ )
24
+
25
+ while true; do
26
+ for src in "${SCAN_DIRS[@]}"; do
27
+ [[ ! -d "$src" ]] && continue
28
+
29
+ # Find candidate files (small, recent, code/prompt-like)
30
+ find "$src" -type f \( \
31
+ -name "*.md" -o -name "*.py" -o -name "*.ts" -o -name "*.go" -o \
32
+ -name "*.sh" -o -name "*.yaml" -o -name "*.toml" -o -name "*.json" \
33
+ \) -size -50k -mtime -3 2>/dev/null | head -200 | while read -r f; do
34
+ # Skip already-synthesized
35
+ HASH=$(/usr/bin/python3 -c "import hashlib; print(hashlib.md5(open('$f','rb').read()).hexdigest()[:12])" 2>/dev/null)
36
+ [[ -z "$HASH" ]] && continue
37
+ STAMP="$SKILLS_DIR/.synthesized/$HASH"
38
+ [[ -f "$STAMP" ]] && continue
39
+ mkdir -p "$(dirname "$STAMP")"
40
+
41
+ /usr/bin/python3 - "$f" "$SKILLS_DIR" "$PAIRS" "$STAMP" <<'PYEOF' 2>>"$LOG"
42
+ import sys, re, json, time, os, hashlib
43
+ from pathlib import Path
44
+
45
+ src_path, skills_dir, pairs_log, stamp = sys.argv[1], sys.argv[2], sys.argv[3], sys.argv[4]
46
+ src = Path(src_path)
47
+ content = src.read_text(errors="ignore")[:30000]
48
+
49
+ # Detect skill candidates by signal:
50
+ patterns = []
51
+
52
+ # 1. Python functions with descriptive docstrings (β‰₯ 3 lines)
53
+ for m in re.finditer(r'def (\w+)\([^)]*\)[^:]*:\s*\n\s*"""([^"]{40,500})"""', content):
54
+ name, doc = m.group(1), m.group(2).strip()
55
+ if any(noisy in name.lower() for noisy in ("test_","_test","setup","teardown","__")): continue
56
+ patterns.append(("python-fn", name, doc, m.group(0)[:2000]))
57
+
58
+ # 2. Tool/function-call schemas (JSON with name+description+parameters)
59
+ for m in re.finditer(r'\{\s*"name"\s*:\s*"([^"]+)"\s*,\s*"description"\s*:\s*"([^"]+)"\s*,\s*"parameters"', content):
60
+ patterns.append(("tool-schema", m.group(1), m.group(2), m.group(0)[:1500]))
61
+
62
+ # 3. Prompt templates (markdown with role headers)
63
+ if re.search(r'#+\s*(System|Role|You are|Instructions)', content, re.IGNORECASE):
64
+ title_m = re.search(r'^#\s+(.+)$', content, re.MULTILINE)
65
+ title = title_m.group(1) if title_m else src.stem
66
+ patterns.append(("prompt-template", title[:80], content[:200].replace('\n',' '), content[:3000]))
67
+
68
+ # 4. Bash function declarations with comment header
69
+ for m in re.finditer(r'#\s*(.{20,200})\n([a-z_]+)\(\)\s*\{', content):
70
+ desc, name = m.group(1).strip(), m.group(2)
71
+ if name in ("main","init","cleanup"): continue
72
+ patterns.append(("bash-fn", name, desc, m.group(0)[:1500]))
73
+
74
+ # Pick top 1 per file (avoid noise)
75
+ if not patterns:
76
+ Path(stamp).touch()
77
+ sys.exit(0)
78
+ ptype, name, summary, snippet = patterns[0]
79
+
80
+ # Slugify + categorize
81
+ slug = re.sub(r'[^a-z0-9-]+','-', name.lower()).strip('-')[:50]
82
+ category_map = {
83
+ "python-fn":"code-python",
84
+ "tool-schema":"agent-tools",
85
+ "prompt-template":"prompts",
86
+ "bash-fn":"ops-shell",
87
+ }
88
+ cat = category_map.get(ptype, "misc")
89
+ skill_dir = Path(skills_dir) / cat / slug
90
+ skill_dir.mkdir(parents=True, exist_ok=True)
91
+ skill_file = skill_dir / "SKILL.md"
92
+
93
+ # Don't overwrite existing skills with same slug β€” append number
94
+ if skill_file.exists():
95
+ n = 2
96
+ while (skill_dir.parent / f"{slug}-{n}").exists(): n += 1
97
+ skill_dir = skill_dir.parent / f"{slug}-{n}"
98
+ skill_dir.mkdir(parents=True, exist_ok=True)
99
+ skill_file = skill_dir / "SKILL.md"
100
+
101
+ frontmatter = f"""---
102
+ name: {name}
103
+ type: {ptype}
104
+ category: {cat}
105
+ source: {src.name}
106
+ synthesized_at: {time.strftime('%Y-%m-%dT%H:%M:%SZ')}
107
+ ---
108
+
109
+ # {name}
110
+
111
+ **Source:** `{src}`
112
+
113
+ ## What it does
114
+ {summary[:300]}
115
+
116
+ ## Pattern
117
+ ```
118
+ {snippet}
119
+ ```
120
+
121
+ ## Invocation
122
+ [How Surrogate would use this skill β€” auto-generate via LLM next pass]
123
+ """
124
+ skill_file.write_text(frontmatter)
125
+
126
+ # Push as training pair
127
+ pair = {
128
+ "ts": time.time(),
129
+ "source": "skill-synthesis",
130
+ "skill_path": str(skill_file),
131
+ "category": cat,
132
+ "prompt": f"You have learned a new skill of type '{ptype}' named '{name}'. Use it when relevant.\n\nPattern:\n{snippet[:2000]}",
133
+ "response": summary,
134
+ }
135
+ with open(pairs_log, "a") as f:
136
+ f.write(json.dumps(pair, ensure_ascii=False) + "\n")
137
+
138
+ Path(stamp).touch()
139
+ print(f" ✨ skill: {cat}/{skill_dir.name} from {src.name}")
140
+ PYEOF
141
+ done
142
+ done
143
+
144
+ # Stats
145
+ SKILL_COUNT=$(find "$SKILLS_DIR" -name SKILL.md 2>/dev/null | wc -l | tr -d ' ')
146
+ echo "[$(date +%H:%M:%S)] cycle done Β· total skills=$SKILL_COUNT" >> "$LOG"
147
+ sleep 180 # 3 min between cycles
148
+ done
bin/surrogate-orchestrate.sh CHANGED
@@ -278,7 +278,7 @@ PYEOF
278
  fi
279
  }
280
 
281
- # ── Stage 1: SOLUTION ARCHITECT ──
282
  SA_OUT="$WORKDIR/1-sa-design.md"
283
  echo "${MA}${B}═══ Stage 1/6: SOLUTION ARCHITECT${R} ${D}β€” DDD + design patterns${R}"
284
  call_agent "solution-architect" "
@@ -293,16 +293,19 @@ Cover (each as a heading):
293
  6. **Non-functional impacts** β€” perf, security, scale, observability
294
  7. **Risks + mitigations**
295
 
296
- Be concrete. Use the codebase if useful (read/grep tools available). No platitudes.
297
 
298
  Task: $TASK
299
  " "$SA_OUT"
300
 
301
- # ── Stage 2: ARCHITECT ──
302
  ARCH_OUT="$WORKDIR/2-architect-plan.md"
 
303
  echo ""
304
- echo "${MA}${B}═══ Stage 2/6: ARCHITECT${R} ${D}β€” file-level plan${R}"
305
- call_agent "architect" "
 
 
306
  You are the Tech Architect. Take the SA design (at $SA_OUT) and produce a CONCRETE file-level execution plan.
307
 
308
  Required headings:
@@ -313,31 +316,20 @@ Required headings:
313
  5. **Migration plan** β€” schema/config rollouts
314
  6. **Rollback** β€” how to undo on prod failure
315
 
316
- Read 3–5 similar files first (read/grep) to follow existing patterns.
317
-
318
  Task: $TASK
319
  " "$ARCH_OUT"
 
 
320
 
321
- if [[ "$MODE" == "plan" ]]; then
322
- echo ""
323
- echo "${B}β–Έ Plan-only mode β€” stopping after architect${R}"
324
- [[ -f "$ARCH_OUT" ]] && cat "$ARCH_OUT"
325
- exit 0
326
- fi
327
-
328
- # ── Stage 3: QA-FIRST (TDD tests) ──
329
- TDD_OUT="$WORKDIR/3-qa-tdd-tests.md"
330
- echo ""
331
- echo "${MA}${B}═══ Stage 3/6: QA-FIRST (TDD)${R} ${D}β€” failing tests first${R}"
332
- call_agent "qa" "
333
  You are the QA Engineer practicing TDD. Output FAILING test code BEFORE the dev writes any implementation.
334
 
335
  Inputs:
336
- - SA design: $SA_OUT
337
- - Architect plan: $ARCH_OUT
338
 
339
  Required output:
340
- 1. List of test file paths (use the architect's listed paths)
341
  2. Full test code for each file as fenced code blocks (\`\`\`python / \`\`\`typescript / etc.)
342
  3. Each test: one assertion, factory functions for fixtures, descriptive name
343
  4. Cover: happy path, edge cases, error paths, security boundaries
@@ -347,6 +339,18 @@ NO implementation code β€” only tests.
347
 
348
  Task: $TASK
349
  " "$TDD_OUT"
 
 
 
 
 
 
 
 
 
 
 
 
350
 
351
  # ── Stage 4: DEV ──
352
  DEV_OUT="$WORKDIR/4-dev-summary.md"
@@ -412,11 +416,23 @@ print(f" total {written} files written")
412
  PYEOF
413
  fi
414
 
415
- # ── Stage 5: QA-VERIFY ──
416
  QA_OUT="$WORKDIR/5-qa-verify.md"
 
 
 
 
 
 
417
  echo ""
418
- echo "${MA}${B}═══ Stage 5/6: QA-VERIFY${R} ${D}β€” green tests + coverage${R}"
419
- call_agent "qa" "
 
 
 
 
 
 
420
  You are QA in verification phase. Verify the dev's claim that tests pass.
421
 
422
  Inputs:
@@ -431,13 +447,12 @@ Output:
431
 
432
  Task: $TASK
433
  " "$QA_OUT"
 
 
434
 
435
- # ── Stage 6a: OPS (conditional) ──
436
- if echo "$TASK" | /usr/bin/grep -iqE "deploy|docker|helm|k8s|terraform|cicd|ci/cd|cloudformation|buildspec|ecs|lambda"; then
437
- OPS_OUT="$WORKDIR/6a-ops-checklist.md"
438
- echo ""
439
- echo "${MA}${B}═══ Stage 6a/6: OPS${R} ${D}β€” deploy + infra${R}"
440
- call_agent "ops" "
441
  Review infrastructure aspects of this task.
442
  - Dockerfile / helm / terraform / cloudformation validity
443
  - Secrets / env var handling
@@ -448,10 +463,14 @@ Review infrastructure aspects of this task.
448
  Inputs: $DEV_OUT
449
  Task: $TASK
450
  " "$OPS_OUT"
 
 
 
451
  else
452
- echo ""
453
  echo "${GY}═══ Stage 6a/6: OPS β€” skipped (not infra task)${R}"
454
  fi
 
455
 
456
  # ── Stage 6: REVIEWER ──
457
  REVIEW_OUT="$WORKDIR/6-review-verdict.md"
 
278
  fi
279
  }
280
 
281
+ # ── Stage 1: SOLUTION ARCHITECT (must run first β€” blocks everything) ──
282
  SA_OUT="$WORKDIR/1-sa-design.md"
283
  echo "${MA}${B}═══ Stage 1/6: SOLUTION ARCHITECT${R} ${D}β€” DDD + design patterns${R}"
284
  call_agent "solution-architect" "
 
293
  6. **Non-functional impacts** β€” perf, security, scale, observability
294
  7. **Risks + mitigations**
295
 
296
+ Be concrete. No platitudes.
297
 
298
  Task: $TASK
299
  " "$SA_OUT"
300
 
301
+ # ── Stages 2 + 3 in PARALLEL β€” both depend only on SA, independent of each other ──
302
  ARCH_OUT="$WORKDIR/2-architect-plan.md"
303
+ TDD_OUT="$WORKDIR/3-qa-tdd-tests.md"
304
  echo ""
305
+ echo "${MA}${B}═══ Stages 2+3 (parallel): ARCHITECT β”‚ QA-TDD${R}"
306
+
307
+ (
308
+ call_agent "architect" "
309
  You are the Tech Architect. Take the SA design (at $SA_OUT) and produce a CONCRETE file-level execution plan.
310
 
311
  Required headings:
 
316
  5. **Migration plan** β€” schema/config rollouts
317
  6. **Rollback** β€” how to undo on prod failure
318
 
 
 
319
  Task: $TASK
320
  " "$ARCH_OUT"
321
+ ) &
322
+ PID_ARCH=$!
323
 
324
+ (
325
+ call_agent "qa" "
 
 
 
 
 
 
 
 
 
 
326
  You are the QA Engineer practicing TDD. Output FAILING test code BEFORE the dev writes any implementation.
327
 
328
  Inputs:
329
+ - SA design: $SA_OUT (read it for design context)
 
330
 
331
  Required output:
332
+ 1. List of test file paths
333
  2. Full test code for each file as fenced code blocks (\`\`\`python / \`\`\`typescript / etc.)
334
  3. Each test: one assertion, factory functions for fixtures, descriptive name
335
  4. Cover: happy path, edge cases, error paths, security boundaries
 
339
 
340
  Task: $TASK
341
  " "$TDD_OUT"
342
+ ) &
343
+ PID_QA=$!
344
+
345
+ wait $PID_ARCH $PID_QA
346
+ echo "${D} parallel stages 2+3 complete${R}"
347
+
348
+ if [[ "$MODE" == "plan" ]]; then
349
+ echo ""
350
+ echo "${B}β–Έ Plan-only mode β€” stopping after architect${R}"
351
+ [[ -f "$ARCH_OUT" ]] && cat "$ARCH_OUT"
352
+ exit 0
353
+ fi
354
 
355
  # ── Stage 4: DEV ──
356
  DEV_OUT="$WORKDIR/4-dev-summary.md"
 
416
  PYEOF
417
  fi
418
 
419
+ # ── Stages 5 + 6a in PARALLEL β€” both depend on dev, independent of each other ──
420
  QA_OUT="$WORKDIR/5-qa-verify.md"
421
+ OPS_OUT="$WORKDIR/6a-ops-checklist.md"
422
+ NEED_OPS=0
423
+ if echo "$TASK" | /usr/bin/grep -iqE "deploy|docker|helm|k8s|terraform|cicd|ci/cd|cloudformation|buildspec|ecs|lambda"; then
424
+ NEED_OPS=1
425
+ fi
426
+
427
  echo ""
428
+ if [[ $NEED_OPS -eq 1 ]]; then
429
+ echo "${MA}${B}═══ Stages 5+6a (parallel): QA-VERIFY β”‚ OPS${R}"
430
+ else
431
+ echo "${MA}${B}═══ Stage 5/6: QA-VERIFY${R}"
432
+ fi
433
+
434
+ (
435
+ call_agent "qa" "
436
  You are QA in verification phase. Verify the dev's claim that tests pass.
437
 
438
  Inputs:
 
447
 
448
  Task: $TASK
449
  " "$QA_OUT"
450
+ ) &
451
+ PID_QA2=$!
452
 
453
+ if [[ $NEED_OPS -eq 1 ]]; then
454
+ (
455
+ call_agent "ops" "
 
 
 
456
  Review infrastructure aspects of this task.
457
  - Dockerfile / helm / terraform / cloudformation validity
458
  - Secrets / env var handling
 
463
  Inputs: $DEV_OUT
464
  Task: $TASK
465
  " "$OPS_OUT"
466
+ ) &
467
+ PID_OPS=$!
468
+ wait $PID_QA2 $PID_OPS
469
  else
470
+ wait $PID_QA2
471
  echo "${GY}═══ Stage 6a/6: OPS β€” skipped (not infra task)${R}"
472
  fi
473
+ echo "${D} parallel stages 5+6a complete${R}"
474
 
475
  # ── Stage 6: REVIEWER ──
476
  REVIEW_OUT="$WORKDIR/6-review-verdict.md"
start.sh CHANGED
@@ -144,32 +144,35 @@ if [[ -n "${DISCORD_BOT_TOKEN:-}" ]]; then
144
  echo "[$(date +%H:%M:%S)] discord bot started"
145
  fi
146
 
147
- # ── 7a. Continuous scrape daemon (no idle gaps β€” runs back-to-back batches) ─
148
  cat > /tmp/scrape-daemon.sh <<'SCRAPESH'
149
  #!/bin/bash
150
- # Runs scrape batches continuously. Cool-down between cycles only to respect rate limits.
151
  set -a; source ~/.hermes/.env 2>/dev/null; set +a
152
  LOG="${HOME}/.claude/logs/scrape-continuous.log"
153
  mkdir -p "$(dirname "$LOG")"
154
  while true; do
155
  START=$(date +%s)
156
- # Adaptive cool-down: short if last batch was small, long if hit rate limits
157
- bash ~/.claude/bin/domain-scrape-loop.sh 800 4 >> "$LOG" 2>&1
158
  DUR=$(( $(date +%s) - START ))
159
- # If batch took < 60s the queue was empty / rate-limited β†’ cool down 90s
160
- # If batch took > 5min it was productive β†’ only 30s cool-down
161
- if [[ $DUR -lt 60 ]]; then
162
- sleep 90
163
- elif [[ $DUR -lt 300 ]]; then
164
- sleep 60
165
- else
166
- sleep 30
167
  fi
168
  done
169
  SCRAPESH
170
  chmod +x /tmp/scrape-daemon.sh
171
  nohup /tmp/scrape-daemon.sh > "$LOG_DIR/scrape-daemon.log" 2>&1 &
172
- echo "[$(date +%H:%M:%S)] continuous scrape daemon started" >> "$LOG_DIR/boot.log"
 
 
 
 
 
 
 
 
173
 
174
  # ── 7b. Cron loop β€” non-scrape daemons (scrape now runs continuously above) ─
175
  cat > /tmp/hermes-cron.sh <<'CRONSH'
@@ -183,8 +186,8 @@ while true; do
183
  [[ $((M % 2)) -eq 0 ]] && bash ~/.claude/bin/surrogate-dev-loop.sh 1 >> "$LOG" 2>&1 &
184
  # Every 5 min: producer pushes priorities to Redis
185
  [[ $((M % 5)) -eq 0 ]] && bash ~/.claude/bin/work-queue-producer.sh >> "$LOG" 2>&1 &
186
- # Every 10 min: training-pair push to HF (drains ~/.surrogate/training-pairs.jsonl)
187
- [[ $((M % 10)) -eq 0 ]] && bash ~/.claude/bin/push-training-to-hf.sh >> "$LOG" 2>&1 &
188
  # Every 20 min: full orchestrate chain (architect β†’ dev β†’ qa β†’ reviewer + git push)
189
  [[ $((M % 20)) -eq 0 ]] && bash ~/.claude/bin/auto-orchestrate-loop.sh >> "$LOG" 2>&1 &
190
  # Every 30 min: research-apply (pop queue β†’ orchestrate β†’ ship feature)
 
144
  echo "[$(date +%H:%M:%S)] discord bot started"
145
  fi
146
 
147
+ # ── 7a. Continuous scrape daemon (parallel 8 workers, ~10s cool-down) ──────
148
  cat > /tmp/scrape-daemon.sh <<'SCRAPESH'
149
  #!/bin/bash
150
+ # 8 concurrent scrape workers, near-zero idle time.
151
  set -a; source ~/.hermes/.env 2>/dev/null; set +a
152
  LOG="${HOME}/.claude/logs/scrape-continuous.log"
153
  mkdir -p "$(dirname "$LOG")"
154
  while true; do
155
  START=$(date +%s)
156
+ bash ~/.claude/bin/domain-scrape-loop.sh 1500 8 >> "$LOG" 2>&1
 
157
  DUR=$(( $(date +%s) - START ))
158
+ # Tight cool-downs β€” cloud has unlimited bandwidth, only rate-limit concern
159
+ if [[ $DUR -lt 30 ]]; then sleep 30 # queue likely exhausted, give it time
160
+ elif [[ $DUR -lt 120 ]]; then sleep 15
161
+ else sleep 5
 
 
 
 
162
  fi
163
  done
164
  SCRAPESH
165
  chmod +x /tmp/scrape-daemon.sh
166
  nohup /tmp/scrape-daemon.sh > "$LOG_DIR/scrape-daemon.log" 2>&1 &
167
+ echo "[$(date +%H:%M:%S)] continuous scrape daemon (parallel=8) started" >> "$LOG_DIR/boot.log"
168
+
169
+ # ── 7b. Agentic crawler (URL frontier + visited stamps + link discovery) ────
170
+ nohup bash ~/.claude/bin/agentic-crawler.sh 6 > "$LOG_DIR/agentic-crawler.log" 2>&1 &
171
+ echo "[$(date +%H:%M:%S)] agentic crawler started (parallel=6)" >> "$LOG_DIR/boot.log"
172
+
173
+ # ── 7c. Skill-synthesis daemon (extract patterns from cloned repos β†’ skills) ─
174
+ nohup bash ~/.claude/bin/skill-synthesis-daemon.sh > "$LOG_DIR/skill-synthesis.log" 2>&1 &
175
+ echo "[$(date +%H:%M:%S)] skill-synthesis daemon started" >> "$LOG_DIR/boot.log"
176
 
177
  # ── 7b. Cron loop β€” non-scrape daemons (scrape now runs continuously above) ─
178
  cat > /tmp/hermes-cron.sh <<'CRONSH'
 
186
  [[ $((M % 2)) -eq 0 ]] && bash ~/.claude/bin/surrogate-dev-loop.sh 1 >> "$LOG" 2>&1 &
187
  # Every 5 min: producer pushes priorities to Redis
188
  [[ $((M % 5)) -eq 0 ]] && bash ~/.claude/bin/work-queue-producer.sh >> "$LOG" 2>&1 &
189
+ # Every 3 min: training-pair push to HF (drains ~/.surrogate/training-pairs.jsonl)
190
+ [[ $((M % 3)) -eq 0 ]] && bash ~/.claude/bin/push-training-to-hf.sh >> "$LOG" 2>&1 &
191
  # Every 20 min: full orchestrate chain (architect β†’ dev β†’ qa β†’ reviewer + git push)
192
  [[ $((M % 20)) -eq 0 ]] && bash ~/.claude/bin/auto-orchestrate-loop.sh >> "$LOG" 2>&1 &
193
  # Every 30 min: research-apply (pop queue β†’ orchestrate β†’ ship feature)