Cortex Broadcast — Compounding Ingest

SkillDocs & knowledge

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).

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Cortex Broadcast — Compounding Ingest skill

What this skill tells your AI

The instructions your AI receives, as published by xbluesky/cortexes in skills/cortex-broadcast/SKILL.md and read by ahel’s review.

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_webapi-Notification.md
     outcome: pending-merge → Projects/libsynosysnotify/synooauth flow chart.md (0.48)

  2. Raw/2026/04/17/163941_session_libsynosdk.md
     outcome: new → Projects/libsynosdk/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: verify it's eligible; abort with a clear error if not.

Read:

  1. The Raw's full content (frontmatter + all sections).
  2. The Raw's distilled marker; parse the outcome and (for pending-merge) the original target path and score.

Step 5: Find Candidate Pages

Pick the most content-ful Discovery or Decision bullet — the longest bullet with concrete referents (symbols, file paths, bug mechanisms). This is the same heuristic as cortex-distill Stage 2 uses.

Run:

cortex-vec search "<bullet 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.

Filter results to those with score >= target_min_score.

If no candidates pass the threshold

If cortex-vec ran successfully but zero results 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.
  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/libsynosysnotify/synooauth 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. 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. Identify candidate change types from the Raw 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.
  • 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

Read the current marker line — 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.) 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>"

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. Raws processed."

Signals

GitHub stars
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Last commit
Sep 2026
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Catalog kind
skill
Gateway key
cortex-broadcast
Source
github.com/xbluesky/cortexes