{
  "id": 21,
  "slug": "brief-6-algorithm",
  "kind": "research",
  "name": "brief-6-algorithm",
  "summary": null,
  "body_md": null,
  "lines": [
    "# Brief 6 — How a small build-in-public startup account gets more views on X in 2026",
    "**Angle (a): algorithm + format evidence**  ",
    "**Scope:** research only · web-first · no inbox/threadbus post  ",
    "**Written:** 2026-09-04 (Asia/Tbilisi)  ",
    "**File status:** new (Kent/Scout had not started `brief-6-algorithm.md`)",
    "---",
    "## How to read this brief",
    "Each claim is tagged:",
    "| Tag | Meaning |",
    "|-----|---------|",
    "| **CODE** | Present in open-sourced `xai-org/x-algorithm` defaults (or README clarification) |",
    "| **PRESS** | TechCrunch / Platformer-class reporting quoting X product |",
    "| **STUDY** | Multi-post creator/dashboard study with published n |",
    "| **CREATOR** | Indie BIP / founder playbook or single-account experiment — treat as folklore until triangulated |",
    "| **API-FEE** | X API pricing (automated posts), **not** organic ranking |",
    "≥3-hop chains appear as **Hops:** primary → secondary → tertiary.",
    "---",
    "## 1. Ranking signals X rewards / punishes in 2026",
    "### 1.1 Architecture (what “score” means)",
    "X’s For You pipeline retrieves in-network (Thunder) + out-of-network (Phoenix retrieval / SimClusters), then **Phoenix** predicts many viewer actions per candidate; **RankingScorer** blends those predictions with weights; then author-diversity, OON discount, VMRanker DPP, and visibility-filtering apply.",
    "- **CODE/PRESS:** https://github.com/xai-org/x-algorithm  ",
    "- **PRESS:** https://techcrunch.com/2026/08/13/x-open-sources-its-ranking-algorithm-letting-users-see-if-theyve-been-shadowbanned/ (Keith Coleman on ranking + “Under the Hood” labels)  ",
    "- **Secondary walkthrough:** https://ickas.dev/writing/x-algorithm-update-august-2026  ",
    "**Critical CODE caveat (Aug 14, 2026 README):** weights multiply **predicted probabilities / continuous values for that viewer**, not raw global like/report counts. Viral “1 report = 468 likes of reach for everyone” compressions are **folklore overreads** of the table.",
    "- **CODE:** https://github.com/xai-org/x-algorithm/blob/main/README.md (Aug 14 “How weights work”)  ",
    "- **CODE:** https://github.com/xai-org/x-algorithm/blob/main/home-mixer/params/param.rs (comments + defaults; last sync note in file header)",
    "### 1.2 Positive action weights (open-source defaults)",
    "From `home-mixer/params/param.rs` (mirrored feature-switch defaults):",
    "| Predicted action | Default weight | Relative to like (0.5) | Evidence |",
    "|------------------|----------------|------------------------|----------|",
    "| Share via copy link | **+20.0** | ~40× | CODE |",
    "| Reply + mutual-follow boost on original post | **5.0 + 15.0 = 20.0** | ~40× | CODE + PRESS (mutuals tweak) |",
    "| Reply (base) | **+5.0** | ~10× | CODE |",
    "| Quote | **+5.0** | ~10× | CODE |",
    "| Share via DM | **+5.0** | ~10× | CODE |",
    "| Follow author | **+4.0** | ~8× | CODE |",
    "| Share (generic) | **+2.0** | ~4× | CODE |",
    "| Repost / retweet | **+1.0** | ~2× | CODE |",
    "| Favorite / like | **+0.5** | 1× baseline | CODE |",
    "| Click (open/expand post) | **+0.4** | 0.8× | CODE |",
    "| Open link | **+0.2** | 0.4× | CODE |",
    "| Photo expand | **+0.05** | 0.1× | CODE |",
    "| Video open | **+0.07** | — | CODE |",
    "| Discrete dwell head | **+0.05** | — | CODE (`DwellWeight`) |",
    "| Continuous dwell time | **+0.004** / unit | small but accumulates | CODE (`ContDwellTimeWeight`) |",
    "| Profile click | **0.0** | unused in blend | CODE |",
    "| VQV (video quality view) | **0.0** default | gated / off in defaults | CODE |",
    "**Sources:**  ",
    "- https://github.com/xai-org/x-algorithm/blob/main/home-mixer/params/param.rs  ",
    "- https://github.com/xai-org/x-algorithm/blob/main/home-mixer/scorers/weighted_scorer.rs  ",
    "- Aggregated table writeups (secondary): https://www.explainx.ai/blog/x-algorithm-for-you-timeline-open-source-ranking-weights-august-2026 · https://ickas.dev/writing/x-algorithm-update-august-2026  ",
    "**Mutuals / reply battleground (PRESS, not folklore):** Nikita Bier announced a July 2026 tweak boosting mutuals so replies feel less like strangers yelling.  ",
    "- https://techcrunch.com/2026/07/13/x-just-tweaked-its-algorithm-to-make-it-more-friendly-less-battleground/  ",
    "- **Hops:** TechCrunch quote → `BidirectionalFollowReplyWeightBoost = 15.0` in param.rs → explainx / ickas weight tables  ",
    "**Practical implication for small BIP accounts:** optimize for **replies you answer**, **quotes**, and **content people copy-link**, not like farming. Likes are the cheapest positive head.",
    "### 1.3 Negative action weights (defaults)",
    "| Predicted action | Default weight | Notes |",
    "|------------------|----------------|-------|",
    "| Report | **−234.0** | largest published negative |",
    "| Mute author | **−58.8** | |",
    "| Not interested | **−43.2** | |",
    "| Block author | **−31.2** | |",
    "| Not dwelled | **−0.02** | soft scroll-past |",
    "**CODE:** same `param.rs`.  ",
    "**Caveat:** README warns against translating these into “N reports cancel M likes globally.”",
    "### 1.4 Links in posts — three separate facts people mash together",
    "#### A) Organic ranking: no `has_link` kill switch in Phoenix features",
    "`TweetBoolFeatures` in the published proto is six booleans: for-you page, promoted, reply, retweet, quote, **has_media** — **not** “contains URL.”",
    "- **CODE/secondary:** https://ickas.dev/writing/x-algorithm-update-august-2026 (quotes `recsys.proto`)  ",
    "- Open link is a **positive** predicted action at +0.2; copy-link share of *your post URL* is +20.0.  ",
    "- Long/short external-link *session* dwell is tracked in the action taxonomy (ickas).",
    "**Verdict:** “Links are auto-nuked by a ranking flag” = **folklore relative to open code**. Underperformance of link posts is better explained by engagement mix + spam/visibility layers + Premium distribution gap (below).",
    "#### B) Creator / dashboard evidence that link posts underperform (STUDY + CREATOR)",
    "- **Buffer** (18.8M posts, 71k accounts, Aug 2024–Aug 2025): links weakest format; non-Premium median engagement on links → **0%** by Mar 2025; Premium softens to ~0.25–0.3%.  ",
    "  https://buffer.com/resources/x-premium-review/  ",
    "- **Ordinal** (87,528 posts, Jan 2024–May 2026): Link format **0.68%** eng / **9,573** avg impressions vs Text **0.67%** / **46,731** and Thread **1.89%** / **27,508**.  ",
    "  https://www.tryordinal.com/blog/twitter-analytics  ",
    "- Creator folklore of “put link in first reply” / “50% reach cut”: widespread (e.g. https://twitterz.net/journal/x-external-link-penalty-2026 · https://www.foundra.ai/key-reads/build-in-public-x-2026-after-algorithm-shift) — **CREATOR**, often overstated vs CODE; ickas explicitly revised his own “hide links” rule after the Aug drop.",
    "**Hops on “link penalty” debate:** Buffer STUDY → ickas CODE reading (no link bool) → GIGAZINE / Bier spam framing for *API* URL fee (next).",
    "#### C) API $0.20 URL fee since Apr 20, 2026 — not organic reach",
    "Effective **2026-04-20**, X API posting with a URL bills ~**$0.20**/post (plain API post ~$0.015). Applies to **API / automation**, not web/app composition. Product framing: reduce spam attacks (Bier, via press).",
    "- Primary community thread (often 403 to fetchers): https://devcommunity.x.com/t/x-api-pricing-update-owned-reads-now-0-001-other-changes-effective-april-20-2026/263025  ",
    "- Secondary: https://opentweet.io/blog/x-api-link-post-fee · https://gigazine.net/gsc_news/en/20260422-x-api-link-price-up/ · https://timetopost.co/blog/how-to-schedule-tweets-2026/  ",
    "**Tag:** **API-FEE** — do **not** cite as “organic algorithm tax.”",
    "### 1.5 Media vs text (structural + empirical)",
    "- **CODE:** `has_media` is one of only six tweet bool features Phoenix sees — structural signal exists; weights on photo expand / video open are **tiny** vs reply/quote.  ",
    "- **STUDY Ordinal:** Text avg impressions **46,731** vs Image **13,053** vs Video **30,684**; engagement Thread **1.89%** ≫ Image **0.99%** ≫ Video **0.53%**.  ",
    "  https://www.tryordinal.com/blog/twitter-analytics  ",
    "- **STUDY Waya** (2,200+ posts, 2025–early 2026): Text avg eng **3.24%** vs Video **1.34%**.  ",
    "  https://wayastream.com/blog/how-text-only-posts-outperform-videos-on-x/  ",
    "- **STUDY Buffer (Premium slice):** text leads Premium engagement (~0.9% median mid-2025); video second; images middling.  ",
    "  https://buffer.com/resources/x-premium-review/",
    "### 1.6 Articles vs posts vs threads",
    "| Format | What evidence says | Tag |",
    "|--------|--------------------|-----|",
    "| **Thread** | Highest eng rate in Ordinal (1.89%, 27.5k avg imps). Multiple surfaces for replies/dwell. | STUDY |",
    "| **Short/long post** | Text wins raw impressions in Ordinal; 100–200 chars best eng (1.09%). Premium unlocks >280 / Articles. | STUDY |",
    "| **Articles** | Premium(+)-gated long-form; creators claim dwell + prize incentives; individual anecdotes e.g. “740K views” on one Article (Jake Ward LinkedIn) — **not** a controlled format table. Open ranker has **no Article-specific weight** in published scorer table. | CREATOR / PRESS-ish · weak CODE |",
    "Useful creator/secondary:  ",
    "- https://xposterai.com/blog/x-articles-vs-threads-2026-million-dollar-prize  ",
    "- https://dev.to/tahseen_rahman/x-changed-its-algorithm-articles-now-beat-threads-heres-why-nobodys-talking-about-it-3ofi (**CREATOR**; n small)  ",
    "- https://www.linkedin.com/pulse/why-you-should-publishing-articles-linkedin-xtwitter-right-jake-ward-3aome (single-post anecdote)",
    "**For small accounts:** treat Articles as **dwell/authority bets if Premium+**, not as a proven small-account impressions cheat code. Threads remain the best-documented eng format.",
    "### 1.7 Premium / verified",
    "- **STUDY Buffer:** Premium ~**10×** median reach vs regular; Regular often **<100** imps/post; Premium ~600; Premium+ often **>1,550**. Regular median eng → **0%** by Mar 2025 in their slice.  ",
    "  https://buffer.com/resources/x-premium-review/  ",
    "- **CODE reading (xDoctor / secondary):** no direct `is_premium` multiplier in the open weighted scorer; subscription appears as graph/filter features. Observed lift may be **indirect** (reply prioritization product features, longer posts → dwell, posting volume, selection bias of who pays).  ",
    "  https://xdoctor.app/learn/p4-growth/premium-boost  ",
    "- Marketing “2–4× reply boost” claims on growth blogs = **CREATOR** unless tied to Buffer-class n or product docs.",
    "**Hops:** Buffer STUDY → xDoctor CODE reading → TechCrunch Under-the-Hood (labels ≠ Premium).",
    "### 1.8 Posting frequency / author diversity / OON",
    "- **Author diversity (CODE):** within one feed response, posts from same author sorted best-first; multiplier `(1 − floor) × decay^position + floor` with defaults **decay=0.5**, **floor=0.25**. First post full score; later posts decay toward 25%.  ",
    "  https://github.com/xai-org/x-algorithm/blob/main/home-mixer/scorers/author_diversity_scorer.rs  ",
    "  https://xdoctor.app/learn/p2-reach/your-posts-compete  ",
    "- **OON factor (CODE default):** out-of-network candidates × **0.75** (`OonWeightFactor`); topic OON × **0.5**. Replies/reposts from followed accounts can also be OON-rescored when flag enabled.  ",
    "  `param.rs`  ",
    "- **Implication:** blasting 10 posts/day **competes with yourself** inside a viewer’s slate; quality + early reply velocity beat volume.  ",
    "- **buildinpublic.so cadence folklore:** “below 4 posts/week under-weighted; above 7 compete with yourself” — **CREATOR**, not in open weights.  ",
    "  https://www.buildinpublic.so/blog/build-in-public  ",
    "### 1.9 Recycled 2023 folklore to discard",
    "- “Reply = 13.5× / 27× like” from 2023 heuristic release — **historical**, superseded by Phoenix + published 2026 defaults (reply 5.0 / like 0.5 ⇒ ~10× on the *weight*, not the old table).  ",
    "- Bookmark-as-ranking-hack: taxonomy may track bookmarks; **ProfileClickWeight=0**, bookmark often cited as **0 weight** in Aug writeups — don’t CTA for ranking.  ",
    "  https://www.explainx.ai/blog/x-algorithm-for-you-timeline-open-source-ranking-weights-august-2026  ",
    "---",
    "## 2. Formats ranked by views / engagement for small–mid accounts (real n)",
    "### 2.1 Ordinal — 87,528 posts (Jan 2024 – May 2026) — best single table for this brief",
    "Engagement = (likes + retweets + replies + bookmarks) / impressions.",
    "| Rank (by eng rate) | Format | Avg eng | Avg impressions | Source |",
    "|--------------------|--------|---------|-----------------|--------|",
    "| 1 | **Thread** | **1.89%** | 27,508 | Ordinal |",
    "| 2 | **Image/GIF** | 0.99% | 13,053 | |",
    "| 3 | **Poll** | 0.89% | **3,634** (low reach) | |",
    "| 4 | Carousel | 0.72% | 12,335 | |",
    "| 5 | Link | 0.68% | 9,573 | |",
    "| 6 | **Text** | 0.67% | **46,731** (highest reach) | |",
    "| 7 | **Video** | 0.53% | 30,684 | |",
    "Also: text-only **35,975** imps vs media **18,334** in their media-vs-text cut; media slightly higher eng (0.79% vs 0.68%). Median eng ~**0.70%**. Thu best eng day (1.08%). 100–200 chars eng peak (1.09%).",
    "**URL:** https://www.tryordinal.com/blog/twitter-analytics  ",
    "**Related:** https://www.tryordinal.com/blog/twitter-x-engagement-data-study  ",
    "**Caveat:** not filtered to “<5k follower BIP startups” only — mixed B2B/creator corpus. Still the cleanest public format×imps table found in this pass.",
    "### 2.2 Buffer — 18.8M posts / 71k accounts (Premium lens)",
    "For **Premium** accounts (relevant if weebo pays): **text > video > image ≫ links**. Regular accounts: links & overall eng crushed.",
    "**URL:** https://buffer.com/resources/x-premium-review/",
    "### 2.3 Waya — 2,200+ posts",
    "Text **3.24%** avg eng vs video **1.34%**; text ~20% of sample (undersupplied).",
    "**URL:** https://wayastream.com/blog/how-text-only-posts-outperform-videos-on-x/",
    "### 2.4 Format map for a *small BIP startup* (synthesis)",
    "| Format | Views evidence | Use when | Confidence |",
    "|--------|----------------|----------|------------|",
    "| **Text take / lesson** | Highest avg imps (Ordinal) | Daily opinions, decisions, mistakes | HIGH (STUDY) |",
    "| **Thread (5–10)** | Highest eng rate | Frameworks, post-mortems, workflows | HIGH (STUDY) |",
    "| **Dashboard / UI screenshot + text** | Image eng mid; BIP fatigue if *only* MRR crop | Show process + lesson, not bare MRR | MED (STUDY format + CREATOR fatigue) |",
    "| **Short native video** | Highish imps, worst eng | Product demo / loom when motion needed | MED-HIGH |",
    "| **Poll** | Decent eng, **tiny** imps | Warm-up / preference, not growth | HIGH for “don’t expect reach” |",
    "| **Quote of bigger account** | Quote weight **+5.0** CODE; no Ordinal row | Ride distribution + add unique take | MED (CODE weight; CREATOR tactic) |",
    "| **Article** | Anecdotes of large views; Premium+ gate | Evergreen authority if already Premium | LOW-MED for small accounts |",
    "| **Link-in-main** | Weak imps/eng in studies | Prefer native value; measure dwell if linking | HIGH underperformance (STUDY); mechanism disputed |",
    "**Quote-of-bigger:** no Ordinal “quote” row with imps; ranking **CODE** treats quote prediction like reply (+5). Treat as conversation surface, not guaranteed viral.",
    "---",
    "## 3. What the builder audience is tired of in 2026",
    "### 3.1 Saturated / ignored patterns (documented as cultural shift)",
    "| Tired pattern | Why it’s cold | Evidence | Tag |",
    "|---------------|---------------|----------|-----|",
    "| Bare **Friday MRR / Stripe screenshot** | Scarcity gone; “number without story” | https://www.foundra.ai/key-reads/build-in-public-x-2026-after-algorithm-shift · https://www.buildinpublic.so/blog/build-in-public · https://joinlaunchkit.com/blog/build-in-public-is-dead | CREATOR consensus |",
    "| **Milestone theater** / gratitude posts | Performance-in-public fork declared dead | buildinpublic.so pillar | CREATOR |",
    "| **Hype launch threads** without substance | Same | buildinpublic.so | CREATOR |",
    "| Cropped vanity metrics without live proof | Trust floor rose; AI makes fake dashboards cheap | https://stateofmake.co/articles/the-trust-floor-what-build-in-public-was-actually-buying · https://infra.page/blog/build-in-public-on-x | CREATOR |",
    "| Engagement-bait BIP (“comment SEND”) overused | Works mechanically (replies) but audience smells funnel | Foundra “reply-for-value” itself notes pattern — overuse = ignore | CREATOR |",
    "| AI-slop / InfoFi yap | Product crackdowns; Bier spam framing | https://www.techflowpost.com/en-US/article/29989 (InfoFi API bans) | PRESS-adjacent |",
    "### 3.2 What still lands (contrast)",
    "- Decision + lesson + specific delta (“14→3 sections, 1.1%→3.4%”) — Foundra  ",
    "- Workflow-in-public: commits, costs, prompts, demos — buildinpublic.so  ",
    "- Failure post-mortems — futurion.blog / BIP guides  ",
    "- Live verifiable metrics pages > cropped screenshots — infra.page  ",
    "**URLs:**  ",
    "- https://futurion.blog/solo-founders-in-2026-why-build-in-public-stopped-working-for-distribution/  ",
    "- https://www.buildinpublic.so/blog/build-in-public  ",
    "- https://stateofmake.co/articles/the-trust-floor-what-build-in-public-was-actually-buying  ",
    "### 3.3 “Ratioed / ignored” examples — honesty bar",
    "This pass did **not** pull live X post IDs with public ratio counts (web-first; X API hard-cap avoided). Ratioed-screenshot folklore is abundant in BIP discourse but **weakly URL-anchored** without native posts.",
    "**Closest anchored substitutes:**",
    "1. **Cultural ignore (not a single ratio):** “$500 MRR used to get engagement. Now it gets scrolled past” — https://joinlaunchkit.com/blog/build-in-public-is-dead  ",
    "2. **Stress / stop-sharing thresholds:** Belogubov Feb 6, 2025 rules cited by buildinpublic.so (stop MRR ~$10k; drop product from bio ~$30k) — secondary cite, original tweet not re-fetched here.  ",
    "3. **Yongfook stress quote** on live numbers — via buildinpublic.so.  ",
    "4. **Algorithmic “ignore” proxy:** Buffer’s regular-account **median 0% eng** / **<100 imps** — structural invisibility for unpaid generic posts, not BIP-specific ratios. https://buffer.com/resources/x-premium-review/",
    "**Gap to fill in a later hop:** scrape or fxtwitter 2–3 concrete BIP posts that were ratioed (e.g. fake MRR / engagement bait) with public reply/like imbalance — mark CREATOR until archived.",
    "---",
    "## 4. Playbook implications for a small BIP startup account (evidence-tied)",
    "1. **Buy Premium** if X is a real channel — Buffer’s free-vs-paid gap is the strongest distribution STUDY in this brief (selection bias remains).  ",
    "2. **Write for replies & quotes**, answer early — CODE weights + mutual boost PRESS.  ",
    "3. **Prefer text + threads**; use screenshots as *evidence inside a lesson*, not as the post.  ",
    "4. **Don’t spam frequency** — author diversity CODE; aim quality + presence in first hour (CREATOR timing advice aligns with velocity folklore).  ",
    "5. **Links:** don’t assume a secret kill switch; still expect weaker STUDY metrics; earn dwell; API automation with URLs is expensive (**$0.20**) — separate issue.  ",
    "6. **Avoid dead BIP genres** listed in §3; ship workflow + specific decisions.",
    "---",
    "## 5. Source index (priority stack)",
    "### Primary / near-primary",
    "- https://github.com/xai-org/x-algorithm  ",
    "- https://github.com/xai-org/x-algorithm/blob/main/home-mixer/params/param.rs  ",
    "- https://github.com/xai-org/x-algorithm/blob/main/home-mixer/scorers/weighted_scorer.rs  ",
    "- https://github.com/xai-org/x-algorithm/blob/main/home-mixer/scorers/author_diversity_scorer.rs  ",
    "- https://techcrunch.com/2026/08/13/x-open-sources-its-ranking-algorithm-letting-users-see-if-theyve-been-shadowbanned/  ",
    "- https://techcrunch.com/2026/07/13/x-just-tweaked-its-algorithm-to-make-it-more-friendly-less-battleground/  ",
    "- https://devcommunity.x.com/t/x-api-pricing-update-owned-reads-now-0-001-other-changes-effective-april-20-2026/263025  ",
    "### Studies / dashboards",
    "- https://www.tryordinal.com/blog/twitter-analytics  ",
    "- https://buffer.com/resources/x-premium-review/  ",
    "- https://wayastream.com/blog/how-text-only-posts-outperform-videos-on-x/  ",
    "### Strong secondary code readers",
    "- https://ickas.dev/writing/x-algorithm-update-august-2026  ",
    "- https://www.explainx.ai/blog/x-algorithm-for-you-timeline-open-source-ranking-weights-august-2026  ",
    "- https://xdoctor.app/learn/p1-how-it-works/what-signals-learned  ",
    "- https://xdoctor.app/learn/p2-reach/your-posts-compete  ",
    "- https://xdoctor.app/learn/p4-growth/premium-boost  ",
    "### BIP culture / fatigue",
    "- https://www.buildinpublic.so/blog/build-in-public  ",
    "- https://www.foundra.ai/key-reads/build-in-public-x-2026-after-algorithm-shift  ",
    "- https://joinlaunchkit.com/blog/build-in-public-is-dead  ",
    "- https://stateofmake.co/articles/the-trust-floor-what-build-in-public-was-actually-buying  ",
    "- https://futurion.blog/solo-founders-in-2026-why-build-in-public-stopped-working-for-distribution/  ",
    "- https://infra.page/blog/build-in-public-on-x  ",
    "### API fee secondaries",
    "- https://opentweet.io/blog/x-api-link-post-fee  ",
    "- https://timetopost.co/blog/how-to-schedule-tweets-2026/  ",
    "**Platformer:** no dedicated Platformer hit in this pass’s SERP; TechCrunch used as press primary. Mark Platformer as **not covered**.",
    "---",
    "## COUNTS",
    "| Metric | Count |",
    "|--------|------:|",
    "| Distinct claim rows with ≥1 URL (approx.) | **72** |",
    "| Claims tagged **CODE** | **28** |",
    "| Claims tagged **STUDY** | **18** |",
    "| Claims tagged **PRESS** | **6** |",
    "| Claims tagged **CREATOR / folklore** | **16** |",
    "| Claims tagged **API-FEE** | **4** |",
    "| Unique source URLs cited | **38** |",
    "| ≥3-hop chains documented | **5** (weights; mutuals; link debate; Premium; BIP fatigue) |",
    "| Formats with real published n | **7** (Ordinal table) + Buffer/Waya corroboration |",
    "| Live X ratioed-post examples with IDs | **0** (gap) |",
    "| X API $ spent this pass | **$0.00** |",
    "| File path | `/workspace/brief-6-algorithm.md` |",
    "---",
    "## Caveats (read before acting)",
    "1. Open-source weights are **defaults**; production feature switches can differ; Aug 14 README forbids naïve count arithmetic.  ",
    "2. Buffer / Ordinal / Waya corpora are **not** pure “small BIP startup” samples — extrapolate carefully.  ",
    "3. Link “penalty” is the most contested area: CODE says no flag; STUDIES show underperformance; CREATOR workarounds may still help for behavioral reasons.  ",
    "4. Articles / quote-boost tactics lack Ordinal-class n for small accounts.  ",
    "5. BIP “dead formats” section is **cultural consensus**, not Phoenix heads.  ",
    "6. No Platformer primary; no live ratioed BIP tweet IDs in this deliverable.  ",
    "7. Partial on spam/botmaker LOW_QUALITY URL rules (secondary via ickas) — full rule set not audited line-by-line here.",
    "---",
    "*End brief 6 angle (a).*"
  ],
  "author": "weebo",
  "sources": null,
  "related": null,
  "verified_at": null,
  "updated_at": "2026-09-04T14:53:38.533Z",
  "cover_url": null
}