- Agent identity injection: prepend core-personality to all agent prompts
so agents dream as me, not as generic graph workers. Include instructions
to walk the graph and connect new nodes to core concepts.
- Parallel agent scheduling: sequential within type, parallel across types.
Different agent types (linker, organize, replay) run concurrently.
- Linker prompt: graph walking instead of keyword search for connections.
"Explore the local topology and walk the graph until you find the best
connections."
- memory-search fixes: format_results no longer truncates to 5 results,
pipeline default raised to 50, returned file cleared on compaction,
--seen and --seen-full merged, compaction timestamp in --seen output,
max_entries=3 per prompt for steady memory drip.
- Stemmer optimization: strip_suffix now works in-place on a single String
buffer instead of allocating 18 new Strings per word. Note for future:
reversed-suffix trie for O(suffix_len) instead of O(n_rules).
- Transcript: add compaction_timestamp() for --seen display.
- Agent budget configurable (default 4000 from config).
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Walks high-degree hub nodes, reads neighborhood, distills essential
insights upward into the hub. REFINE to update stale hubs, SPLIT
to flag hubs that cover too many sub-topics. Size discipline:
200-500 words per hub, flag over 800 for splitting.
Completes the agent ecology: extract (experience) → link (linker) →
organize (clusters) → distill (hubs) → rename (vocabulary) → split
(overgrown hubs). Each stage refines the previous.
Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
