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cortex-broadcast

Skill24 starsChanged 2 months agoApache-2.0View on GitHub

llm-wiki style broadcast ingest — conversational update of related existing pages when a Raw has been distilled. Use when the user says "broadcast", "跑 broadcast", "compound this into the vault", "merge pending-merge", "process broadcast queue", or when cortex-distill invokes broadcast inline after Step 8 commit (automatic dispatch for every new / pending-merge Raw).

The file

Show its rules and text

We split this skill into the rules it gives an agent

34 rules. About 0 are common, 13 are distinctive, and 21 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈13

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 21

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    If the config file doesn't exist, tell the user to run /cortexes:genesis first.

    line 26
  2. Very specific:

    Does not already contain any of: | broadcast:, | merged:, | no-broadcast:.

    line 47
  3. Very specific:

    Do NOT grep the marker string — a meta-session's body quotes it many times, which fools a substring scan.

    line 58
  4. Very specific:

    If the user invoked --list, print each queued Raw with:

    line 64
  5. Very specific:

    If no args: pick the first entry from the queue.

    line 89
  6. Very specific:

    If <raw-path> arg: cortex-vec raw-state <raw-path> must print exactly new or pending-merge (a (broadcast-resolved) suffix or any other …

    line 90
  7. Distinctive:

    NEVER Read the full Raw file.

    line 94
  8. Very specific:

    Run, with the passage single-quoted (inside double quotes the backticks Raw text carries run as command substitution.

    line 143
  9. Very specific:

    If the Raw's frontmatter has repo:, also pass --repo <name> when the query topic looks repo-specific.

    line 151
  10. Distinctive:

    Every hit carries a comparable cosine regardless of which retrieval stream surfaced it.

    line 168
  11. Very specific:

    If cortex-vec ran successfully but zero results (after dropping the Raw's own targets) meet score >= target_min_score:

    line 173
  12. Distinctive:

    If the command errors (not found, ECONNREFUSED, etc.):

    line 187
  13. Very specific:

    Use your own semantic judgment to pick up to target_top_n candidate pages that look related to the Raw, never one of its own targets …

    line 190
  14. Very specific:

    If the Raw's outcome is pending-merge:

    line 197
  15. Very specific:

    If present: mark it as pre-selected [x].

    line 201
  16. Very specific:

    If absent (score now below threshold, or file renamed): still include it as a pre-selected entry at the top, with a note (below current …

    line 202
  17. Very specific:

    All other candidates default to unchecked [ ].

    line 213
  18. Very specific:

    Read the user's toggles until they confirm.

    line 231
  19. Very specific:

    If the list is empty after confirmation, jump directly to Step 9 with pages_touched = [] — this will write a broadcast: <date> → (no …

    line 233
  20. Distinctive:

    Read the target page's full content.

    line 241
  21. Very specific:

    If the passages read so far do not cover this page's topic, find the ones that do through the Step 4 plan (opening it if needed): raw-map …

    line 246
  22. Distinctive:

    Read the user's response:

    line 258
  23. Distinctive:

    Stop condition — whichever comes first:

    line 264
  24. Distinctive:

    Commit this page's edit in the vault repo:

    line 278
  25. Distinctive:

    If the Raw contains a claim that directly contradicts a claim in the page:

    line 289
  26. Very specific:

    If the user types abort / cancel during page conversation:

    line 307
  27. Distinctive:

    Do not apply any uncommitted in-memory changes from this page.

    line 309
  28. Distinctive:

    Do not update the Raw marker or append log entry.

    line 311
  29. Distinctive:

    After all selected pages are committed (or the selected list was empty):

    line 321
  30. Very specific:

    Use the marker line Step 4 read — the authoritative <!-- distilled: ...

    line 325
  31. Distinctive:

    If the Read is no longer current, re-read those lines only.

    line 328
  32. Distinctive:

    Use the Edit tool to replace the marker line.

    line 341
  33. Very specific:

    If empty: write pages_touched: (none).

    line 367
  34. Very specific:

    If Step 5 fallback ran (cortex-vec unavailable), add candidates_source: llm-fallback as a final line.

    line 381

≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Cortex Broadcast — Compounding Ingest

Propagate insights from a distilled Raw into related existing Notes/Projects pages through conversational per-page edits.

Resolve Vault Path and Config

Read ~/.cortex/config.json:

jq -r '.vault_path' ~/.cortex/config.json
jq -r '.broadcast.target_top_n // 5' ~/.cortex/config.json
jq -r '.broadcast.target_min_score // 0.40' ~/.cortex/config.json

If the config file doesn't exist, tell the user to run /cortexes:genesis first.

Step 1: Resolve Arguments

The command supports three invocations:

FormAction
/cortexes:broadcast (no args)Pop the first (oldest) Raw from the eligible queue
/cortexes:broadcast <raw-path>Use the specified Raw (relative or absolute path)
/cortexes:broadcast --listPrint the eligible queue and exit

Step 2: Build Eligible Queue

A Raw is eligible iff its marker meets all of:

  • Contains <!-- distilled: YYYY-MM-DD → ... --> (Phase 1 processed).
  • Outcome is new or pending-merge (the marker content after → is either a path like Notes/X.md / Projects/Y/Z.md, or starts with pending-merge:; anything else — (skip: routine), (no insight), or the pre-Phase-1 legacy (no extractable content) — is ineligible).
  • Does not already contain any of: | broadcast:, | merged:, | no-broadcast:.

Build the list via:

cortex-vec broadcast-queue --root <vault>/Raw

This applies the three criteria above against each Raw's authoritative marker (header marker, or last non-empty line) and returns the result FIFO by path. Do NOT grep the marker string — a meta-session's body quotes it many times, which fools a substring scan. To inspect one file, use cortex-vec raw-state <file>.

Step 3: Handle --list

If the user invoked --list, print each queued Raw with:

  • Relative path from vault
  • Outcome (extract from marker: new if target is a path; pending-merge if marker contains pending-merge:)
  • Original target (for pending-merge Raws; — for new)

Format:

Eligible queue (N Raws):

  1. Raw/2026/04/17/141013_session_acme-notify.md
     outcome: pending-merge → Projects/acme-notify/oauth flow chart.md (0.48)

  2. Raw/2026/04/17/163941_session_acme-sdk.md
     outcome: new → Projects/acme-sdk/build-flag-semantics.md

Run /cortexes:broadcast to process the first, or /cortexes:broadcast <path> for a specific one.

Exit after listing.

Step 4: Select Raw and Read Content

If no args: pick the first entry from the queue. If <raw-path> arg: cortex-vec raw-state <raw-path> must print exactly new or pending-merge (a (broadcast-resolved) suffix or any other state is ineligible); abort with a clear error if not.

NEVER Read the full Raw file. Its original text arrives through bounded pages, as in cortex-distill Step 2. Read, in order:

  1. The marker. A bounded Read of the marker's lines only: the last few lines (offset near wc -l <raw>), or the region before the first ### User for a header marker. Parse the outcome and (for pending-merge) the original target path and score. Step 9.1 edits this line; the Edit tool needs the file Read first.
  2. The frontmatter. A bounded Read of the Raw's frontmatter only (limit at its closing ---), for the repo: Steps 5 and 9 need.
  3. Insight passages.
    • Inline mode (dispatched by cortex-distill Step 9): the passages distill paged in this session are already in context. Work from them. Distill has completed its plan, so a passage you still need comes from a plan opened as below.
    • Standalone mode, or inline needing more: open a plan and play find-first.

      cortex-vec distill-plan start <raw>          # note plan_id
      cortex-vec raw-map <raw> --plan-id <id> --find "★ Insight" --find-only
      cortex-vec raw-span <raw> --plan-id <id> --span-id <N>

      A ★ Insight hit lands on the callout's first span only: read the following span ids (N+1, …) until the callout's closing rule. Other anchors: a symbol, path or error string from the distilled target page (outcome new) or the pending-merge target's title. Page the map from the top (raw-map --cursor) only when no anchor hits. ANOTHER_PLAN_ACTIVE means an in-flight distill owns the ledger: ask the user, never clear it. On BUDGET_EXHAUSTED, stop reading and work from what you have.

This plan is opened only for its bounded pages and budget ledger: never seal or complete it (those verify a distill outcome). Clear it when broadcast ends — Step 9.3, quit at Step 7, or abort in Step 8:

cortex-vec distill-plan clear --plan-id <id>

Step 5: Find Candidate Pages

Pick the most content-ful insight passage read in Step 4 — the densest ★ Insight callout, the clearest analysis paragraph naming specific referents (symbols, file paths, bug mechanisms), or (legacy Raws) the longest Discovery/Decision bullet — trimmed to roughly one paragraph. This is the same heuristic as cortex-distill Step 3.2.

Run, with the passage single-quoted (inside double quotes the backticks Raw text carries run as command substitution; write an apostrophe as '\''):

cortex-vec search '<passage text>' --n <target_top_n>

If the Raw's frontmatter has repo:, also pass --repo <name> when the query topic looks repo-specific. Omit otherwise.

--repo narrows the Projects/ partition only; cross-repo Notes/ always appear in results regardless of the filter, and a page listing several repos passes a filter naming any of them.

Outcome new: drop the Raw's own targets. The marker names the pages this Raw was distilled into: the text after →, one or more vault-relative paths joined by , (split after each .md, not at every comma — a title may contain one). Those pages already hold the insight, so the search ranks them first. Pass --n <target_top_n + number of targets> and drop every hit whose id equals a target, so the menu still offers up to target_top_n other pages. (The pending-merge target is not dropped: Step 6 pre-selects it.)

Filter the remaining results to those with score >= target_min_score. Every hit carries a comparable cosine regardless of which retrieval stream surfaced it.

If no candidates pass the threshold

If cortex-vec ran successfully but zero results (after dropping the Raw's own targets) meet score >= target_min_score:

  • For outcome new: skip Steps 6–8 entirely. Jump to Step 9 with pages_touched = [] and tag the terminal state as no-candidates (distinct from no-changes). Step 9.1 will produce the marker broadcast: <today> → (no candidates).
  • For outcome pending-merge: the original pending-merge target is still pre-selected in Step 6 regardless of threshold (per Step 6's "absent" clause). Proceed to Step 7 as normal with a single-entry menu.

Announce to the user before jumping:

No candidate pages scored at or above <threshold> for this Raw.
Finalizing as broadcast: (no candidates). Marker will reflect this.

Fallback if cortex-vec is unavailable

If the command errors (not found, ECONNREFUSED, etc.):

  1. Read <vault>/_index.md.
  2. Use your own semantic judgment to pick up to target_top_n candidate pages that look related to the Raw, never one of its own targets (outcome new).
  3. Note candidates_source: llm-fallback for the log entry later.

Step 6: Pre-select Pending-Merge Target

If the Raw's outcome is pending-merge:

  • Extract the target path from the marker.
  • Find that path in the candidate list.
    • If present: mark it as pre-selected [x].
    • If absent (score now below threshold, or file renamed): still include it as a pre-selected entry at the top, with a note (below current threshold). Original distill intent overrides current threshold.

Example of the menu line in this case:

[x] 1. Projects/acme-notify/oauth flow chart.md (0.48)  ← pending-merge target (below current threshold)

All other candidates default to unchecked [ ].

Step 7: Present Menu and Confirm

Display:

Broadcast target candidates for <raw-filename>:

  [x] 1. <path> (<score>)      ← pending-merge target   (if applicable)
  [ ] 2. <path> (<score>)
  [ ] 3. <path> (<score>)
  ...

Toggle: number (1–N) to flip, 'a' all, 'n' none, then Enter to confirm.
Cancel: type 'quit' to abort the menu without marking the Raw (no commits have been made yet).

Read the user's toggles until they confirm. Build the final selected list. On quit, clear the Step 4 plan (if one was opened) and exit. If the list is empty after confirmation, jump directly to Step 9 with pages_touched = [] — this will write a broadcast: <date> → (no changes) marker.

Step 8: Per-Page Conversational Edit Loop

For each selected page, in menu order:

  1. Read the target page's full content.
  2. Announce the page to the user:
    === [1/3] Editing Notes/Nginx/Web benchmark.md ===
  3. If the passages read so far do not cover this page's topic, find the ones that do through the Step 4 plan (opening it if needed): raw-map --find "<a symbol or term from the page>" --find-only, then raw-span the hits. Identify candidate change types from those Raw passages vs the page:
    • Prose rewrite of a section that overlaps topically
    • Wikilink insertion (add [[raw-filename]] or [[new-page-from-raw]])
    • Contradiction flag (see Contradiction Handling below)
    • Summary / intro revision if the Raw substantially changes the page's framing
  4. Propose change #1. Be specific: show the exact before/after for the affected section, not a prose description.
  5. Read the user's response:
    • yes / y → apply to working copy
    • no / n → discard this proposal
    • Free-form text (e.g. "shorter", "use the Raw's terminology", "insert under the Fix section instead") → revise the proposal, re-show, re-ask
  6. Propose change #2. Iterate.
  7. Stop condition — whichever comes first:
    • You (the LLM) have no further useful changes to propose; announce "No more proposals for this page." and await user confirmation. Valid user responses at this point: y / yes / done / next / Enter → proceed to write the page. Any free-form text → interpret as a new change request and restart proposals.
    • User types done / next / skip to end this page.
    • User types abort / cancel to end the entire session (see Abort).
  8. Apply the accumulated approved changes to the page file using the Edit tool (never overwrite wholesale; use targeted Edits).
  9. Refresh embedding:
    cortex-vec upsert <relative-page-path>
  10. Commit this page's edit in the vault repo:
    cd <vault>
    git add <relative-page-path>
    git commit -m "broadcast: update <page-title> from <raw-filename>"
    <page-title> = the title: from the page's frontmatter, or the H1 heading if no frontmatter.

Contradiction Handling

If the Raw contains a claim that directly contradicts a claim in the page:

  1. Locate the conflicting claim in the page.
  2. Propose inline flag at that location:
    ⚠️ Contradicts [[<raw-filename>]]: <one-line statement of the conflict>
  3. This proposal enters the normal flow (Step 8.5):
    • yes → accept flag
    • no → skip
    • Free-form (e.g., "the new info is correct, delete the old claim") → rewrite the old claim with new info; no ⚠️ flag
  4. Each accepted flag increments a counter for the log entry.

(Note: abort/cancel during page conversation is distinct from quit at the menu stage — quit happens before any page commits, abort may leave prior committed pages intact.)

Abort Mid-Page

If the user types abort / cancel during page conversation:

  • Do not apply any uncommitted in-memory changes from this page.
  • Already-committed prior pages from this session stand.
  • Do not update the Raw marker or append log entry.
  • Clear the Step 4 plan, if one was opened.
  • Exit the skill cleanly with a message:
    Aborted. <N> pages committed, Raw marker unchanged.
    Re-run /cortexes:broadcast <raw-path> to resume.

Step 9: Finalize Raw Marker and Log

After all selected pages are committed (or the selected list was empty):

9.1 Update Raw marker

Use the marker line Step 4 read — the authoritative <!-- distilled: ... --> line, which is either the header marker (before the first ### User turn) or the last non-empty line. (cortex-vec raw-state <raw> confirms its outcome.) If the Read is no longer current, re-read those lines only. Determine the terminal segment to append based on outcome and result:

CaseNew segment
Outcome new, ≥1 page committed| broadcast: <today> → [[page1]], [[page2]]
Outcome new, 0 pages (menu empty or all unchecked)| broadcast: <today> → (no changes)
Outcome new, no candidates returned| broadcast: <today> → (no candidates)
Outcome pending-merge, ≥1 page committedAppend | merged: <today> → [[page1]], [[page2]] after the existing pending-merge: ... (score) segment. Do NOT remove or modify the pending-merge: text. Final line: <!-- distilled: YYYY-MM-DD → pending-merge: <path> (<score>) | merged: <today> → [[page1]], [[page2]] + closing -->.
Outcome pending-merge, 0 pages committedappend | broadcast: <today> → (no changes) after the existing pending-merge: segment

Date format: YYYY-MM-DD.

Use the Edit tool to replace the marker line.

9.2 Append log entry

Compose the entry with placeholders substituted. Append to <vault>/log.md using the Edit tool (preferred) or:

printf '\n%s\n' "$ENTRY" >> "<vault>/log.md"

Where $ENTRY is:

## [YYYY-MM-DD HH:MM] broadcast | <raw-filename>
- source_outcome: <new|pending-merge>
- pages_touched: [[page1]], [[page2]]
- contradictions_flagged: N
- repo: <repo or (none)>

Field rules:

  • source_outcome: new or pending-merge (derived from pre-broadcast marker).
  • pages_touched: wikilink-formatted list of actually committed pages. If empty: write pages_touched: (none).
  • contradictions_flagged: integer count of accepted ⚠️ flags. Omit the line if zero.

    Example log entry with zero contradictions (contradictions_flagged line absent):

    ## [2026-04-20 14:32] broadcast | <raw>.md
    - source_outcome: new
    - pages_touched: [[page1]]
    - repo: (none)
  • repo: from Raw frontmatter repo: or (none).
  • If Step 5 fallback ran (cortex-vec unavailable), add candidates_source: llm-fallback as a final line.

9.3 Commit Raw marker + log

Single commit in the vault repo:

cd <vault>
git add <raw-relative-path> log.md
git commit -m "broadcast: finalize <raw-filename>"

Then clear the Step 4 plan, if one was opened.

Step 10: Offer Next Raw

Detect the invocation mode:

  • Inline mode: dispatched from within an active cortex-distill session (Step 9 dispatches broadcast for every new / pending-merge Raw automatically). Return cleanly to the distill flow when finalized — do not prompt for next Raw; distill manages its own iteration.
  • Standalone mode: invoked by /cortexes:broadcast (with or without args) from a fresh shell — i.e., not from within distill.

In standalone mode, if:

  • Skill was invoked by /cortexes:broadcast without args, AND
  • The eligible queue still has entries after this run,

then ask the user:

Process next eligible Raw (<count> remaining)? (y/n)
  • y → return to Step 4 with next queue entry.
  • n → exit with summary: "Broadcast session complete. <M> Raws processed."

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