cortex-broadcast
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 bro
Install
npx skills add https://github.com/XBlueSky/cortexes/tree/plugin/skills/cortex-broadcast
claude plugin marketplace add https://llmmart.ai/marketplace.json && claude plugin install xbluesky-cortexes@llmmart
git clone https://github.com/XBlueSky/cortexes.git
The skills CLI installs just this skill, for any of its supported agents. Claude Code installs the whole xbluesky/cortexes collection as a plugin from our marketplace. Git is the plain clone.
Skill manifest
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:
| Form | Action |
|---|---|
/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 --list |
Print 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
neworpending-merge(the marker content after→is either a path likeNotes/X.md/Projects/Y/Z.md, or starts withpending-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:
newif target is a path;pending-mergeif marker containspending-merge:) - Original target (for
pending-mergeRaws;—fornew)
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: verify it's eligible; abort with a clear error if not.
Read:
- The Raw's full content (frontmatter + all sections).
- 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.
--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.
Filter 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 meet score >= target_min_score:
- For outcome
new: skip Steps 6–8 entirely. Jump to Step 9 withpages_touched = []and tag the terminal state asno-candidates(distinct fromno-changes). Step 9.1 will produce the markerbroadcast: <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.):
- Read
<vault>/_index.md. - Use your own semantic judgment to pick up to
target_top_ncandidate pages that look related to the Raw. - Note
candidates_source: llm-fallbackfor 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.
- If present: mark it as pre-selected
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.
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:
- Read the target page's full content.
- Announce the page to the user:
=== [1/3] Editing Notes/Nginx/Web benchmark.md === - 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
- Propose change #1. Be specific: show the exact before/after for the affected section, not a prose description.
- Read the user's response:
yes/y→ apply to working copyno/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
- Propose change #2. Iterate.
- 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/skipto end this page. - User types
abort/cancelto end the entire session (see Abort).
- 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:
- Apply the accumulated approved changes to the page file using the Edit tool (never overwrite wholesale; use targeted Edits).
- Refresh embedding:
cortex-vec upsert <relative-page-path> - 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>= thetitle: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:
- Locate the conflicting claim in the page.
- Propose inline flag at that location:
⚠️ Contradicts [[<raw-filename>]]: <one-line statement of the conflict> - This proposal enters the normal flow (Step 8.5):
yes→ accept flagno→ skip- Free-form (e.g., "the new info is correct, delete the old claim")
→ rewrite the old claim with new info; no
⚠️flag
- 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:
| Case | New 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 committed |
Append \| 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 committed |
append \| 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:neworpending-merge(derived from pre-broadcast marker).pages_touched: wikilink-formatted list of actually committed pages. If empty: writepages_touched: (none).contradictions_flagged: integer count of accepted⚠️flags. Omit the line if zero.Example log entry with zero contradictions (
contradictions_flaggedline absent):## [2026-04-20 14:32] broadcast | <raw>.md - source_outcome: new - pages_touched: [[page1]] - repo: (none)repo: from Raw frontmatterrepo:or(none).If Step 5 fallback ran (cortex-vec unavailable), add
candidates_source: llm-fallbackas 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:broadcastwithout 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.
Files (cortexes)
-
SKILL.md 12.7 KB
--- name: cortex-broadcast description: > 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). --- # 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`: ```bash 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: | Form | Action | |------|--------| | `/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 --list` | Print 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: ```bash 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: 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: ```bash 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. `--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. Filter 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 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/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. 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: ```bash cortex-vec upsert <relative-page-path> ``` 10. Commit this page's edit in the vault repo: ```bash 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: | Case | New 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 committed | **Append** ` \| 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 committed | append `\| 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: ```bash printf '\n%s\n' "$ENTRY" >> "<vault>/log.md" ``` Where `$ENTRY` is: ```markdown ## [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): ````markdown ## [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: ```bash 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. <M> Raws processed."
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