PlanOpticon

planopticon / docs / guide / companion.md
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3551b80… noreply 1 # Interactive Companion REPL
3551b80… noreply 2
3551b80… noreply 3 The PlanOpticon Companion is an interactive Read-Eval-Print Loop (REPL) that provides a conversational interface to PlanOpticon's full feature set. It combines workspace awareness, knowledge graph querying, LLM-powered chat, and planning agent skills into a single session.
3551b80… noreply 4
3551b80… noreply 5 Use the Companion when you want to explore a knowledge graph interactively, ask natural-language questions about extracted content, generate planning artifacts on the fly, or switch between providers and models without restarting.
3551b80… noreply 6
3551b80… noreply 7 ---
3551b80… noreply 8
3551b80… noreply 9 ## Launching the Companion
3551b80… noreply 10
3551b80… noreply 11 There are three equivalent ways to start the Companion.
3551b80… noreply 12
3551b80… noreply 13 ### As a subcommand
3551b80… noreply 14
3551b80… noreply 15 ```bash
3551b80… noreply 16 planopticon companion
3551b80… noreply 17 ```
3551b80… noreply 18
3551b80… noreply 19 ### With the `--chat` / `-C` flag
3551b80… noreply 20
3551b80… noreply 21 ```bash
3551b80… noreply 22 planopticon --chat
3551b80… noreply 23 planopticon -C
3551b80… noreply 24 ```
3551b80… noreply 25
3551b80… noreply 26 These flags launch the Companion directly from the top-level CLI, without invoking a subcommand.
3551b80… noreply 27
3551b80… noreply 28 ### With options
3551b80… noreply 29
3551b80… noreply 30 The `companion` subcommand accepts options for specifying knowledge base paths, LLM provider, and model:
3551b80… noreply 31
3551b80… noreply 32 ```bash
3551b80… noreply 33 # Point at a specific knowledge base
3551b80… noreply 34 planopticon companion --kb ./results
3551b80… noreply 35
3551b80… noreply 36 # Use a specific provider
3551b80… noreply 37 planopticon companion -p anthropic
3551b80… noreply 38
3551b80… noreply 39 # Use a specific model
3551b80… noreply 40 planopticon companion --chat-model gpt-4o
3551b80… noreply 41
3551b80… noreply 42 # Combine options
3551b80… noreply 43 planopticon companion --kb ./results -p openai --chat-model gpt-4o
3551b80… noreply 44 ```
3551b80… noreply 45
3551b80… noreply 46 | Option | Description |
3551b80… noreply 47 |---|---|
3551b80… noreply 48 | `--kb PATH` | Path to a knowledge graph file or directory (repeatable) |
3551b80… noreply 49 | `-p, --provider NAME` | LLM provider: `auto`, `openai`, `anthropic`, `gemini`, `ollama`, `azure`, `together`, `fireworks`, `cerebras`, `xai` |
3551b80… noreply 50 | `--chat-model NAME` | Override the default chat model for the selected provider |
3551b80… noreply 51
3551b80… noreply 52 ---
3551b80… noreply 53
3551b80… noreply 54 ## Auto-discovery
3551b80… noreply 55
3551b80… noreply 56 On startup, the Companion automatically scans the workspace for relevant files:
3551b80… noreply 57
3551b80… noreply 58 **Knowledge graphs.** The Companion uses `find_nearest_graph()` to locate the closest `knowledge_graph.db` or `knowledge_graph.json` file. It searches the current directory, common output subdirectories (`results/`, `output/`, `knowledge-base/`), recursively downward (up to 4 levels), and upward through parent directories. SQLite `.db` files are preferred over `.json` files.
3551b80… noreply 59
3551b80… noreply 60 **Videos.** The current directory is scanned for files with `.mp4`, `.mkv`, and `.webm` extensions.
3551b80… noreply 61
3551b80… noreply 62 **Documents.** The current directory is scanned for files with `.md`, `.pdf`, and `.docx` extensions.
3551b80… noreply 63
3551b80… noreply 64 **LLM provider.** If `--provider` is set to `auto` (the default), the Companion attempts to initialise a provider using any available API key in the environment (`OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, `GEMINI_API_KEY`, etc.).
3551b80… noreply 65
3551b80… noreply 66 All discovered context is displayed in the welcome banner:
3551b80… noreply 67
3551b80… noreply 68 ```
3551b80… noreply 69 PlanOpticon Companion
3551b80… noreply 70 Interactive planning REPL
3551b80… noreply 71
3551b80… noreply 72 Knowledge graph: knowledge_graph.db (42 entities, 87 relationships)
3551b80… noreply 73 Videos: meeting-2024-01-15.mp4, sprint-review.mp4
3551b80… noreply 74 Docs: requirements.md, architecture.pdf
3551b80… noreply 75 LLM provider: openai (model: gpt-4o)
3551b80… noreply 76
3551b80… noreply 77 Type /help for commands, or ask a question.
3551b80… noreply 78 ```
3551b80… noreply 79
3551b80… noreply 80 If no knowledge graph is found, the banner shows "No knowledge graph loaded." Commands that require a KG will return an appropriate message rather than failing silently.
3551b80… noreply 81
3551b80… noreply 82 ---
3551b80… noreply 83
3551b80… noreply 84 ## Slash Commands
3551b80… noreply 85
3551b80… noreply 86 The Companion supports 18 slash commands. Type `/help` at the prompt to see the full list.
3551b80… noreply 87
3551b80… noreply 88 ### /help
3551b80… noreply 89
3551b80… noreply 90 Display all available commands with brief descriptions.
3551b80… noreply 91
3551b80… noreply 92 ```
3551b80… noreply 93 planopticon> /help
3551b80… noreply 94 Available commands:
3551b80… noreply 95 /help Show this help
3551b80… noreply 96 /status Workspace status
3551b80… noreply 97 /skills List available skills
3551b80… noreply 98 /entities [--type T] List KG entities
3551b80… noreply 99 /search TERM Search entities by name
3551b80… noreply 100 /neighbors ENTITY Show entity relationships
3551b80… noreply 101 /export FORMAT Export KG (markdown, obsidian, notion, csv)
3551b80… noreply 102 /analyze PATH Analyze a video/doc
3551b80… noreply 103 /ingest PATH Ingest a file into the KG
3551b80… noreply 104 /auth SERVICE Authenticate with a cloud service
3551b80… noreply 105 /provider [NAME] List or switch LLM provider
3551b80… noreply 106 /model [NAME] Show or switch chat model
3551b80… noreply 107 /run SKILL Run a skill by name
3551b80… noreply 108 /plan Run project_plan skill
3551b80… noreply 109 /prd Run PRD skill
3551b80… noreply 110 /tasks Run task_breakdown skill
3551b80… noreply 111 /quit, /exit Exit companion
3551b80… noreply 112
3551b80… noreply 113 Any other input is sent to the chat agent (requires LLM).
3551b80… noreply 114 ```
3551b80… noreply 115
3551b80… noreply 116 ### /status
3551b80… noreply 117
3551b80… noreply 118 Show a summary of the current workspace state: loaded knowledge graph (with entity and relationship counts, broken down by entity type), number of discovered videos and documents, and whether an LLM provider is active.
3551b80… noreply 119
3551b80… noreply 120 ```
3551b80… noreply 121 planopticon> /status
3551b80… noreply 122 Workspace status:
3551b80… noreply 123 KG: /home/user/project/results/knowledge_graph.db (42 entities, 87 relationships)
3551b80… noreply 124 technology: 15
3551b80… noreply 125 person: 12
3551b80… noreply 126 concept: 10
3551b80… noreply 127 organization: 5
3551b80… noreply 128 Videos: 2 found
3551b80… noreply 129 Docs: 3 found
3551b80… noreply 130 Provider: active
3551b80… noreply 131 ```
3551b80… noreply 132
3551b80… noreply 133 ### /skills
3551b80… noreply 134
3551b80… noreply 135 List all registered planning agent skills with their names and descriptions. These are the skills that can be invoked via `/run`.
3551b80… noreply 136
3551b80… noreply 137 ```
3551b80… noreply 138 planopticon> /skills
3551b80… noreply 139 Available skills:
3551b80… noreply 140 project_plan: Generate a structured project plan from knowledge graph
3551b80… noreply 141 prd: Generate a product requirements document (PRD) / feature spec
3551b80… noreply 142 roadmap: Generate a product/project roadmap
3551b80… noreply 143 task_breakdown: Break down goals into tasks with dependencies
3551b80… noreply 144 github_issues: Generate GitHub issues from task breakdown
3551b80… noreply 145 requirements_chat: Interactive requirements gathering via guided questions
3551b80… noreply 146 doc_generator: Generate technical documentation, ADRs, or meeting notes
3551b80… noreply 147 artifact_export: Export artifacts in agent-ready formats
3551b80… noreply 148 cli_adapter: Push artifacts to external tools via their CLIs
3551b80… noreply 149 notes_export: Export knowledge graph as structured notes (Obsidian, Notion)
3551b80… noreply 150 wiki_generator: Generate a GitHub wiki from knowledge graph and artifacts
3551b80… noreply 151 ```
3551b80… noreply 152
3551b80… noreply 153 ### /entities [--type TYPE]
3551b80… noreply 154
3551b80… noreply 155 List entities from the loaded knowledge graph. Optionally filter by entity type.
3551b80… noreply 156
3551b80… noreply 157 ```
3551b80… noreply 158 planopticon> /entities
3551b80… noreply 159 Found 42 entities
3551b80… noreply 160 [technology] Python -- General-purpose programming language
3551b80… noreply 161 [person] Alice -- Lead engineer on the project
3551b80… noreply 162 [concept] Microservices -- Architectural pattern discussed
3551b80… noreply 163 ...
3551b80… noreply 164
3551b80… noreply 165 planopticon> /entities --type person
3551b80… noreply 166 Found 12 entities
3551b80… noreply 167 [person] Alice -- Lead engineer on the project
3551b80… noreply 168 [person] Bob -- Product manager
3551b80… noreply 169 ...
3551b80… noreply 170 ```
3551b80… noreply 171
3551b80… noreply 172 !!! note
3551b80… noreply 173 This command requires a loaded knowledge graph. If none is loaded, it returns "No knowledge graph loaded."
3551b80… noreply 174
3551b80… noreply 175 ### /search TERM
3551b80… noreply 176
3551b80… noreply 177 Search entities by name substring (case-insensitive).
3551b80… noreply 178
3551b80… noreply 179 ```
3551b80… noreply 180 planopticon> /search python
3551b80… noreply 181 Found 3 entities
3551b80… noreply 182 [technology] Python -- General-purpose programming language
3551b80… noreply 183 [technology] Python Flask -- Web framework for Python
3551b80… noreply 184 [concept] Python packaging -- Discussion of pip and packaging tools
3551b80… noreply 185 ```
3551b80… noreply 186
3551b80… noreply 187 ### /neighbors ENTITY
3551b80… noreply 188
3551b80… noreply 189 Show all entities and relationships connected to a given entity. This performs a breadth-first traversal (depth 1) from the named entity.
3551b80… noreply 190
3551b80… noreply 191 ```
3551b80… noreply 192 planopticon> /neighbors Alice
3551b80… noreply 193 Found 4 entities and 5 relationships
3551b80… noreply 194 [person] Alice -- Lead engineer on the project
3551b80… noreply 195 [technology] Python -- General-purpose programming language
3551b80… noreply 196 [organization] Acme Corp -- Employer
3551b80… noreply 197 [concept] Authentication -- Auth system design
3551b80… noreply 198 Alice --[works_with]--> Python
3551b80… noreply 199 Alice --[employed_by]--> Acme Corp
3551b80… noreply 200 Alice --[proposed]--> Authentication
3551b80… noreply 201 Bob --[collaborates_with]--> Alice
3551b80… noreply 202 Authentication --[discussed_by]--> Alice
3551b80… noreply 203 ```
3551b80… noreply 204
3551b80… noreply 205 ### /export FORMAT
3551b80… noreply 206
3551b80… noreply 207 Request an export of the knowledge graph. Supported formats: `markdown`, `obsidian`, `notion`, `csv`. This command prints the equivalent CLI command to run.
3551b80… noreply 208
3551b80… noreply 209 ```
3551b80… noreply 210 planopticon> /export obsidian
3551b80… noreply 211 Export 'obsidian' requested. Use the CLI command:
3551b80… noreply 212 planopticon export obsidian /home/user/project/results/knowledge_graph.db
3551b80… noreply 213 ```
3551b80… noreply 214
3551b80… noreply 215 ### /analyze PATH
3551b80… noreply 216
3551b80… noreply 217 Request analysis of a video or document file. Validates the file exists and prints the equivalent CLI command.
3551b80… noreply 218
3551b80… noreply 219 ```
3551b80… noreply 220 planopticon> /analyze meeting.mp4
3551b80… noreply 221 Analyze requested for meeting.mp4. Use the CLI:
3551b80… noreply 222 planopticon analyze -i /home/user/project/meeting.mp4
3551b80… noreply 223 ```
3551b80… noreply 224
3551b80… noreply 225 ### /ingest PATH
3551b80… noreply 226
3551b80… noreply 227 Request ingestion of a file into the knowledge graph. Validates the file exists and prints the equivalent CLI command.
3551b80… noreply 228
3551b80… noreply 229 ```
3551b80… noreply 230 planopticon> /ingest notes.md
3551b80… noreply 231 Ingest requested for notes.md. Use the CLI:
3551b80… noreply 232 planopticon ingest /home/user/project/notes.md
3551b80… noreply 233 ```
3551b80… noreply 234
3551b80… noreply 235 ### /auth [SERVICE]
3551b80… noreply 236
3551b80… noreply 237 Authenticate with a cloud service. When called without arguments, lists all available services. When called with a service name, triggers the authentication flow.
3551b80… noreply 238
3551b80… noreply 239 ```
3551b80… noreply 240 planopticon> /auth
3551b80… noreply 241 Usage: /auth SERVICE
3551b80… noreply 242 Available: dropbox, github, google, microsoft, notion, zoom
3551b80… noreply 243
3551b80… noreply 244 planopticon> /auth zoom
3551b80… noreply 245 Zoom authenticated (oauth)
3551b80… noreply 246 ```
3551b80… noreply 247
3551b80… noreply 248 ### /provider [NAME]
3551b80… noreply 249
3551b80… noreply 250 List available LLM providers and their status, or switch to a different provider.
3551b80… noreply 251
3551b80… noreply 252 When called without arguments (or with `list`), shows all known providers with their availability status:
3551b80… noreply 253
3551b80… noreply 254 - **ready** -- API key found in environment
3551b80… noreply 255 - **local** -- runs locally (Ollama)
3551b80… noreply 256 - **no key** -- no API key configured
3551b80… noreply 257
3551b80… noreply 258 The currently active provider is marked.
3551b80… noreply 259
3551b80… noreply 260 ```
3551b80… noreply 261 planopticon> /provider
3551b80… noreply 262 Available providers:
3551b80… noreply 263 openai: ready (active)
3551b80… noreply 264 anthropic: ready
3551b80… noreply 265 gemini: no key
3551b80… noreply 266 ollama: local
3551b80… noreply 267 azure: no key
3551b80… noreply 268 together: no key
3551b80… noreply 269 fireworks: no key
3551b80… noreply 270 cerebras: no key
3551b80… noreply 271 xai: no key
3551b80… noreply 272
3551b80… noreply 273 Current: openai
3551b80… noreply 274 ```
3551b80… noreply 275
3551b80… noreply 276 To switch providers at runtime:
3551b80… noreply 277
3551b80… noreply 278 ```
3551b80… noreply 279 planopticon> /provider anthropic
3551b80… noreply 280 Switched to provider: anthropic
3551b80… noreply 281 ```
3551b80… noreply 282
3551b80… noreply 283 Switching the provider reinitialises the provider manager and the planning agent. The chat model is reset to the provider's default. If initialisation fails, an error message is shown.
3551b80… noreply 284
3551b80… noreply 285 ### /model [NAME]
3551b80… noreply 286
3551b80… noreply 287 Show the current chat model, or switch to a different one.
3551b80… noreply 288
3551b80… noreply 289 ```
3551b80… noreply 290 planopticon> /model
3551b80… noreply 291 Current model: default
3551b80… noreply 292 Usage: /model MODEL_NAME
3551b80… noreply 293
3551b80… noreply 294 planopticon> /model claude-sonnet-4-20250514
3551b80… noreply 295 Switched to model: claude-sonnet-4-20250514
3551b80… noreply 296 ```
3551b80… noreply 297
3551b80… noreply 298 Switching the model reinitialises both the provider manager and the planning agent.
3551b80… noreply 299
3551b80… noreply 300 ### /run SKILL
3551b80… noreply 301
3551b80… noreply 302 Run any registered skill by name. The skill receives the current agent context (knowledge graph, query engine, provider, and any previously generated artifacts) and returns an artifact.
3551b80… noreply 303
3551b80… noreply 304 ```
3551b80… noreply 305 planopticon> /run roadmap
3551b80… noreply 306 --- Roadmap (roadmap) ---
3551b80… noreply 307 # Roadmap
3551b80… noreply 308
3551b80… noreply 309 ## Vision & Strategy
3551b80… noreply 310 ...
3551b80… noreply 311 ```
3551b80… noreply 312
3551b80… noreply 313 If the skill cannot execute (missing KG or provider), an error message is returned. Use `/skills` to see all available skill names.
3551b80… noreply 314
3551b80… noreply 315 ### /plan
3551b80… noreply 316
3551b80… noreply 317 Shortcut for `/run project_plan`. Generates a structured project plan from the loaded knowledge graph.
3551b80… noreply 318
3551b80… noreply 319 ```
3551b80… noreply 320 planopticon> /plan
3551b80… noreply 321 --- Project Plan (project_plan) ---
3551b80… noreply 322 # Project Plan
3551b80… noreply 323
3551b80… noreply 324 ## Executive Summary
3551b80… noreply 325 ...
3551b80… noreply 326 ```
3551b80… noreply 327
3551b80… noreply 328 ### /prd
3551b80… noreply 329
3551b80… noreply 330 Shortcut for `/run prd`. Generates a product requirements document.
3551b80… noreply 331
3551b80… noreply 332 ```
3551b80… noreply 333 planopticon> /prd
3551b80… noreply 334 --- Product Requirements Document (prd) ---
3551b80… noreply 335 # Product Requirements Document
3551b80… noreply 336
3551b80… noreply 337 ## Problem Statement
3551b80… noreply 338 ...
3551b80… noreply 339 ```
3551b80… noreply 340
3551b80… noreply 341 ### /tasks
3551b80… noreply 342
3551b80… noreply 343 Shortcut for `/run task_breakdown`. Breaks goals and features into tasks with dependencies, priorities, and effort estimates. The output is JSON.
3551b80… noreply 344
3551b80… noreply 345 ```
3551b80… noreply 346 planopticon> /tasks
3551b80… noreply 347 --- Task Breakdown (task_list) ---
3551b80… noreply 348 [
3551b80… noreply 349 {
3551b80… noreply 350 "id": "T1",
3551b80… noreply 351 "title": "Set up authentication service",
3551b80… noreply 352 "description": "Implement OAuth2 flow with JWT tokens",
3551b80… noreply 353 "depends_on": [],
3551b80… noreply 354 "priority": "high",
3551b80… noreply 355 "estimate": "1w",
3551b80… noreply 356 "assignee_role": "backend engineer"
3551b80… noreply 357 },
3551b80… noreply 358 ...
3551b80… noreply 359 ]
3551b80… noreply 360 ```
3551b80… noreply 361
3551b80… noreply 362 ### /quit and /exit
3551b80… noreply 363
3551b80… noreply 364 Exit the Companion REPL.
3551b80… noreply 365
3551b80… noreply 366 ```
3551b80… noreply 367 planopticon> /quit
3551b80… noreply 368 Bye.
3551b80… noreply 369 ```
3551b80… noreply 370
3551b80… noreply 371 ---
3551b80… noreply 372
3551b80… noreply 373 ## Exiting the Companion
3551b80… noreply 374
3551b80… noreply 375 In addition to `/quit` and `/exit`, you can exit by:
3551b80… noreply 376
3551b80… noreply 377 - Typing `quit`, `exit`, `bye`, or `q` as bare words (without the `/` prefix)
3551b80… noreply 378 - Pressing `Ctrl+C` or `Ctrl+D`
3551b80… noreply 379
3551b80… noreply 380 All of these end the session with a "Bye." message.
3551b80… noreply 381
3551b80… noreply 382 ---
3551b80… noreply 383
3551b80… noreply 384 ## Chat Mode
3551b80… noreply 385
3551b80… noreply 386 Any input that does not start with `/` and is not a bare exit word is sent to the chat agent as a natural-language message. This requires a configured LLM provider.
3551b80… noreply 387
3551b80… noreply 388 ```
3551b80… noreply 389 planopticon> What technologies were discussed in the meeting?
3551b80… noreply 390 Based on the knowledge graph, the following technologies were discussed:
3551b80… noreply 391
3551b80… noreply 392 1. **Python** -- mentioned in the context of backend development
3551b80… noreply 393 2. **React** -- proposed for the frontend redesign
3551b80… noreply 394 3. **PostgreSQL** -- discussed as the primary database
3551b80… noreply 395 ...
3551b80… noreply 396 ```
3551b80… noreply 397
3551b80… noreply 398 The chat agent maintains conversation history across the session. It has full awareness of:
3551b80… noreply 399
3551b80… noreply 400 - The loaded knowledge graph (entity and relationship counts, types)
3551b80… noreply 401 - Any artifacts generated during the session (via `/plan`, `/prd`, `/tasks`, `/run`)
3551b80… noreply 402 - All available slash commands (which it may suggest when relevant)
3551b80… noreply 403 - The full PlanOpticon CLI command set
3551b80… noreply 404
3551b80… noreply 405 If no LLM provider is configured, chat mode returns an error with instructions:
3551b80… noreply 406
3551b80… noreply 407 ```
3551b80… noreply 408 planopticon> What was discussed?
3551b80… noreply 409 Chat requires an LLM provider. Set one of:
3551b80… noreply 410 OPENAI_API_KEY
3551b80… noreply 411 ANTHROPIC_API_KEY
3551b80… noreply 412 GEMINI_API_KEY
3551b80… noreply 413 Or pass --provider / --chat-model.
3551b80… noreply 414 ```
3551b80… noreply 415
3551b80… noreply 416 ---
3551b80… noreply 417
3551b80… noreply 418 ## Runtime Provider and Model Switching
3551b80… noreply 419
3551b80… noreply 420 One of the Companion's key features is the ability to switch LLM providers and models without restarting the session. This is useful for:
3551b80… noreply 421
3551b80… noreply 422 - Comparing outputs across different models
3551b80… noreply 423 - Falling back to a local model (Ollama) when API keys expire
3551b80… noreply 424 - Using a cheaper model for exploratory queries and a more capable one for artifact generation
3551b80… noreply 425
3551b80… noreply 426 When you switch providers or models via `/provider` or `/model`, the Companion:
3551b80… noreply 427
3551b80… noreply 428 1. Updates the internal provider name and/or model name
3551b80… noreply 429 2. Reinitialises the `ProviderManager`
3551b80… noreply 430 3. Reinitialises the `PlanningAgent` with a fresh `AgentContext` that retains the loaded knowledge graph and query engine
3551b80… noreply 431
3551b80… noreply 432 Conversation history is preserved across provider switches.
3551b80… noreply 433
3551b80… noreply 434 ---
3551b80… noreply 435
3551b80… noreply 436 ## Example Session
3551b80… noreply 437
3551b80… noreply 438 The following walkthrough shows a typical Companion session, from launch through exploration to artifact generation.
3551b80… noreply 439
3551b80… noreply 440 ```bash
3551b80… noreply 441 $ planopticon companion --kb ./results
3551b80… noreply 442 ```
3551b80… noreply 443
3551b80… noreply 444 ```
3551b80… noreply 445 PlanOpticon Companion
3551b80… noreply 446 Interactive planning REPL
3551b80… noreply 447
3551b80… noreply 448 Knowledge graph: knowledge_graph.db (58 entities, 124 relationships)
3551b80… noreply 449 Videos: sprint-review-2024-03.mp4
3551b80… noreply 450 Docs: architecture.md, requirements.pdf
3551b80… noreply 451 LLM provider: openai (model: default)
3551b80… noreply 452
3551b80… noreply 453 Type /help for commands, or ask a question.
3551b80… noreply 454
3551b80… noreply 455 planopticon> /status
3551b80… noreply 456 Workspace status:
3551b80… noreply 457 KG: /home/user/project/results/knowledge_graph.db (58 entities, 124 relationships)
3551b80… noreply 458 technology: 20
3551b80… noreply 459 person: 15
3551b80… noreply 460 concept: 13
3551b80… noreply 461 organization: 8
3551b80… noreply 462 time: 2
3551b80… noreply 463 Videos: 1 found
3551b80… noreply 464 Docs: 2 found
3551b80… noreply 465 Provider: active
3551b80… noreply 466
3551b80… noreply 467 planopticon> /entities --type person
3551b80… noreply 468 Found 15 entities
3551b80… noreply 469 [person] Alice -- Lead architect
3551b80… noreply 470 [person] Bob -- Product manager
3551b80… noreply 471 [person] Carol -- Frontend lead
3551b80… noreply 472 ...
3551b80… noreply 473
3551b80… noreply 474 planopticon> /neighbors Alice
3551b80… noreply 475 Found 6 entities and 8 relationships
3551b80… noreply 476 [person] Alice -- Lead architect
3551b80… noreply 477 [technology] Kubernetes -- Container orchestration platform
3551b80… noreply 478 [concept] Microservices -- Proposed architecture pattern
3551b80… noreply 479 ...
3551b80… noreply 480 Alice --[proposed]--> Microservices
3551b80… noreply 481 Alice --[expert_in]--> Kubernetes
3551b80… noreply 482 ...
3551b80… noreply 483
3551b80… noreply 484 planopticon> What were the main decisions made in the sprint review?
3551b80… noreply 485 Based on the knowledge graph, the sprint review covered several key decisions:
3551b80… noreply 486
3551b80… noreply 487 1. **Adopt microservices architecture** -- Alice proposed and the team agreed
3551b80… noreply 488 to move from the monolith to a microservices pattern.
3551b80… noreply 489 2. **Use Kubernetes for orchestration** -- Selected over Docker Swarm.
3551b80… noreply 490 3. **Prioritize authentication module** -- Bob identified this as the highest
3551b80… noreply 491 priority for the next sprint.
3551b80… noreply 492
3551b80… noreply 493 planopticon> /provider anthropic
3551b80… noreply 494 Switched to provider: anthropic
3551b80… noreply 495
3551b80… noreply 496 planopticon> /model claude-sonnet-4-20250514
3551b80… noreply 497 Switched to model: claude-sonnet-4-20250514
3551b80… noreply 498
3551b80… noreply 499 planopticon> /plan
3551b80… noreply 500 --- Project Plan (project_plan) ---
3551b80… noreply 501 # Project Plan
3551b80… noreply 502
3551b80… noreply 503 ## Executive Summary
3551b80… noreply 504 This project plan outlines the migration from a monolithic architecture
3551b80… noreply 505 to a microservices-based system, as discussed in the sprint review...
3551b80… noreply 506
3551b80… noreply 507 ## Goals & Objectives
3551b80… noreply 508 ...
3551b80… noreply 509
3551b80… noreply 510 planopticon> /tasks
3551b80… noreply 511 --- Task Breakdown (task_list) ---
3551b80… noreply 512 [
3551b80… noreply 513 {
3551b80… noreply 514 "id": "T1",
3551b80… noreply 515 "title": "Design service boundaries",
3551b80… noreply 516 "description": "Define microservice boundaries based on domain analysis",
3551b80… noreply 517 "depends_on": [],
3551b80… noreply 518 "priority": "high",
3551b80… noreply 519 "estimate": "3d",
3551b80… noreply 520 "assignee_role": "architect"
3551b80… noreply 521 },
3551b80… noreply 522 ...
3551b80… noreply 523 ]
3551b80… noreply 524
3551b80… noreply 525 planopticon> /export obsidian
3551b80… noreply 526 Export 'obsidian' requested. Use the CLI command:
3551b80… noreply 527 planopticon export obsidian /home/user/project/results/knowledge_graph.db
3551b80… noreply 528
3551b80… noreply 529 planopticon> quit
3551b80… noreply 530 Bye.
3551b80… noreply 531 ```

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