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).
In this repository5 other files it gives its agents.
- cortex-distillSkill
- cortex-evolveSkill
- cortex-querySkill
- cortex-takeoffSkill
- using-cortexSkill
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
- Very specific: line 26
If the config file doesn't exist, tell the user to run /cortexes:genesis first.
- Very specific: line 47
Does not already contain any of: | broadcast:, | merged:, | no-broadcast:.
- Very specific: line 58
Do NOT grep the marker string — a meta-session's body quotes it many times, which fools a substring scan.
- Very specific: line 64
If the user invoked --list, print each queued Raw with:
- Very specific: line 89
If no args: pick the first entry from the queue.
- Very specific: line 90
If <raw-path> arg: cortex-vec raw-state <raw-path> must print exactly new or pending-merge (a (broadcast-resolved) suffix or any other …
- Distinctive: line 94
NEVER Read the full Raw file.
- Very specific: line 143
Run, with the passage single-quoted (inside double quotes the backticks Raw text carries run as command substitution.
- Very specific: line 151
If the Raw's frontmatter has repo:, also pass --repo <name> when the query topic looks repo-specific.
- Distinctive: line 168
Every hit carries a comparable cosine regardless of which retrieval stream surfaced it.
- Very specific: line 173
If cortex-vec ran successfully but zero results (after dropping the Raw's own targets) meet score >= target_min_score:
- Distinctive: line 187
If the command errors (not found, ECONNREFUSED, etc.):
- Very specific: line 190
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 …
- Very specific: line 197
If the Raw's outcome is pending-merge:
- Very specific: line 201
If present: mark it as pre-selected [x].
- Very specific: line 202
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 …
- Very specific: line 213
All other candidates default to unchecked [ ].
- Very specific: line 231
Read the user's toggles until they confirm.
- Very specific: line 233
If the list is empty after confirmation, jump directly to Step 9 with pages_touched = [] — this will write a broadcast: <date> → (no …
- Distinctive: line 241
Read the target page's full content.
- Very specific: line 246
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 …
- Distinctive: line 258
Read the user's response:
- Distinctive: line 264
Stop condition — whichever comes first:
- Distinctive: line 278
Commit this page's edit in the vault repo:
- Distinctive: line 289
If the Raw contains a claim that directly contradicts a claim in the page:
- Very specific: line 307
If the user types abort / cancel during page conversation:
- Distinctive: line 309
Do not apply any uncommitted in-memory changes from this page.
- Distinctive: line 311
Do not update the Raw marker or append log entry.
- Distinctive: line 321
After all selected pages are committed (or the selected list was empty):
- Very specific: line 325
Use the marker line Step 4 read — the authoritative <!-- distilled: ...
- Distinctive: line 328
If the Read is no longer current, re-read those lines only.
- Distinctive: line 341
Use the Edit tool to replace the marker line.
- Very specific: line 367
If empty: write pages_touched: (none).
- Very specific: line 381
If Step 5 fallback ran (cortex-vec unavailable), add candidates_source: llm-fallback as a final line.
≈ “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.
Files
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.jsonIf 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>/RawThis 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: 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:
- The marker. A bounded
Readof the marker's lines only: the last few lines (offsetnearwc -l <raw>), or the region before the first### Userfor 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. - The frontmatter. A bounded
Readof the Raw's frontmatter only (limitat its closing---), for therepo:Steps 5 and 9 need. - 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
★ Insighthit 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 (outcomenew) or the pending-merge target's title. Page the map from the top (raw-map --cursor) only when no anchor hits.ANOTHER_PLAN_ACTIVEmeans an in-flight distill owns the ledger: ask the user, neverclearit. OnBUDGET_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 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, never one of its own targets (outcomenew). - 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.
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:
- Read the target page's full content.
- Announce the page to the user:
=== [1/3] Editing Notes/Nginx/Web benchmark.md === - 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, thenraw-spanthe 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
- 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.
- 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:
| 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>"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: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.<M>Raws processed."
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