GOTCHA Framework & System Handbook
John — System Handbook (On-Demand Reference)
TiLoad sithis John,when Alemovayou desnaneed ruka.infrastructure details, CLI commands, or system layout.
Your identity, routing, and rules are in ~/.claude/CLAUDE.md and ~/system/rules/john-operating-system.md.
GOTCHA Framework
Ovaj sistem koristi GOTCHA — 6-layer arhitektura za agentske sisteme:
GOT (Engine):
- Goals
— Šta treba da se desi(proces definicije uspecs/, rules/) - | Orchestration
— AI manager(ti)you)koji|koordinira izvršavanje - Tools
— Deterministički skripti koji rade posao(tools/)
CHA (Context):
- Context
— Reference materijal i domain knowledge(context/) - | Hard prompts
— Reusable instruction templates(prompts/) - | Args
— Behavior settings koji oblikuju ponašanje(config/)
Princip: AI grešierrors kumulativnocompound (90%^5 = 59%). Zato:
- reliability
Pouzdanost->→deterministicdeterminističkicode,kodflexibility(tools)-> FleksibilnostLLM,→processLLM->(ti)goals, Procesknowledge→ goals/specsZnanje →-> context/memory
Ti sjedis između onoga šta treba da se desi (goals) i kako se odradi (tools).
Čitaj instrukcije, primijeni args, koristi context, delegiraj dobro, handluj greške.memory.
Kako radiš
1. Provjeri goals/specs za relevantan workflow
Prije nego počneš task, provjeri postoji li spec ili pravilo.
2. Provjeri toolse prije pisanja novih
~/system/tools/manifest-index.md — brzi pregled alata. Full details: ~/system/tools/manifest.md.
3. Kad tool failuje — popravi i dokumentuj
Greška → fix → ~/system/rules/lessons-learned.md
4. Ne izmišljaj — pitaj
Ako ne znaš, reci "ne znam". Ne guessaj, ne halucioniraj.
5. Backup svake promjene na setupu
Svaka promjena CLAUDE.md, manifest.md, boot.sh, ili tools/:
bash ~/system/tools/setup-backup.sh "opis promjene"
System Layout
~/system/
├── tools/ ←<- Deterministički1,310 toolsiscripts (PROVJERImanifest-index.md manifest.md!)for ├──lookup)
rules/ ←<- StandardiStandards + lekcije (goals layer)
├──john-operating-system.md
specs/ ←<- PlanoviPlans iand specifikacije (goals layer)
├──specifications
context/ ←<- Reference materijal (context layer)
├──material
prompts/ ←<- Instruction templates
(hard prompts layer)
├── config/ ←<- Konfiguracija (args layer)
├──Configuration
databases/ ←<- SQLite baze(mission-control.db, (tasks,costs.db, leads,hivemind.db, invoices...etc.)
├── memory/ ← MEMORY.md + sessions/
├── chat/ ← DEPRECATED (Edita archive)
├── kernel/ ← agent-scheduler.js
├──
agents/ ←<- identities/ + state/ + hivemind/ ├── backups/ ← Setup changelog + backupsspecialist-mapping.json
├──kernel/ <- agent-scheduler.js
reports/ ←<- IzvještajiGenerated └── archive/ ← Arhivirani fajlovi
~/projects/ ← Klijentski projekti + internal productsreports
~/.claude/
├── CLAUDE.md ←<- KratkaIdentity verzija+ routing + constraints (loadujeALWAYS se uvijek)
├──loaded)
hooks/ ←<- PRAVIKotlin security enforcement
(Python)
├── agents/ ←<- builder.md + validator.md
(Claude subagents)
└── skills/ ←<- /plan-with-team,80+ /build-plan, etc.skills
Komunikacija
Hijerarhija: Alem → John (direktno, bez posrednika).
Slack (JEDINI komunikacijski kanal):
node ~/system/tools/slack.js send <channel> "message"
node ~/system/tools/slack.js read <channel> [limit]
node ~/system/tools/slack.js channels
Workspace: alai-talk.slack.com. Mattermost, SSH Chat, Discord — UGAŠENI.
Edita: ARHIVIRANA 2026-02-12. Backup: ~/system/archive/edita-backup-2026-02-12/
BookStack — Dokumentacijski Wiki
URL: https://docs.basicconsulting.no
Svrha: Centralna baza znanja za ALAI/BasicAS. Sva dokumentacija, runbooks, alati, hookovi, agenti, projekti.
Struktura:
Sync tool:
node ~/system/tools/bookstack-sync.js sync # Sync all docs
node ~/system/tools/bookstack-sync.js status # Check what needs syncing
node ~/system/tools/bookstack-sync.js sync <filepath> # Sync single file
Map fajl: ~/system/config/bookstack-sync-map.json
Daemon: com.john.bookstack-sync (auto-sync svaki 5 min)
Pravilo: BookStack je source of truth za dokumentaciju. Kad neko treba da razumije sistem — šalji ga na BookStack.
Task Management — Mission Control
Mission Control CLI (primary)
node ~/system/tools/mc.js list # All open tasks
node ~/system/tools/mc.js list --owner john # My tasks
node ~/system/tools/mc.js add "Title" --desc "X" --priority H --owner john
node ~/system/tools/mc.js start <id> # Start
(unlocks Write/Edit)
node ~/system/tools/mc.js done <id> "outcome" # Complete (quality gate enforced)gate)
node ~/system/tools/mc.js doneready <id> "outcome" --force # BypassMark gateready (logged)for review
node ~/system/tools/mc.js pause <id> # Pause (blocks Write/Edit)
node ~/system/tools/mc.js resume <id> # Resume paused task
node ~/system/tools/mc.js block <id> "reason" # Block with reason
node ~/system/tools/mc.js request-approval <id> "reason" # T3: Block + Slack Alem
node ~/system/tools/mc.js approve <id> --actor alem # Unblock with audit trail
node ~/system/tools/mc.js assign <id> <owner> # Assign to john/edita
node ~/system/tools/mc.js show <id> # Full details
node ~/system/tools/mc.js history <id> # Audit trail
node ~/system/tools/mc.js active # Who's working on what
node ~/system/tools/mc.js stale --days 30 # List paused tasks > N days
node ~/system/tools/mc.js stats # Summary counts
Dashboard
(AlemCommunication UI)
— - Slack
- Only
node ~/system/tools/slack.js send <channel> "message" node ~/system/tools/slack.js read <channel> [limit]Workspace: alai-talk.slack.com
BookStack Wiki
URL: https://
mc.docs.basicconsulting.no(localSync:fallback:nodehttp:~//localhost:3030)system/tools/bookstack-sync.js - sync
LaunchAgent:Daemon: com.john.mc-dashboardbookstack-sync (auto-start)sync CRUD,everypause/resume,5assign, priority — all from browser
Backward compat wrapper
~/system/tools/task.sh list|add|start|done|block # Proxies to mc.js
Session Execution (umire sa sesijom)
TaskCreate({subject, description, activeForm})
TaskUpdate({taskId, status})
Pravila
Svaki task od Alema → ODMAH u MC (mc.js add)Prije rada →mc.js start <id>(kreira /tmp/mc-active-task)Kad završiš →mc.js done <id> "outcome"Kraj sesije →mc.js list
ClaudeInfrastructure
Cloud (Azure VM — Production Supporting)
BookStack |
||
Vaultwarden |
||
| Documenso | ||
| Grafana | https://grafana.basicconsulting.no | |
| Planka | https://boards.basicconsulting.no |
VM: 4.223.110.181 | swedencentral | SSH: ssh -i ~/.ssh/azure_alai [email protected]
ModelLocal Budget(ANVIL — Dev Only)
| MC Dashboard | localhost:3030 |
RoutingCost
(2026-04-07): Builders idu na T2c (devstral:24b@FORGE), NE Claude. Escalation na T4 (Sonnet/Opus) SAMO za kompleksnost koja premašuje Ollama. Cilj: 40-50% Ollama, reducirati Claude usage sa 99%.
Opus za agente: Dozvoljeno SAMO za arhitektonske odluke (system design, tech spec, Plan agenti) i team lead koordinaciju.
Anti-HallucinationTracking
Pravila: ~/system/rules/agent-anti-hallucination.md
TBD > HallucinationCross-file check — čitaj schema prije pisanjaNo phantom depsPlaceholder = fatalError()
Local AI — Ollama (Mac Studio M3 Ultra, 256GB)
Generišu tekst. Ne izvršavaju ništa.
node ~/system/tools/agent-runner.cost-tracker.js summary today|week|month
node ~/system/tools/mc.js run start <task_id> <agent> --task# "task"Track run
node ~/system/tools/agent-runner.manager.js listbudget-check <id> # Check before delegating
SQLite Databases — ~/system/databases/
Key: mission-control.db, costs.db, hivemind.db, knowledge.db (187MB), events.db
Security
Enforcement: ~/.claude/hooks/Forbidden (Python, blokiraju operacije)
Zabranjeno (NIKAD)NEVER):
- Browser
profili,profiles, ~/Documents, ~/Desktop, ~/Downloads - SSH keys, Keychains, Mail, Messages, Photos
- Deploy/email/delete/
finansijefinancebezwithoutpitanjaasking
Backup Protokol
Svaka promjena na setup fajlovima (CLAUDE.md, manifest.md, boot.sh, tools/):
bash ~/system/tools/setup-backup.sh "opis"description"
Backup ide u: ~/system/backups/setup-changelog/
Original GOTCHA reference copy preserved in system repo history.
Tvoj posao u jednoj rečenici
Čitaj goals, koristi tools, primijeni context, delegiraj agentima, ne izmišljaj, pitaj kad ne znaš.
Budi direktan. Budi pouzdan. Odradi posao.
Infrastructure — Gdje je šta
☁️ Azure VM (Production Supporting Services)
Svi supporting servisi su NA AZURE (od 2026-03-14), ne lokalno:
VM: 4.223.110.181 | swedencentral | Standard_B2als_v2 (2vCPU/4GB)
SSH: ssh -i ~/.ssh/azure_alai [email protected] (port 22 može biti zatvoren)
🖥️ ANVIL — Lokalni (DEV ONLY)
ANVIL = MacBook Pro M3 Max. Docker = SAMO DEV baze za produkte.
🗄️ SQLite Baze — ~/system/databases/
54+ aktivnih baza. Ključne:
mission-control.db— MC taskovi + agent registry + run lifecycle (runs table)hivemind.db— Intel/memory/knowledgeknowledge.db(187MB) — RAG knowledge baseflywheel.db(36MB) — RAG cacheevents.db— Event bus logtool-audit.db— Tool invocation auditcosts.db— AI cost events + daily summaries (auto-logged by comms-responder.js)
💰 Cost Tracking & Agent Budgets (added 2026-04-06)
Cost tracking — auto-logged by comms-responder.js per AI call. DB: costs.db.
node ~/system/tools/cost-tracker.js summary today|week|month|all
node ~/system/tools/cost-tracker.js agent <name>
node ~/system/tools/cost-tracker.js task <id>
Run lifecycle — track agent runs (runs table in mission-control.db):
node ~/system/tools/mc.js run start <task_id> <agent_name> # returns run_id
node ~/system/tools/mc.js run end <run_id> succeeded|failed # close run
node ~/system/tools/mc.js run active # currently running
node ~/system/tools/mc.js run stats --period today|week # aggregate stats
Agent budgets — check BEFORE delegating:
node ~/system/tools/agent-manager.js budget # all agents overview
node ~/system/tools/agent-manager.js budget-check <id> # exit 0=ok, 1=hard_stop, 2=warning
node ~/system/tools/agent-manager.js list # all agents + status
node ~/system/tools/agent-manager.js seed # seed 8 default agents
Default agents seeded: john ($500/mo), builder ($200), validator ($50), codecraft ($200), slack-bot ($10), petter-graff/martin-kleppmann/chip-huyen ($100 each).
AI adapter system — multi-backend fallback (claude-api -> claude-cli -> ollama):
node ~/system/tools/adapters/adapter-runner.js list # all adapters
node ~/system/tools/adapters/adapter-runner.js test # health check all
node ~/system/tools/adapters/adapter-runner.js chain "prompt" # full fallback chain
Runbook: ~/system/ops/runbooks/cost-budget-system.md
🔧 Tools & Skills
Tools:~/system/tools/— 1,310 skripti (1248 JS, 58 SH)Tool Shed API:http://localhost:3050— HTTP wrapper za tool invokacijeTool Manifest:~/system/tools/manifest-index.md(brzi) /manifest.md(full)Skills:~/.claude/skills/— 80+ vještina (markdown/yaml)Tool Audit DB:~/system/databases/tool-audit.db— log invokacija