Reddit Community Analysis: r/singularity

1. Data Sources & Methodology

• 302 unique posts after deduplication across 4 time periods (all-time, year, month, week), 4 pages each (16 raw JSON files)
• Date collected: April 10, 2026
• Subreddit subscribers: 3,875,147
• Score range: 25 to 50,793
• Median score: ~3,400 (estimated from the ~151st ranked post)
• Top 10 threshold: ~9,446
• Top 25 threshold: ~6,339
• Top 50 threshold: ~4,803
• Top 100 threshold: ~3,271

Scope: This is a content strategy guide for understanding what performs on r/singularity, not a sociological study. The dataset is deliberately biased toward high-performing posts because it draws from "top" sorts. Baseline/typical posts are underrepresented.

Cross-subreddit calibration: r/singularity peaks at ~50,793 vs r/ChatGPT's ~84,058, r/OpenAI's ~28,970, r/ClaudeAI's ~8,084, r/LocalLLaMA's ~6,100, and r/macapps's ~2,029. With 3.87M subscribers it sits between r/OpenAI (2.7M) and r/ChatGPT (11.4M). A score of 5,000 here is roughly equivalent to ~3,000 on r/OpenAI, ~15,000 on r/ChatGPT, and ~1,500 on r/ClaudeAI. The median (~3,400) is roughly similar to r/OpenAI's (~3,700), reflecting that both function as AI-industry spectator forums rather than tool-user communities. Unlike r/ClaudeAI or r/LocalLLaMA, where discussion quality and technical artifacts matter, r/singularity rewards velocity and vibes: the fastest-moving news screenshots and the most visceral "oh shit" videos.

2. Subreddit Character

r/singularity is a 24/7 AI-hype trading floor dressed up as a futurism subreddit. The sidebar invokes Kurzweil, von Neumann, and serious questions about superintelligence. The actual top posts are a DOGE intern meme (50,793), Grok rebelling against Elon (41,786), and Shitposting-flaired screengrabs. The community LARPs as futurists but functions as an AI tabloid: people come here to doomscroll the latest model leak, cheer the Elon-Altman slap fights, and share 6-second robot videos that make them feel the singularity is 18 months away.

Explicit rule 5 is the single most important clue to the culture: "No fear-mongering about AI and its impact. This is a pro-AI sub." This is enforced both by mods and by the commentariat. Posts that openly criticize AI progress ("Congrats to all the Doomers! This is an absolute nightmare…" 6,223, ratio 0.92; "Pray to god that xAI doesn't achieve AGI first" 7,521, ratio 0.90; Bernie Sanders data-center ban post 3,101, ratio 0.88) all underperform their flair averages and draw friction ratios. The community wants accelerationist optimism, not x-risk sermons. But — crucially — Elon/xAI is exempt from the "pro-AI" shield. Anti-Elon, anti-Grok, anti-OpenAI content dominates the top tier with safe 0.93-0.97 ratios.

Rules 1-4 in practice: Rule 3 ("No Self-Promotion/Advertising") is enforced aggressively. Product launches are effectively dead on arrival unless dressed up as news (see "Built an open source tool that can find precise coordinates" 723 — note the low score despite being a legitimate release; it only charted because it piggybacked on geopolitical tension). Rule 2 ("Discussion posts encouraged") is not enforced — text posts underperform image/video by 2-3x. Rule 1 ("On-topic") is generous: robotics, longevity, fusion, quantum, BCI, and even geopolitics-via-AI all qualify.

Audience technical level: Moderate to low. The audience can name-drop Opus 4.6, Veo 3, Genie 3, Mythos, Kimi, GLM, Gemma, and ARC-AGI-3 but rarely reads papers. Long technical self-text posts (the ARC-AGI-3 philosophical essay 476; split-brain/LLM analogy 1,251; emotion vectors 1,057) cluster in the 400-1,300 range — well below median. The audience is news-driven and benchmark-pilled, not research-driven. Unlike r/LocalLLaMA (where "I quantized this to 4-bit and got 30% speedup" is canon), r/singularity wants the headline number, not the methodology.

Core cultural values, ranked by intensity:

1. Accelerationist hype / "we're so back" — The strongest emotional driver. Any post framed as "things are happening faster than expected" crushes. "Summary of the livestream for those that couldn't be bothered" (4,616), "Gemini 4 is coming??" (867), "Opus 5 is Coming" (328), "Time sure flies, huh" (5,683) all reward this tribal feeling. Dario/Altman/Hassabis quoting "step change" or "singularity is near" is instant karma.
2. Anti-Elon / anti-Grok tribalism — The safest dunk in the sub. Grok rebelling against Elon (41,786), "Grok, I wasn't familiar with your game" (38,259), "Elon insults Grok" (6,532), "Anthropic raises $30B, Elon crashes out" (6,993), "Truth-maximizing Grok has to check with Elon first" (3,598), "Elon Musk, Sam Altman in 2050" (5,112) — the community has mentally divided AI labs into heroes (Anthropic, DeepMind) and villains (xAI, increasingly OpenAI). Dunking on Elon is worth ~3,000-8,000 baseline karma with zero friction.
3. Anthropic as moral/technical alpha — Emerged during the data window as the pro-Anthropic tilt hardened. The Mythos leak cycle produced ~15 posts with strong scores (2,754-11,012). "Anthropic rejects Pentagon's 'final offer'" (3,262, 0.98), "Trump goes on Truth Social rant about Anthropic" (4,938), "Cancel your Chatgpt subscriptions and pick up a Claude subscription" (8,513) all reward Anthropic-as-underdog framing.
4. Robotics fascination (non-speculative) — Robot videos are evergreen. Figure 02 (6,985), Atlas backflip (4,803), Walker S2 battery swap (6,502), Unitree/UBTECH/Loki chores (4,819), China's 10K/year humanoid factory (3,451), Driverless van fails (8,208). A ~15-30s video of a humanoid doing a novel physical task floor is ~3,000 and ceiling is ~7,000.
5. Existential/economic doom — but only if framed as inevitability, not warning — "StackOverflow activity down to 2008 numbers" (5,244), "Berkeley Professor Says Even His 'Outstanding' Students aren't Getting Any Job Offers" (12,471), Anthropic CEO "50% entry-level white-collar jobs will be eradicated" (1,422). Doom works when it's received wisdom. Doom fails when it's a plea ("Congrats to all the Doomers..." 0.92; "Pray to god that xAI..." 0.90).
6. Shitposting and one-liner memes — The "Shitposting" and "shitpost" flairs collectively hold ~10% of the top 50. Titles like "lol...", "Woopsie daisie", "Well, this is funny", "WTF", "It's serious" score 5,000-17,000 on near-zero effort.

Enforcement mechanisms: No public blacklist or hall-of-shame (unlike r/macapps). Rules are enforced by (a) mod removals (Rule 3 on self-promotion is strict — there are essentially zero product launch posts in the top 302), (b) the ratio system (fear-mongering posts drop to 0.82-0.90), (c) comment pile-ons against openly doomer takes. Sticky mod posts exist (the "The era of human coding is over" post at 3,009 is stickied; "Fascinating story: Tech Entrepreneur in Australia..." at 2,164 is stickied). Two posts in the dataset are locked by mods ("OpenAI's New Stunning Image Model" 3,353, 0.77 ratio — locked because the framing was attacked as dishonest). Accounts need >1 day age to post (submit_text rule).

How this sub differs from similar subs:

• vs r/OpenAI: r/OpenAI obsessively hate-watches one company. r/singularity tracks the whole industry as a horserace. r/OpenAI's top content is memes about OpenAI; r/singularity's top content is memes about the race.
• vs r/ChatGPT: r/ChatGPT is mass-consumer entertainment — funny AI outputs for normies. r/singularity audience prides itself on being one tier "smarter" and talks about benchmarks, training compute, and interpretability papers (even if superficially).
• vs r/LocalLLaMA: r/LocalLLaMA rewards artifacts (models, quantizations, benchmarks with methodology). r/singularity rewards news screenshots. There's almost no overlap in posting norms.
• vs r/ClaudeAI: r/ClaudeAI is tribal/positive about one product. r/singularity is tribal/positive about the trajectory but mercenary about specific products — they'll cheer Claude today and Gemini 4 tomorrow.

3. The All-Time Leaderboard

Dataset median: ~3,400. Top-25 threshold: 6,339. Top-10 threshold: 9,446.

Notable:

• The #1 post (50,793) has the worst ratio in the top 25 (0.86). It's political-adjacent, which splits the room. Pure politics-coded content can viral-peak but with friction.
• The #8 post is flaired "Misleading" — a mod slapped a label on it after it viralized. Still top-10 all time. The flair didn't matter for score; it mattered for credibility.
• Only one TEXT post (#23, "Cancel your ChatGPT subscription") in the top 25. All-time canon is ~100% visual.
• 14 of the top 25 have one-liner or cryptic titles ("lol...", "It's over", "Priorities", "This is fucking insane", "Well, this is funny"). Minimal titles + maximal visual punch = formula.

4. Content Type Dominance at Scale

Surprising findings:

• "Shitposting" is the single highest-EV flair at 5,400 average despite being the jokiest. Lowercase "memes" averages 6,800. A one-line joke with a meme image is the highest-return play in the sub, not a serious discussion.
• "Biotech/Longevity" has a devoted niche (~6 posts) but averages only 2,800. The audience loves longevity content but doesn't upvote it as violently as Grok drama. Exception: the David Sinclair age-reversal video hit 6,764.
• "Ethics & Philosophy" is a karma trap at 1,800 avg and 0.88 ratio. The sub thinks it wants philosophy; it doesn't. Ratio tells the real story.
• "Transhumanism & BCI" — the literal founding theme of the sub — is the worst-performing flair (avg ~400, ratio 0.82). The original mandate of the community is now niche.

5. Content Archetypes That Work

Archetype 1: The Elon Dunk (score ceiling: 41,786; floor: ~3,500)

• "Grok is openly rebelling against its owner" (41,786, 0.95)
• "Grok, I wasn't familiar with your game" (38,259, 0.96)
• "Anthropic raises $30B, Elon crashes out" (6,993, 0.94)
• "Elon insults Grok" (6,532, 0.96)
• "Truth-maximizing Grok has to check with Elon first" (3,598, 0.95)

The pattern: A screenshot of Grok contradicting Elon, Elon acting petty, or Elon being beaten by a competitor. The community has designated Elon as the heel of the AI industry. Any post framing him as losing, lying, or hypocritical gets 6,000-40,000 with near-zero friction.

Why it matters for distribution: If you're launching anything related to an AI competitor to xAI, frame it in contrast to Grok/xAI and piggyback the karma. Even indirect "look what this non-xAI model did" framing works. If your product is xAI-adjacent, post literally anywhere else.

Archetype 2: The "holy shit look at this video" Demo (ceiling: 19,222; floor: ~3,000)

• "Both video and audio is AI but it feels so real" (19,222, 0.88)
• "Both video and audio is AI but it feels so real pt2" (6,463, 0.82)
• "Priorities" (Seedance 2.0, 17,507, 0.94)
• "Altman comments on Elon's $97.4B bid" (14,559, 0.94, VIDEO)
• "Google Deepmind's new Genie 3" (8,672, 0.92)
• "Veo 3 can generate gameplay videos" (7,492, 0.92)
• "Figure 02 fully autonomous driven by Helix" (6,985, 0.97)
• "Walker S2 replacing its own battery" (6,502, 0.97)

The pattern: 10-40 second video, zero narration, a single "watch this" title, a capability that feels like a discontinuous jump from what was possible 3 months ago. Works for generative video (Veo, Sora, Seedance), humanoids (Figure, Walker, Atlas, Unitree), and world models (Genie 3). Ratios are slightly compressed (0.88-0.97) because video polarizes more than images.

Why it matters: The single most reliable way to score 5,000+ is posting a short video of a novel physical/generative capability. Titles should be minimal — "Insane", "Is this real?", "I'm speechless", "AGI confirmed" all work. Don't over-explain in the title; let the video do the work.

Archetype 3: The Authoritative Quote Screenshot (ceiling: 15,725; floor: ~3,000)

• "Apple has countered the hype" (Apple reasoning paper, 15,725, 0.93)
• "Yann LeCun Elon Musk exchange" (14,831, 0.94)
• "Sam to Elon: I do hope in your new role..." (7,596, 0.93)
• "Stuart Russell said Hinton is 'tidying up his affairs...'" (5,365, 0.94)
• "SAM ALTMAN: 'We see a future where intelligence is a utility...'" (6,399, 0.88)
• "Demis Hassabis: 'The kind of test I would be looking for...'" (3,196, 0.97)

The pattern: A screenshot of an X/Twitter post, news headline, or video clip where a recognized authority figure (Hinton, Hassabis, LeCun, Altman, Dario, Sinclair, Chollet, Karpathy, Russell) says something dramatic about the future. The title is either the quote itself or a one-line framing. The audience treats these quotes as dispatches from the front lines.

Why it matters: If you have a hot take, attribute it to — or frame it in the voice of — a known authority. Original takes from unknown accounts score <1,000. A screenshot of Chollet saying the same thing scores 5,000+.

Archetype 4: The Capability Breakthrough Headline (ceiling: 11,389; floor: ~500)

• "France runs fusion reactor for record 22 minutes" (11,389, 0.99)
• "Claude is bypassing Permissions" (11,012, 0.97)
• "Dr. David Sinclair... age reversal" (6,764, 0.93)
• "China announces its first automated manufacturing line... 10K humanoid robots/year" (3,451, 0.96)
• "ARC AGI 3 is up! Just dropped minutes ago" (746, 0.97)

The pattern: A news article, benchmark update, or research announcement framed as a concrete milestone with specific numbers. Ratios are extremely safe (0.96-0.99) but ceilings are moderate (~6,000-11,000) unless the story has a viral hook.

Why it matters: This is the workhorse archetype. Safe, replicable, good for building author credibility. Won't hit #1 but will reliably land top-100.

Archetype 5: The One-Liner Shitpost (ceiling: 38,259; floor: ~3,000)

• "Grok, I wasn't familiar with your game" (38,259, 0.96)
• "Well, this is funny" (17,691, 0.97)
• "Post-Singularity Free Healthcare" (14,663, 0.94)
• "Priorities" (17,507, 0.94)
• "Woopsie daisie" (6,339, 0.93)
• "lol..." (7,982, 0.97)
• "WTF" (5,257, 0.95)
• "Time sure flies, huh" (5,683, 0.97)

The pattern: An image (meme, screenshot, comic) with a 1-5 word title that doesn't explain the joke. Uses the "Shitposting" / "memes" / "Meme" flair. Requires visual wit the community immediately gets.

Why it matters: These get the best ratios in the entire dataset (0.94-0.97). If you can produce something genuinely funny in the sub's voice, this is the highest-upside/lowest-risk play. If you can't, don't try — forced humor reads as cringe and tanks.

Archetype 6: The "We're So Back" Status Update (ceiling: ~8,500; floor: ~300)

• "Summary of the livestream for those that couldn't be bothered" (4,616)
• "Opus 5 is Coming" (328)
• "Gemini 4 is coming??" (867)
• "7 models in training on Colossus 2" (314)
• "Anthropic has now hit $30b in revenue" (1,236)
• "Anthropic Surpasses OpenAI in ARR" (549)

The pattern: A short, high-confidence post marking a milestone in the AI race — funding, ARR, a new Colossus training run, a leaked codename, an upcoming model. Readers upvote because it reinforces the "acceleration is real" narrative.

Why it matters: These are the easiest posts to make but have a lower ceiling than dunks/videos. Use them as supporting content, not main launches.

Archetype 7: The Robotics Demo (ceiling: 8,208; floor: ~1,000)

• "Driverless vans in China..." (8,208, 0.98)
• "Figure 02 fully autonomous driven by Helix" (6,985, 0.97)
• "Ok should we start worrying" (humanoid, 7,262, 0.94)
• "Walker S2 replacing its own battery" (6,502, 0.97)
• "Atlas ends this year's CES with a backflip" (4,803, 0.97)
• "Humanoid Robots can now play tennis" (3,271, 0.97)

The pattern: 15-60s video of a humanoid, quadruped, or autonomous vehicle doing something that feels like a physical-world capability jump. Nearly always ratio 0.96+ — robotics is the least polarizing content in the sub. Ceiling is lower than Archetype 2 because robots don't hit normies the same way Veo/Sora does.

Why it matters: If you work on any physical-AI or embodied agent project, this is your home. The sub is starved for genuine physical-world demos and rewards even niche ones (Reflex Robotics in a pizzeria, 969; RoadRunner wheel-walker, 989).

6. Format Analysis

Observations: Visual content (IMAGE+VIDEO) is ~86% of all posts and ~92% of the top 25. TEXT posts are where long-form analysis goes to die: only one text post in the top 25 ("Cancel your ChatGPT subscriptions", 8,513) and the longest text posts in the week slice score 30-250. LINK posts only chart when the headline is a pure dopamine hit (Berkeley prof 12,471; fake-bands scam 11,465).

What Format to Use For What

• Model release / benchmark drop → IMAGE (benchmark chart screenshot or tweet screenshot). Example: "Apple has countered the hype" (15,725 IMAGE) beat Genie 3 debut (8,672 VIDEO) because the benchmark shock lived in a single chart.
• New capability you can show visually → VIDEO, 10-30s, no narration, one action. Example: Veo 3 gameplay (7,492), Walker S2 battery swap (6,502).
• Authority figure said something → IMAGE of the tweet/quote, with the quote repeated or paraphrased in the title. Example: Yann-Elon exchange (14,831).
• News article with a wild headline → LINK, but only if the headline is self-selling. Example: "Man Arrested for Creating Fake Bands With AI" (11,465). If the headline is neutral, paste-and-screenshot it instead.
• Long technical analysis or philosophical take → TEXT, but keep expectations low (ceiling ~5,000, typical 400-1,300).
• Humor / meme → IMAGE, flair "Shitposting" or "Meme".
• Multiple benchmark charts or supporting screenshots → GALLERY. Rare but works (France fusion 11,389 is GALLERY).

What Makes a Good Demo Video (derived from top video posts)

1. Length 8-40 seconds. Anything longer and Reddit's autoplay truncates the payoff. All top-10 videos are in this range.
2. Show the capability in the first 3 seconds. No lab logos, no slow zooms. "Figure 02 flipping packages" starts with the robot already flipping.
3. One capability per video. The "VEO 3 compilation" (3,768) underperformed most individual Veo 3 demos because the compilation diluted the "oh shit" moment.
4. Zero narration, minimal text overlay. Audio of the ambient scene is ideal (Walker S2's battery-swap has the actual mechanical sound).
5. Natural lighting / real-world setting beats lab-bench shots. "Loki doing the chores" (4,819) beat many lab videos because it's in a house.
6. Title should be a reaction, not a description. "Ok should we start worrying" (7,262) beats "Unitree demo new locomotion policy" — same content, different framing.

7. Flair/Category Strategy

Raw performance ranking (by avg score, only flairs with 4+ posts)

1. Shitposting — ~5,400 avg, 0.96 ratio
2. AI (generic, largest bucket) — ~4,100 avg, 0.93 ratio
3. Video — ~4,900 avg, 0.92 ratio
4. memes / Meme (combined) — ~3,800 avg, 0.96 ratio
5. Robotics — ~3,200 avg, 0.96 ratio
6. Discussion — ~3,500 avg, 0.92 ratio
7. LLM News — ~2,800 avg, 0.94 ratio
8. Biotech/Longevity — ~2,800 avg, 0.95 ratio
9. Economics & Society — ~2,600 avg, 0.90 ratio (friction)
10. Ethics & Philosophy — ~1,800 avg, 0.88 ratio (friction)
11. Engineering — ~2,700 avg, 0.93 ratio
12. Compute — ~300 avg, 0.91 ratio (week-only sample)

Distribution utility ranking (for someone launching a product or narrative)

1. AI — the default for any news/model/benchmark/launch. The broadest reach.
2. Robotics — if your content is physical-world, this flair signals "not another LLM" and the niche audience rewards specificity.
3. Discussion — if you want high comment volume and don't care about score ceiling. Lower ratio but more conversation.
4. Shitposting / Meme — only if you have actual community-voiced humor.
5. LLM News — safer than "AI" for a dry announcement but lower ceiling.
6. Biotech/Longevity — specialty audience, use for AI-for-bio crossovers.

Flairs to avoid

• "The Singularity is Near" — ironically ratio-friction (0.84 avg). Reads as hype-LARP.
• "Ethics & Philosophy" — 0.88 ratio; community rewards ethical content when framed as news, not framed as ethics.
• "Transhumanism & BCI" — avg ~400. The founding theme of the sub, now a dead flair.
• "Fiction & Creative Work" — essentially invisible (58 score in the dataset).

Title prefix tags

Unlike r/LocalLLaMA ([OS], [Finetune]) or r/selfhosted ([Project]), r/singularity does NOT use title prefix tags. The data has zero examples of bracketed tags in the top 100. Don't add them.

Pricing model hierarchy

The sub has no strong pricing signal because it's not a product-discovery sub. The only pricing-adjacent content is "Cancel your ChatGPT subscriptions and pick up a Claude subscription" (8,513, 0.89) — a tribal/cancel-culture post, not a pricing debate. When pricing does come up, the community is weakly anti-subscription ("SAM ALTMAN: 'intelligence is a utility...' people buy it on a meter" 6,399, ratio 0.88 — friction). If you're launching a product, pricing is not what will make or break you here.

8. Title Engineering

Deconstructing the top 10 titles

Title Formulas

Formula 1: The Anthropomorphized AI Betrayal

• "Grok is openly rebelling against its owner" (41,786)
• "Grok, I wasn't familiar with your game" (38,259)
• "Truth-maximizing Grok has to check with Elon first" (3,598)
• "Grok made to glaze Elon Musk" (4,839)

Formula 2: The Deliberately Vague One-Liner

• "Well, this is funny" (17,691)
• "lol..." (7,982)
• "It's over" (9,446)
• "This is fucking insane" (10,164)
• "WTF" (5,257)
• "Woopsie daisie" (6,339)

Formula 3: The Big Number Shocker

• "After $80B, the Metaverse is dead" (16,880)
• "Anthropic raises $30B, Elon crashes out" (6,993)
• "Man Arrested for... $10 Million by Listening to Their Songs With Bots" (11,465)
• "$500K pharmaceutical commercials... I made this for $500 in Veo 3 credits" (5,807)

Formula 4: The Authority Quote

• "SAM ALTMAN: 'We see a future where intelligence is a utility...'" (6,399)
• "Demis Hassabis: 'The kind of test I would be looking for...'" (3,196)
• "Stuart Russell said Hinton is 'tidying up his affairs...'" (5,365)

Formula 5: The "Ok should we start worrying"

• "Ok should we start worrying" (7,262)
• "Is this real?" (4,003)
• "So maybe Brett was not overhyping this time" (4,896)
• "I'm speechless" (4,325)

Formula 6: The Year/Era Marker

• "GPT-4 was released 3 years ago!" (768)
• "Imagine seeing this headline 10 years ago" (7,333)
• "Time sure flies, huh" (5,683)
• "AI generated cow, 2014" (3,060)

Title anti-patterns (community-specific)

1. Explicit doom pleas: "Pray to god that xAI doesn't achieve AGI first... This is NOT a 'political sides' issue" (7,521, 0.90 ratio — friction). The community wants AI to happen; begging them to fear it is ratio-poison.
2. "I think..." personal essays in the title: "AI will do to our minds what machines did to our bodies" (687, 0.92), "The era of human coding is over" (3,009, 0.85). These need to be reframed as quotes from someone famous, not as the OP's opinion.
3. Help-wanted / request titles: "Singulaity might be the solution, Help us" (5,338 — outlier) but mostly dead. "Is this really the future of all programmers?" (40). The sub does not want to answer your questions.
4. Overly academic titles: "The eerie similarity between LLMs and brains with a severed corpus callosum" (1,251, good ratio 0.96 but low ceiling). The content was quality; the title read too much like a paper.
5. Benchmark dumps without a hook: "All Claude Mythos Benchmarks" (269), "Mythos achieves 70.8% on AA-Omniscience" (81). The sub wants interpretation of benchmarks, not raw numbers.
6. Long explanatory titles: Titles >25 words almost never chart. The top 25 averages ~10 words.

9. Engagement Patterns

Comments-to-upvote ratio by content type (sampled from top 100)

Key findings:

• Shitposts / memes have the LOWEST C/U (1.5-2.5%). They get massive passive upvotes but minimal discussion. Upvote bombs, comment deserts.
• Elon dunks are also comment-light (2-5%) because everyone agrees. Consensus content = upvotes, no debate.
• Economics/UBI/"will AI replace jobs" posts have the HIGHEST C/U (25-40%). These are discussion magnets even when they're ratio-risky.
• Authority quotes split the room, especially Altman quotes. High comments + moderate ratio friction.
• Robotics videos get moderate discussion (10-25%) — the community debates "is this real / teleoperated / cherry-picked?" on every robot post.

Conditional recommendation

• If your goal is VISIBILITY → Shitposting/meme flair, IMAGE, one-liner title, Elon dunk or AI "oh shit" video. These are passive-upvote bombs.
• If your goal is DISCUSSION / RELATIONSHIPS → "Economics & Society" or "Discussion" flair, text post with a specific claim about jobs/UBI/displacement, or an authority quote that's genuinely controversial. You'll get 20-40% C/U and real conversation.
• If your goal is AUTHORITY BUILDING → News articles with strong headlines + LLM News/AI flair. Safe ratios, moderate scores, builds a credible posting history that mods don't remove.

Highest-discussion topics (by comment density)

1. Job displacement / UBI / economic upheaval (Elon/AI worker replacement 2,354 comments; Berkeley prof 1,947; UBI debate 1,207; Bernie data-center ban 894)
2. "Does this video feel real?" deepfake debates (Both video/audio 2,740; pt2 1,028; Sora 2 realism 945)
3. China vs. US AI race (China grid 883; Cancel ChatGPT for Claude 826; Chinese shipping 245)
4. Grok / xAI drama (Grok rebelling 937; Grok glazes Elon 498; Elon insults Grok 682)
5. Philosophical questions about consciousness / emotion (171 emotion vectors 259; Claude emotions 276; split-brain 166)

No giveaway tactic

Unlike r/ClaudeAI or r/macapps, r/singularity has ZERO giveaway posts in the top 302. Giveaways are not a tactic here because Rule 3 (no self-promo) blocks them. Don't try.

10. What Gets Downvoted

Ratio tiers

• Above 0.94 — Safe: universally well-received. ~65% of the top 302.
• 0.85-0.94 — Friction: net positive but with an audible minority dissenting. ~30%.
• Below 0.85 — Controversial/community-hostile. ~5%.

Notable low-ratio posts

Community-specific anti-patterns

1. The Doom Sermon — Any post that reads as a plea to fear AI. "Pray to god that xAI doesn't achieve AGI first" (7,521, 0.90); "Congrats to all the Doomers!" (6,223, 0.92). Rule 5 ("No fear-mongering — this is a pro-AI sub") is enforced by voting.
2. The Hype-LARP Title — Titles that sound like the OP is cosplaying as a prophet. "The era of human coding is over" (0.85), "AGI has arrived" (0.87), "it's happening, recursive self improvement" (132, 0.78). The community wants to be told AI is accelerating, but BY someone credible, not by a random OP.
3. Altman Defending OpenAI — Altman quotes justifying OpenAI's choices (energy use, Pentagon deals, Sora shutdown). "SAM ALTMAN: '20 years of life...'" (0.83), "Sora shutdown is a good early example..." (0.78). The sub increasingly hates being sold to.
4. Political-coded posts — Anything that reads as US-Democrat-vs-Republican explicitly. "Palantir CEO Boasts That AI Technology Will Lessen The Power Of Highly Educated, Mostly Democrat Voters" (1,988, 0.94) — squeaked by because Karp is a universally hated figure, but similar posts without a villain tank.
5. Repetition of a prior viral — "Both video and audio... pt2" (0.82) vs. original (0.88). The sub penalizes sequels.
6. Naked PR — "Claude Mythos is so powerful we won't release it" (0.84), "An actress Milla Jovovich just released a free open-source..." (0.94 — squeaked by with a strong ratio because the setup was entertaining but the flag was obvious). Anything that reads as an Anthropic/OpenAI press release gets ratio friction.
7. Pure text "what if" essays — "What if AI doesn't make us less human, but forces us to become more human?" (59, 0.73). The sub doesn't read essays; it reacts to content.

No formal blacklist

Unlike r/macapps's blacklist of promotional spammers, r/singularity has no published hall of shame. Mod enforcement is silent removals + occasional locked threads (2 in the dataset). The community self-polices through ratio votes and comment pile-ons rather than organized callouts.

11. The Distribution Playbook

Phase 1: Pre-Launch (1-4 weeks before posting)

1. Lurk for at least 1 week. Watch which posts hit the front page and which die at 0. Notice which authors dominate (MetaKnowing, Distinct-Question-16, Outside-Iron-8242, likeastar20, Nunki08, Glittering-Neck-2505, socoolandawesome, shogun2909). These are the "news anchors" of the sub.
2. Build an account with >1 day age + modest karma elsewhere. The submit_text explicitly requires >1 day account age.
3. Post 2-3 lower-stakes news/share posts first — an article link, a quote screenshot, a robot video you didn't make. Get a feel for timing and audience response without your product's neck on the line.
4. Identify your archetype. Are you posting a (a) video demo (Archetype 2), (b) capability headline (Archetype 4), (c) authority quote (Archetype 3), or (d) contrast-with-Elon/xAI dunk (Archetype 1)? If none fits, reconsider whether r/singularity is the right sub.
5. DO NOT post product launches directly. Rule 3 is strict and the community rejects overt self-promo. Even dressed-up self-promo ("Built an open source tool..." 723) floats low.

Phase 2: Launch Day (the post itself)

1. Timing: Top posts cluster around US morning/afternoon UTC (13:00-20:00 UTC). The DOGE post, Grok rebellion post, Emotional Damage post, and "Both video and audio..." all posted in that window. Avoid posting during Asia business hours.
2. Format: IMAGE or VIDEO. Only use TEXT if you have a genuinely explosive claim AND you're prepared for a ~500-1500 ceiling.
3. Title: 5-15 words. One of the 6 title formulas. Avoid explanations, avoid adjectives, avoid "I built".
4. Flair: AI (safest default), Robotics (for physical AI), Shitposting (for humor), LLM News (for dry announcements), Discussion (if you want comments).
5. Selftext: Keep minimal. If linking to a paper/blog, one sentence of context + link. Do not write a hype essay.
6. First image/frame: For videos, the thumbnail must convey the action in 1 frame. For images, the joke or chart must be legible at Reddit's thumbnail resolution.

Phase 3: First 24-48 Hours (engagement)

1. First 30 minutes are critical. If the post doesn't clear ~50 upvotes in the first 15 minutes, it will not viral. Consider deleting and reposting later.
2. Reply to the top comment within 30 min. Your reply should be conversational, not defensive. The sub punishes authors who get defensive about their work.
3. Engage with the ratio, not the score. A post at 2,000 upvotes and 0.95 ratio is healthier than 5,000 at 0.82. If your ratio drops below 0.88 in the first hour, the post is in trouble.
4. Pre-write replies to the 4-5 most common objections (see below).
5. Do NOT edit the title (Reddit doesn't allow it anyway) and do not edit the post with "EDIT: Thanks for gold". The sub reads this as cringe.

Phase 4: Ongoing Presence (weeks after)

1. Post regularly on unrelated topics — robot videos, benchmark screenshots, fun quotes. Build the account as a "news anchor" over 4-8 weeks.
2. Stealth distribution: Answer questions in threads like "What model should I use?" or "Anthropic vs OpenAI?" with substantive replies that happen to mention your project or framing.
3. Do NOT cross-post the same thing to r/LocalLLaMA, r/ClaudeAI, r/OpenAI, r/ChatGPT on the same day. The user bases overlap enough that mods notice and remove.
4. Follow up with "n days later" updates — "Remember Genie 3? Here's what it looks like 6 months later" is the kind of evergreen content that builds authority.

Community-specific comment strategy (reply templates for common objections)

Objection 1: "Is this cherry-picked?"

"Fair question. The video is a single take, not a best-of. Here's the raw prompt and here's another from the same run: [link]. Happy to answer anything else."

Objection 2: "This is teleoperated, isn't it?" (robotics-specific)

"Good instinct — this is something the sub has been burned on before. This run is fully autonomous, driven by [model/policy name]. The team's page notes whether a clip is teleoperated; this one isn't. [link]"

Objection 3: "How is this different from [existing tool]?"

"[Existing tool] does X well but caps out at Y. What's new here is Z — specifically [concrete capability]. Not claiming it's categorically better, just that Z is the net-new thing."

Objection 4: "This is just OpenAI/Anthropic/Elon PR"

"Totally hear you. I'm not affiliated with [lab]. What got me to post this was [specific technical detail the PR didn't push]. That felt genuinely new."

Objection 5: "AGI is not that close / you're hyping"

"Probably! I'd rather err on the hype side in the short term and be wrong in 2 years than miss the curve. Curious what benchmark you'd want to see before you'd update."

Stealth distribution tactics

1. Be the news anchor. Post 5-10 non-product news/share posts before ever mentioning your thing. The account becomes a trusted source.
2. Piggyback on hot topics. If Mythos is trending, post your AI-security tool in a comment on a Mythos thread, not as a top-level post.
3. Answer questions in Discussion threads with thoughtful, long-form replies. The sub upvotes comment-length analysis even when it downvotes post-length analysis.
4. Build authority via robotics/biotech/energy niches. These flairs have lower competition than AI and a more loyal niche readership.

Score-tier calibration (realistic ceilings)

Post-publication measurement

• Ratio stays above 0.95 after 1 hour → safe; the post will peak naturally.
• Ratio between 0.85-0.94 → friction zone; expect pile-on comments. Engage carefully, don't argue.
• Ratio below 0.85 in first hour → controversial; consider whether this is intentional (political post) or a signal you misframed something.
• No traction (< 50 upvotes) in first 30 min → post is dead. Do not edit-to-save; delete and revise for a later attempt with a different title.
• Viral (>3,000 upvotes in first 6 hours) → expect the top comment to be a counter-narrative. Have your templated replies ready.
• Comment/upvote ratio >15% → you're in a discussion bomb. These are valuable for relationship-building even if the score is modest.

12. Applying This to Any Project

Quick-reference pre-post checklist

1. ☐ Is my account >1 day old with at least some karma history?
2. ☐ Am I posting as news/observation, not as self-promotion?
3. ☐ Is the format IMAGE or VIDEO (not TEXT)?
4. ☐ Is the title under 15 words and using one of the 6 formulas?
5. ☐ Does the flair match the content type (AI / Robotics / Shitposting / Discussion)?
6. ☐ Is the thumbnail/first frame legible and impactful?
7. ☐ Have I avoided doom framing, cringe-prophet framing, and overt PR language?
8. ☐ Do I have 4-5 pre-written replies to common objections?
9. ☐ Am I posting between 13:00-20:00 UTC on a Tuesday-Thursday?
10. ☐ Do I have 2-3 backup posts (news/quotes) if this one fails?
11. ☐ If this is Elon-adjacent, is the frame anti-Elon (not pro-Elon)?
12. ☐ Have I NOT cross-posted to r/ChatGPT / r/OpenAI / r/ClaudeAI same day?

Scenario-based launch guides

Scenario A: You're launching a free / open-source AI tool

• Optimal formula: Post a VIDEO demo of the tool doing something visually impressive. Title it with a capability claim ("A free tool that can..." or an authority framing "This week someone built..."). Link the repo only in the selftext.
• Example to follow: "An actress Milla Jovovich just released a free open-source AI memory system that scored 100% on LongMemEval" (7,442, 0.94) — note the "actress" hook that made it shareable beyond the normal audience.
• Key risk: Being seen as self-promo. Frame the post as if you're discovering it, not announcing it. If you're the author, disclose in a comment, not the title.

Scenario B: You're launching a subscription AI product

• Optimal formula: Don't do a direct launch. Instead post a capability demo video with no pricing mention. In the top comment, answer "what does this cost?" with a simple one-liner.
• Example to follow: "Cursor's composer 2 being Kimi 2.5" (715) — worked as a meta-commentary, not as a Cursor launch.
• Key risk: Pricing-model mentions in the title tank ratios. "SAM ALTMAN: 'intelligence is a utility... on a meter'" (6,399, 0.88). The sub weakly hates metered pricing.

Scenario C: You're launching a product built with AI / "vibe-coded"

• Optimal formula: Don't disclose that it's vibe-coded in the title. The sub will sniff it out in comments and will only accept it if the product actually delivers capability.
• Example to avoid: "The era of human coding is over" (3,009, 0.85 — stickied but low ratio).
• Key risk: The community has become skeptical of AI-built products. Lead with the capability, not the process.

Scenario D: You're launching a research paper / benchmark

• Optimal formula: Screenshot the most shocking graph, title it as a capability headline. Post the arxiv link in selftext.
• Example to follow: "Apple has countered the hype" (15,725) — a single chart from one paper, titled as a narrative beat.
• Key risk: Posting the benchmark numbers without interpretation. "All Claude Mythos Benchmarks" (269) died because there was no story.

Scenario E: You're launching a robotics / physical AI product

• Optimal formula: 15-30s video in a real-world setting (not a lab), no narration, title as a question or reaction.
• Example to follow: "Walker S2 replacing its own battery" (6,502) or "Loki doing the chores" (4,819).
• Key risk: Everyone will assume teleoperation. Have the source paper / autonomy confirmation ready as a top comment.

Cross-posting guidance (reframing for adjacent subs)

• On r/singularity, frame as "the singularity is accelerating / here's a new data point".
• On r/ClaudeAI, frame as "I built this with Claude" or "here's how Claude can do X".
• On r/OpenAI, frame as "here's how OpenAI / GPT is changing X" (skew cynical, r/OpenAI is hostile).
• On r/LocalLLaMA, frame as "open weights / self-hosted / quantized / benchmark-first" — do NOT reuse the r/singularity hype framing.
• On r/ChatGPT, frame as a funny / relatable use case, not a capability demo.
• On r/MachineLearning, strip ALL hype and lead with method + evaluation.

The most important cross-posting rule: Do NOT copy-paste the same post. r/singularity wants news/vibes; r/LocalLLaMA wants artifacts; r/MachineLearning wants rigor. Same content, three different framings, three different days.