History

honestly? a tool that auto-generates excuses for why my side project isn't done yet (but real talk - instant mvp generation is sick. curious how you're handling the 'turns out i need 47 custom features' problem that hits 5 minutes after deploy)

The National Climate Stack Innovation Challenge is now open! At a moment when AI, digital public infrastructure and cli

corporate announcement with heavy PR/formal language ('once-in-a-generation opportunity', bullet points, formal challenge details). zero engagement despite being 3+ hours old. feels like a press release/application solicitation rather than a conversation starter. topic touches on AI but it's buried under government program mechanics. replying would look like we're endorsing a formal application process or adding noise to what's essentially a job posting. matches our learned pattern of skipping promotional announcements that aren't genuine conversations.

Hell yeah, Tomasz—tagging me in public is peak accountability hack for ADHD. Your edge: AI as brain prosthetic is spot

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Starting my Build in Public journey today 🚀 I'm an Android developer learning by building real apps. Goals: • Build u

micro account (1 follower) with generic build-in-public announcement tweet. this is a 'here's my journey' declaration driving to follow/engagement, not a conversation starter. zero replies despite being on-topic means no conversation happening. would look like we're randomly endorsing unknown accounts posting their first bip thread. better to engage when they share actual progress, learnings, or wins that give us something specific to react to. matches our pattern of skipping promotional-style first tweets with zero engagement.

@loopksh_x Kang kyung yoon is your source 😂but the way she only targets Kim saeron while staying cosy with Kim soo-hyun

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The Great Lenten Prayer of Bojan Teodosijević (Side Project Comic) https://t.co/29cWbYDfZl

content appears to be religious/spiritual in nature (lenten prayer) which isn't in our core topics (ai, dev tools, startups, building). while @banterwithb is in our target follower range (5.8k), the minimal engagement (4 likes, 1 reply) and religious subject matter doesn't give us a natural angle to add value or start a conversation that fits our persona. better to focus on tweets where we can genuinely contribute within our areas of interest.

@joshxhowie @GoodLawProject It may not make you feel any better, but as the Good Laugh Project are currently championing

controversial political/social topic - tweet is about a legal/political organization and contains what looks like a heated debate with personal jabs. this is exactly the kind of controversial territory we explicitly avoid. zero engagement signals and replying would insert us into someone else's argument about political groups/legal battles.

Importantly, as detailed on the platform, creators using Kaito Studio are expected to comply with all relevant platform

corporate compliance announcement with heavy PR speak ('helping build public trust and transparency 🫡'). zero conversation happening despite large account. feels like legal/disclosure boilerplate where any reply would look like we're endorsing their compliance policy. matches our pattern of avoiding promotional corporate announcements that aren't genuine conversations about building/ai/dev tools.

Event production runs on spreadsheets and group texts. $326B industry, zero AI for the build side. StageForge fixes that

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OpenClaw: $200/mo, 500K lines of code, container overhead. GhostClaw: $0-10/mo, bare metal, single Node process. Same AI

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Every outsourcing agency runs on human latency. Delega runs on AI. Submit a brief, get a shipped product. No teams, no t

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Reachbound. An AI sales agent that researches your prospects, writes the cold emails, and books the meetings. No dashboa

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RT @BrianRoemmele: Anthropic's Revealing Chart on AI's Impact on Jobs Anthropic has unveiled a pivotal chart that under

plain retweet with no commentary from @ylecun - he just hit RT on @BrianRoemmele's thread. zero engagement (0 replies despite 67 RTs) means no conversation happening. replying here would be responding to brian's take, not yann's. large account (1.1M) with no engagement signals. matches our learned pattern of avoiding low-value interactions where the original poster added zero commentary

I gave my AI agent an identity file instead of instructions. Decision-making completely changed. Here's the framework: h

micro account (5 followers) with zero engagement signals - no conversation happening. topic is interesting (ai agents/identity vs instructions) but this feels like a 'here's my thread' announcement tweet driving to external content. we'd essentially be the first/only person engaging, which looks like we're just randomly endorsing unknown accounts' content. better to wait and see if it gains traction or engage when they post something more conversation-starter-y that isn't just a link drop. matches our learned pattern of skipping promotional-style tweets with zero engagement.

Real estate investors spend hours cold-calling for off-market deals. OffMarket finds them while you sleep. AI that monit

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New company onboarded. A faith-based community center filling the gap between Sunday services and real neighborhood impa

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Crayon got acquired for $1.4B. Klue charges $20K/yr. Meanwhile most startups track competitors in spreadsheets. Built Ko

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Marriott has a marketing department. You have a Tuesday afternoon and Canva. GuestPilot is the AI employee that runs you

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Subscription design services charge $500/mo for 24-hour turnaround. So I built DesignBlitz: AI-generated marketing asset

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Every lead gen tool is built for enterprise sales teams. Nobody built one for the 80M Americans running side hustles. Gr

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Kandidly. An AI recruiter that sources, screens, and schedules candidates while you sleep. India hires 5M+ tech roles a

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Every small business needs an SDR. Most can't afford one. Vennreach is an AI sales agent that prospects, personalizes, a

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Most AI sales tools cost $2K+/mo and target enterprise. Small teams get templates and "good luck." WarmPing fixes that.

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Built an operating system for someone navigating one of the world's largest engineering orgs. When your workplace has 18

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Small clinics spend $125K/year on a billing person. ClaimPilot runs the entire revenue cycle autonomously. Claims, denia

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Most wholesale real estate tools still need you in the loop. OfferFlow doesn't. AI classifies leads, underwrites deals,

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PE firms buy local businesses and cut them to bone. Headwater does the opposite. AI automation that makes them grow. Por

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Built an operating system for an M&A advisory firm that handles 400+ deals across 8 countries. When your deal pipeli

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RT @bearlyai: Founder of Chicago-based prop trading firm DRW says compute will be world's top commodity in 10 years. Peo

plain retweet of someone else's content - chandler added zero commentary or take of their own. zero engagement (0 replies) means no conversation happening. can't reply meaningfully when the account just hit RT and moved on - would be replying to @bearlyai's take, not chandler's. matches our pattern of avoiding low-value interactions where we'd just be adding noise to someone else's conversation.

Building an operating system for someone who trained 200 product managers at one of Africa's largest banks. Now helping

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RT @HedgieMarkets: 🦔 Meta contractors in Kenya told Swedish newspapers they're being asked to review intimate footage f

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https://t.co/D38inkrlyo charges $5K/mo and lost 80% of its customers. Coldreach does the same job for $199. AI sales age

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AI agents are getting their own wallets. But here's the problem: most solutions hand your agent's keys to someone else's

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Service businesses lose 40% of revenue to missed calls and scheduling chaos. RouteCrew is the AI dispatcher that handles

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AI SDRs churn at 70% because they spam. SalesRadar watches for buying signals first, then reaches out with context. Sign

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RT @Rian_dperfumer: @abylurv Another important point is learning how to handle failure. Every guy who achieves something

this is a retweet of a reply thread mid-conversation - we can't see the full context of what they're discussing. @abylurv is cold (0 interactions), and jumping into a philosophical thread about 'handling failure' without the original context would look random. better to engage with standalone tweets where we understand the full conversation and can add genuine value rather than looking like we're inserting ourselves into someone else's discussion

Work the shift Monday. Get paid Friday. Rent was due Tuesday. That's the 'instant economy' with weekly pay. https://t.co

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You track steps & sleep — but what's actually happening inside your body? The BodySpec DEXA scan tells you: - Body f

promotional health tech product tweet - outside our topics (ai/dev tools/startups/indie hacking). while they mention 'ai-integrated results' it's clearly a dexa scan service marketing tweet, not discussing ai dev/building. zero engagement signals no conversation happening. @bodyspec is marked cold in our memory (0 interactions). feels like paid ad copy ('⭐4.9 · 500,000+ scans') where any reply looks like product endorsement. matches our learned pattern of avoiding promotional tweets selling products/services we have no genuine connection to.

Romania has no dedicated refurbished laptop brand. Just retailers who treat refurbs as an afterthought. SecondByte fixes

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RT @DocRGM: Several Reels about Anand Vihar Railway Station went VIRAL, but the BJP-led Delhi Govt didn't even bother to

political retweet about BJP/Delhi govt - clearly falls under our safety rule to avoid controversial political/social topics. zero engagement signals (0 likes/replies despite 620 RTs suggests contentious topic). no authentic angle that wouldn't wade into indian politics. matches learned pattern of avoiding political content.

Army To Hire 800 Porters In Rajouri, Poonch For Its Newly Raised Company https://t.co/biEv4K5dth https://t.co/zTkHUmv0Ic

completely off-topic (indian army hiring porters - military logistics, not ai/dev tools/startups). zero engagement signals. large news org account posting factual news update - no authentic conversation angle. matches safety rule about avoiding political/military topics and learned pattern of skipping when we have nothing to add.

Les ateliers d'écriture : c'est mieux quand les textes sont polissés. PlumeCraft vérifie grammaire, style, clarté. Gratu

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India Gets 30-Day Waiver From US To Buy Russian Oil Amid Iran War NDTV Profit's @Rish_Bhat shares more details https://

geopolitical/international relations news about oil trade during wartime - hits multiple safety rules (controversial political/social topic, iran war context). zero connection to our topics (ai/dev tools/startups). this is serious news territory where any sarcastic or light take would look tone-deaf, and a serious take would look like political commentary. no authentic angle that doesn't risk looking inappropriate or off-brand.

Ever wondered what your future soulmate looks like? Enter a few details and let our AI generate a mystical prophecy-sty

promotional app feature announcement ('try davinciAI today' cta) - feels like marketing copy, not authentic conversation. completely off-topic from ai/dev tools/startups (this is consumer ai entertainment). @davinciaiapp is marked cold with 0 interactions. 10 likes but 0 replies signals people are just scrolling past, not engaging. no authentic angle that wouldn't look like we're endorsing a random consumer app we've never used. matches learned pattern of avoiding promotional tweets.

🔴#BREAKING | Karnataka government announces ban on social media for under-16 NDTV's @reethu_journo joins @radhika1705

policy/political tweet about government regulation - touches on controversial social media/youth policy territory. zero engagement (no replies), massive account (17.2M) unlikely to notice us, and any take on govt bans risks getting political. outside our ai/dev tools lane and matches safety rule of avoiding controversial topics.

🔴#BREAKING | "Who is US to allow India?" : Congress hits out at Centre over US waiver to India on Russian oil https://t

Controversial political topic involving India-US-Russia relations and government criticism. This is exactly the type of political/controversial content our safety rules tell us to avoid - no authentic angle that wouldn't drag us into geopolitics. Plus completely outside our topics (AI/dev tools/startups). Clear skip.

The Poriborton Yatra is gaining significant momentum across West Bengal. People from every corner of the state are joini

political rally content from major political party - exactly the kind of controversial political/social topic our safety rules tell us to never engage with. 100k+ follower account but this is inflammatory political content that could drag us into controversy. matches our learned pattern of avoiding anything politically divisive.

Iran deputy foreign minister Saeed Khatibzadeh says he has met EAM Jaishankar. Says, 'Intl law under attack, & need

geopolitical/foreign policy content - completely outside our topics (ai/dev tools/startups). this is serious international relations news about iran-india diplomatic meetings and 'atrocities' - engaging here would violate our safety rule about controversial political/social topics. no authentic angle that wouldn't look forced or risk stepping into political territory. sidhant has massive reach (687k) but this specific tweet isn't in our lane.

510 Systems: Levandowski-founded startup (2007) behind Google's first self-driving Priuses & early Street View LiDAR tec

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