From c850352a9283a26907352dd41928f310098b86fd Mon Sep 17 00:00:00 2001 From: Kjell Tore Guttormsen Date: Sat, 20 Jun 2026 09:34:20 +0200 Subject: [PATCH] =?UTF-8?q?refactor(linkedin-studio):=20S31b=20multiplier-?= =?UTF-8?q?scrub=20(commands=20+=20agents)=20=E2=80=94=20generic=20"Nx"=20?= =?UTF-8?q?claims=20->=20SSOT?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Hardening, multiplier class (S31, batch b). SSOT-reconciliation of unsourced generic "Nx" reach/growth multipliers asserted as platform fact across commands and agents. Same discipline as S31a: read-and-show (Read tool, not Bash-tail) -> edit -> re-grep final; 8-step gate. 5 edits / 5 files (+5/-5): - report:249 (PDF/Carousels 3.4x reach multiplier) -> top organic format, no reliable multiplier. - outreach:652 (collab content 2-3x reach, ref collaborations-guide) -> above- baseline reach, aligned with the S31a collab scrub. - engagement-coach:120 (2-3 touchpoints = 3.6x more likely) -> far more likely (figure unverified). - strategy-advisor:241 (saves drive 3x faster audience growth) -> faster growth (figure unverified). - content-repurposer:591 (Expected reach multiplier: [2-5x original]) -> Expected reach: above the original (no reliable multiplier). KEPT (operator-ruled measured-data class — report/hypothesize from the USER's own analytics, not a platform norm; the number is an illustrative-computed example or a pure placeholder, and removing it adds no honesty): report:303 ("[format] ... 2x more shares" example), report:335 ("your one carousel got 3x" rendered example), ab-test:418 ("Your data shows ... 2x ... test whether this holds"), outreach:1234 ("Average reach multiplier (collab vs solo): [X]x" output field). KEPT INTACT: engagement-coach:148 SSOT comment ~= 2x a like. OUT (untouched): strategy-advisor:239 4-5x/week frequency. VERIFY: re-grep generic-claim targets in the 5 files -> 0; measured-data class + KEEP/OUT intact; gate scripts/test-runner.sh = 81/0/0 exit 0, counts 29/19/26 + v0.5.0 unchanged. Push held: origin = open/ (public namespace), STATE.md must not go there. Co-Authored-By: Claude Opus 4.8 (1M context) Claude-Session: https://claude.ai/code/session_016qgzo6rxthw7KuxHjn5vyE --- agents/content-repurposer.md | 2 +- agents/engagement-coach.md | 2 +- agents/strategy-advisor.md | 2 +- commands/outreach.md | 2 +- commands/report.md | 2 +- 5 files changed, 5 insertions(+), 5 deletions(-) diff --git a/agents/content-repurposer.md b/agents/content-repurposer.md index 54ad266..53ab95f 100644 --- a/agents/content-repurposer.md +++ b/agents/content-repurposer.md @@ -588,7 +588,7 @@ Publishing schedule: Week 2: [item 3], [item 4] Week 3: [item 5], [item 6] -Expected reach multiplier: [2-5x original] +Expected reach: above the original (directional — no reliable multiplier) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ``` diff --git a/agents/engagement-coach.md b/agents/engagement-coach.md index e1fa347..6934ca8 100644 --- a/agents/engagement-coach.md +++ b/agents/engagement-coach.md @@ -117,7 +117,7 @@ Evaluate every potential comment target against these four groups. Each serves a - Find them in comment sections of relevant posts - Prospect while providing genuine value - Build relationships before any pitch -- 2-3 touchpoints on their content = 3.6x more likely to get positive response +- 2-3 touchpoints on their content = far more likely to get a positive response (figure unverified) - Frequency: When you spot them in relevant discussions **4. New Connections — Algorithm Play** diff --git a/agents/strategy-advisor.md b/agents/strategy-advisor.md index 7474f63..7ae5d31 100644 --- a/agents/strategy-advisor.md +++ b/agents/strategy-advisor.md @@ -238,7 +238,7 @@ Override standard phase recommendations with accelerated tactics: - **Frequency:** 4-5x/week minimum (vs standard 3x). The algorithm is actively learning — more data points = faster expertise establishment. - **Format priority:** Mix text + carousels + images early. Algorithm maps format preferences faster during this period. -- **Save optimization:** Front-load save-worthy content (frameworks, checklists, templates). Saves drive 3x faster audience growth and compound the window advantage. +- **Save optimization:** Front-load save-worthy content (frameworks, checklists, templates). Saves drive faster audience growth (figure unverified) and compound the window advantage. - **Profile:** Must be fully optimized before or on day 1. Every profile visit during high-distribution should convert. - **Engagement:** 15-20 strategic comments/day (vs standard 5-10). Maximize visibility while the algorithm is actively surfacing you. - **Collaboration:** Start building relationships from week 2. Cross-pollination amplifies during the window. diff --git a/commands/outreach.md b/commands/outreach.md index 1639452..f022fcf 100644 --- a/commands/outreach.md +++ b/commands/outreach.md @@ -649,7 +649,7 @@ DM Amplification Protocol: Creates compound visibility effect. Impact: this feeds the first-hour engagement that carries collaborative -content to its 2-3x reach (ref: collaborations-guide.md). +content to its above-baseline reach (no reliable multiplier; ref: collaborations-guide.md). ``` ### Step 5b: Speaking — Outreach by Channel diff --git a/commands/report.md b/commands/report.md index 4b69b4c..2a4b90f 100644 --- a/commands/report.md +++ b/commands/report.md @@ -246,7 +246,7 @@ Your post on [topic] achieved 12,500 impressions — a personal best! → **Reference:** First-hour velocity of 15+ engagements unlocks broader distribution. 🟡 **Warning: Format stagnation detected** -80%+ of your recent posts are text-only. PDF/Carousels get 3.4x reach multiplier. +80%+ of your recent posts are text-only. Documents/carousels are the top organic format and tend to reach further (no reliable multiplier). → **Action:** Try a carousel or multi-image post this week for format diversification. ```