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Angelo
SUMMARY
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    natashahirt/angelo
    natashahirt/angelo
    • Home
    • Getting started
      • Set up angelo
      • Coordinate your first task
      • Capture work in memory
      • Organize a corpus
    • Coordinator
      • Overview
      • Agent roster
      • Choosing checkers
      • Why angelo, not a framework
    • Memory
      • Overview
      • Tree and clusters
      • Dashboard
      • Experiments and AWS
    • Zettelkasten
      • Overview
      • Grounded extraction
      • Datasets
      • Claim mining
      • Spines
      • Matrices
      • Remine
    • Extensions
      • Stream
      • Synapse
        • Grounded navigation
        • MemDSL v1 and OUTPUT v2
      • Iceberg
    • User guides
      • Install angelo
      • Use angelo in Claude Code
      • Updating
      • Use the memory dashboard
      • Use the zettelkasten dashboard
      • Record to memory
      • Use MCP prompts and resources
      • Create a custom agent
      • Run experiments: artifacts, backups, and cloud reruns
      • Configure the artifacts remote
      • Build a matrix
      • Ground a claim in data
      • Export & import a knowledge graph
      • Promote a spine
      • Troubleshooting
    • Reference
      • Reference overview
      • Command cheatsheet
      • MCP tool reference
      • Glossary
      • LLM agent guide
      • Code reference
        • memory
          • artifact_tools
          • artifacts
          • artifacts_server
          • code_context
          • commit
          • dashboard
            • backend
              • agent
              • graph_loader
              • main
              • presence
              • routes
                • _common
                • agent
                • cluster
                • code
                • coordinator
                • documents
                • entries
                • experiments
                • projects
                • search
                • sessions
                • settings
                • skills
                • tree
            • launcher_core
          • drift_symbols
          • embedders
          • export
          • federation
          • gexf
          • git_state
          • jobs
          • ranking
          • reranking
          • retrieval
          • runner
          • safety
          • server
          • sharing
            • bundle
            • bundle_git
            • config
            • crypto
            • grants_edit
            • identity
            • projection
            • signing
          • storage
        • zettelkasten
          • auto_note
          • backfill
          • bibliography
          • build_jobs
          • bundle
          • bundle_builder
          • citations_ops
          • claim_producer
          • claims
          • commit
          • config
          • coordinator_agents
          • coverage
          • dashboard
            • backend
              • main
              • routes
                • _common
                • agent
                • citations
                • claims
                • coverage
                • graph_data
                • guide
                • notes
                • organizations
                • outline
                • projects
                • reviews
                • tables
          • dashboard_launch
          • data_grounding
          • datasets
          • decision_tree
          • embeddings
          • enrich
          • equation_snapshot
          • export
          • extraction_schemas
          • federation
          • frame_answer
          • framing
          • global_index
          • graph
          • graph_io
          • grounding
          • import_vault
          • ingest
          • llm_adapter
          • openalex
          • opportunities
          • organizations
          • organizations_migration
          • organizations_porting
          • outline
            • gather
            • materials
            • verify
          • outline_registry
          • outlines
          • papers
          • reconcile
          • remine
          • reranking
          • retrieval
          • review
          • server
          • sharing
            • bundle
            • config
            • grants_edit
            • projection
            • scrub
          • spine
          • spine_suggest
          • stance
          • syllabus
          • synapse
            • answer_surface
            • assemble
            • build
            • candidates
            • config
            • epistemics
            • eval
            • grounding_router
            • matrix
            • memdsl
              • parser
              • render
              • schema
            • memory_source
            • navigate
            • navigation
            • overlay
            • query
            • retrieval
            • sharing
              • bundle
              • config
              • recipient_index
            • substrate
            • synthesis
            • trace_surface
            • typing_llm
            • worker
            • worker_client
          • tables
          • tables_build
          • tables_common
          • tables_gather
          • tables_nested_spines
          • tables_persist
          • tables_schema_matrix
          • tables_spines
          • usage
          • zotero
        • stream
          • analysis
          • api
          • confidence
          • config
          • contrib
          • drivers
            • base
            • claude
            • cursor
            • gpt
          • executor
          • feeds
          • live
          • protocols
          • router
          • scoring
          • templates
          • tools
        • angelo_cli
          • claude_hooks

    SUMMARY

    • Overview
    • Path-scoped write coordination: per-path coordinator lease + per-box zettelkasten locks
    • Built core stream/ package: portable drivers + headless executor + multi-schema extraction template + config/feeds/router facade
    • v2 spine model: structure tree + first-class spine-side membership relation (supersedes grid framing)
    • Schemas can declare materialized structure (the synthesis spine); added a schema-generation tool
    • Spines are additive/separate/selectable layers: NOT project sources, spine-side edges, 'Organize by' picker
    • Implemented grounded-extraction bundle via a generic coordinator capability-contribution seam
    • Per-workspace dashboard identity: stable instance id + auto-derived ports
    • Source-first ingestion for the zettelkasten agent (ingest_source + content-hash + full-text cache)
    • Moved zettelkasten storage to committed .zettelkasten/ (mirrors .memory/)
    • Committing code auto-writes to memory (git-commit/push triggers memory record + flush)
    • Plan: cloud-first experiment rerun with S3 job queue and AWS runner
    • Cluster view: semantic embedding layout with auto-detected clusters
    • Multi-parent DAG: contains edges, ELK layered layout, cycle-safe add_parent API
    • Decision: Memory-native manifests over DVC pipelines for experiment tracking
    • Replaced linear pipeline with alias-based DAG graph
    • Chose KGLite as the knowledge graph backend
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