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Releases: sunmughan/meta-automation
Releases · sunmughan/meta-automation
Release list
v2.0 - Agentic Social Architecture, Live-DOM Observation, Termux:X11 Fullscreen Geometry & Multi-Tier AI Daemon
v2.0 - Agentic Social Architecture, Live-DOM Observation, Termux:X11 Fullscreen Geometry & Multi-Tier AI Daemon
Latest
What's New in v2.0 (Major Release)
🧠 End-to-End Agentic Social Architecture
- Live DOM as Ground Truth: Operates directly with the live browser DOM over Chrome DevTools Protocol (
CDP:9222). Bypasses brittle third-party APIs, sandbox limitations, 2FA hurdles, and rate limit bans. - Truthful Action State Machine: Strict lifecycle (
DISCOVERED ➔ DECIDING ➔ ATTEMPTED ➔ SUBMITTED ➔ VERIFIED). Zero unverified confirmations — actions are only markedVERIFIEDafter independent out-of-composer DOM inspection. - 9-Level Semantic Fallback Locator: Completely eliminates brittle single-selector dependencies across: (1) ARIA role + accessible name, (2) visible text, (3)
aria-label, (4)title, (5)placeholder, (6) semantic DOM attributes, (7) candidate multi-selectors, (8) contextual parent scoping, and (9) bounding box coordinates.
📱 Android Termux + Termux:X11 Full Parity & Master Runner
- Automatic Display Management:
./start-termuxautomatically manages and initializes Termux:X11 display (DISPLAY=:1) with companion app activation. - Fullscreen Chromium Geometry: Detects Android screen resolution (e.g.,
1080x2400), configures precise window position (--window-position=0,0) and size flags to prevent off-screen modal rendering and viewport clipping. - Continuous Multi-Cycle Background Daemon: Background execution (
nohup node threads-agent.js run) with PID tracking (./status-automation,./stop-automation,./start-termux --restart,./start-termux --foreground). - Android 12+ Guidance: Recommended ADB optimization for disabling Phantom Process Killer (
max_phantom_processes 2147483647) and setting Termux battery to Unrestricted.
🧹 Universal Clean Handle Sanitization
- Placeholder Elimination: Strips broken
@user,@buyer,@facebook_buyer,@linkedin_user, and@threads_userhandle strings across all platforms. - Platform-Native Tag Hygiene: Automatically strips plain-text
@handletags on Facebook and LinkedIn to prevent broken UI text, ensuring organic engagement.
🤖 Multi-Tier Resilient AI Decision Pipeline
- Tier 1 (Local Primary): Antigravity Language Server provides grounded AI reasoning over live browser DOM without third-party token limits or external API keys.
- Tier 2 (Cloud Fallback): Multi-provider failover to MiniMax M3 or OpenAI.
- Tier 3 (Infallible Semantic Fallback): Zero premature discards; classifies leads into
BUYER,FOUNDER_NETWORKING,TECH_DISCUSSION,FEEDBACK_REQUEST, andAUTOMATION. - Strict Guardrails: Disqualifies salaried recruitment (
RECRUITMENT), job seekers (JOB_SEEKER), service promo pitches (SERVICE_PROVIDER), graphic design/logos/accounting (OUT_OF_SCOPE), and community opinion polls (IRRELEVANT).
📦 Distribution Packages & Release Automation
- Cross-platform packaging script (
npm run build:release) generating npm distribution, Android Termux, Linux x64, macOS universal, Windows x64, and Universal zip archives with SHA256 checksums.
📦 Checksums
435537f7cd935e4629ce3fdd600b035d8ea7fc62b19c0d1278f53e83a893c4e5 meta-automation-2.0.0.tgz
64a1a9c317d21016ee3c90795096e502e3d1e41e8b6f6f2790af451f5ca4f3ac meta-automation-android-termux.tar.gz
64a1a9c317d21016ee3c90795096e502e3d1e41e8b6f6f2790af451f5ca4f3ac meta-automation-linux-x64.tar.gz
64a1a9c317d21016ee3c90795096e502e3d1e41e8b6f6f2790af451f5ca4f3ac meta-automation-macos-universal.tar.gz
6062c781761a42c4daca92ff196475c71ddd8ca1d0368718c2398c378c6b795a meta-automation-universal-v2.0.0.zip
6062c781761a42c4daca92ff196475c71ddd8ca1d0368718c2398c378c6b795a meta-automation-windows-x64.zip
v1.6.0 - Agentic Browser Controller, 2026 Live-DOM Adapters & Omnichannel AI Growth Engine
What's New in v1.6.0
🎮 Agentic Browser Controller Architecture
- Live DOM as Ground Truth: Operates directly with the live browser DOM over Chrome DevTools Protocol (
CDP:9222). Bypasses brittle third-party APIs, sandbox limitations, 2FA hurdles, and rate limit bans. - 9-Level Semantic Fallback Locator: Completely eliminates brittle single-selector dependencies across: (1) ARIA role + accessible name, (2) visible text, (3)
aria-label, (4)title, (5)placeholder, (6) semantic DOM attributes, (7) candidate multi-selectors, (8) contextual parent scoping, and (9) bounding box coordinates. - Truthful Action State Machine: Strict lifecycle (
DISCOVERED ➔ DECIDING ➔ ATTEMPTED ➔ SUBMITTED ➔ VERIFIED). Zero unverified confirmations — actions are only markedVERIFIEDafter independent out-of-composer DOM inspection. - Automated Failure Diagnostics: Captures full-page screenshots and DOM dumps to
logs/screenshots/on any blocked or unverified attempt.
✍️ 2026 TipTap & ProseMirror Rich-Text Dispatch Engine
- Block Editor State Synchronization: Specialized injection pipeline for LinkedIn post modals, LinkedIn comment boxes, and Facebook Comet composers.
- Synthetic InputEvent & Typing Jitter: Dispatches
beforeinputandInputEvent("input", { inputType: "insertText", data: char, bubbles: true })with human-like variable cadence (30–95ms jitter). - ProseMirror Empty Node Cleansing: Replaces
<p class="is-editor-empty">to trigger internal virtual DOM document updates and cleanly enable post/comment submit buttons.
📜 Virtualized Container-Level Programmatic Scrolling
- Overcoming SPA Viewport Traps: Replaces non-functional
window.scrollBywith container-level scrolling onmain#workspace, #workspace, .scaffold-layout__main. - Triggering IntersectionObservers: Ensures continuous feed recycling and captures live dynamic posts without getting stuck.
🖱️ CDP Native Mouse Click Dispatch (page.mouse.click(x, y))
- Ember.js & React SPA Route Navigation: Calculates bounding boxes and sends genuine OS-level hardware mouse clicks, ensuring conversation switching in LinkedIn messaging and modal triggers succeed without event dropping.
📱 Android Termux + Termux:X11 Parity
- Full Mobile Autonomy: Run 24/7 on Android devices without root via Termux and Termux:X11.
- Android 12+ Optimization Guidelines: Comprehensive documentation for disabling Phantom Process Killer via ADB and setting battery to Unrestricted.
- 1-Click Master Runner:
./start-termuxmanages X11 display, launches Chromium with CDP flags, and connects the engine automatically.
🌐 Omnichannel Coverage (LinkedIn + Facebook + Threads)
- LinkedIn Outbound & Inbound: TipTap post publishing, container scrolling feed discovery, connection triage (
/in/accepted, spam rejected), unread DM triage & AI conversion replies, inbound comment replies with@Nametags. - Facebook Operations: Founder & agency group discovery, commercial buyer search, timeline post publishing, Messenger direct message triage, comment notification replies.
- Threads Continuous Presence: High-intent keyword discovery, home feed scanning, viral quote-posting, activity replies, direct messages.
⚡ Round-Robin Tab Isolation & Performance
- Visual Foreground Switching: Sequential execution cycles Threads ➔ Facebook ➔ LinkedIn with
bringToFront: true, preventing focus-stealing and keyboard collisions. - Dynamic Knowledge Grounding: 100% brand isolation with live hot-reloading from
knowledge/*.md. Official WhatsApp booking link (https://wa.me/919584215603).
📦 Checksums
15b058bbf8dc3b330241fa3cfa13259002645709d309a1b29a7d1a102264f929 meta-automation-1.6.0.tgz
ebecd77813e79599a7fa282091329cc0eb7d6cd85b1cd2812933c11c2d86d338 meta-automation-android-termux.tar.gz
ebecd77813e79599a7fa282091329cc0eb7d6cd85b1cd2812933c11c2d86d338 meta-automation-linux-x64.tar.gz
ebecd77813e79599a7fa282091329cc0eb7d6cd85b1cd2812933c11c2d86d338 meta-automation-macos-universal.tar.gz
d4905e607c0465a87069055fc52b28e813f69215bd8a39f08fdf86e37ac86f36 meta-automation-universal-v1.6.0.zip
d4905e607c0465a87069055fc52b28e813f69215bd8a39f08fdf86e37ac86f36 meta-automation-windows-x64.zip
v1.5.0 - Zero-Heuristic Omnichannel AI Social Growth Engine (LinkedIn, Facebook & Threads)
What's New in v1.5.0
🧠 100% Zero-Heuristic AI Architecture (Gemini 3.8 Flash High)
- Zero Regex Pre-Filtering: Complete eradication of static keyword heuristics, buyer intent regexes, and hand-crafted classification scores.
- Pure Antigravity AI Reasoning: Every post is qualified directly by Gemini 3.8 Flash High via live Antigravity IDE Connect-RPC session.
- Dynamic Bespoke Comments: Purged static comment variation templates. The AI generates bespoke, grounded comments with strict Single-URL Discipline.
- Zero-Heuristic Quarantine: When AI reasoning is unavailable or times out, posts are quarantined without guessing or falling back to regex.
🌐 Complete Omnichannel Support (LinkedIn + Facebook + Threads)
- LinkedIn Inbound Operations:
- Automatically manages connection requests: accepts individual profile requests (
/in/) and rejects company page follows, group invites, and event spam. - Direct Messages monitoring: inspects unread DMs, grounds context in dynamic business knowledge, and synthesizes helpful conversion replies with zero self-reply loops.
- Inbound comment replies: tracks notifications on posts/comments, responding warmly with user tags (
@Name). - Daily B2B Thought-Leadership cross-posting: publishes daily authoritative technical posts reusing visual media.
- Automatically manages connection requests: accepts individual profile requests (
- Facebook Inbound & Outbound Operations:
- Inbound comment notification monitoring with personalized tagged replies.
- Messenger direct message processing with grounded AI sales reasoning.
- Commercial buyer keyword search and public agency/founder group discovery.
- Threads Continuous Presence:
- Live feed and keyword scanning with active lead qualification and verified commenting.
- Inbound activity reply monitor and direct message responder.
🔗 Dynamic Grounding & WhatsApp Booking Link
- WhatsApp Meeting Booking Link: Updated official WhatsApp booking link to
https://wa.me/919584215603across all dynamic profile lookups and DM scheduling flows. - Centralized Search Queries: All 42 discovery search queries and group topics centralized in
knowledge/search-queries.mdwith dynamic cache hot-reloading. - Multi-Brand Neutrality: Complete brand isolation verified by automated multi-brand test suites. Onboard any agency or personal brand in seconds via
npm run onboard.
⚡ Performance & Multi-Browser Engine
- Dedicated Browser Tab Instances: Mutex-guarded dedicated tabs for Threads, LinkedIn, and Facebook with automatic foreground switching (
bringToFront: true). - Sequential and Concurrent Multi-Tab Execution Modes: Seamless switching between sequential round-robin execution and concurrent multi-threading.
- Universal Multi-Browser Support: 1-click support for Chrome, Edge, Brave, and Chromium across Linux, macOS, Windows, and Android Termux.
📦 Checksums
b8a17b88aed5457f1014f501ae348988337832ebc8f73c800e13e43915edbece meta-automation-1.5.0.tgz
a5d9b09d684a231a57f864b6472cfe52af3ccb7ff0a63650eaf1acf8ccc95913 meta-automation-android-termux.tar.gz
a5d9b09d684a231a57f864b6472cfe52af3ccb7ff0a63650eaf1acf8ccc95913 meta-automation-linux-x64.tar.gz
a5d9b09d684a231a57f864b6472cfe52af3ccb7ff0a63650eaf1acf8ccc95913 meta-automation-macos-universal.tar.gz
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dda55854d1e525cda122ec26b352e5fc49b2422c6f59d1db1bb8de91f05c8152 meta-automation-windows-x64.zip
v1.4.2 - Omnichannel Autonomous Engagement Engine (LinkedIn, Facebook & Threads)
What's New in v1.4.2
🌐 Complete Omnichannel Support (LinkedIn + Facebook + Threads)
-
LinkedIn Inbound Operations:
- Automatically manages incoming connection requests: accepts individual profile requests (
/in/) and automatically ignores/rejects page follows, group invites, and event invitations. - Direct Messages monitoring: checks unread DMs, detects sender context, avoids self-replies, and responds with tailored grounded AI.
- Inbound comment replies: monitors notifications for replies to our posts and comments, responding back with user tags (
@Name). - Daily B2B Thought-Leadership cross-posting: publishes daily authoritative technical posts reusing the high-impact visual media generated for Threads.
- 2026 Modern DOM traversal for high-intent B2B keyword searches and executive feed monitoring.
- Automatically manages incoming connection requests: accepts individual profile requests (
-
Facebook Inbound & Outbound Operations:
- Inbound comment replies via Facebook notifications with tagged replies.
- Messenger direct message monitoring with grounded AI response generation.
- Commercial buyer keyword searches and public founder/agency group discovery.
-
Threads Continuous Presence:
- Live feed and keyword scanning with active lead qualification and verified commenting.
- Inbound activity reply monitor and direct message responder.
⚡ Performance & Dynamic Architecture
- Dynamic Antigravity Language Server CSRF Socket Discovery: Dynamically resolves listening ports and matching CSRF tokens, preventing process hangs and speeding up AI reasoning.
- Dedicated Browser Tab Instances: Mutex-guarded dedicated tabs for Threads, LinkedIn, and Facebook with automatic foreground switching (
bringToFront: true). - Sequential and Concurrent Multi-Tab Execution Modes: Choose between seamless sequential multi-tab pipeline execution or simultaneous background multi-threading.
📦 Checksums
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6d5e5c591203e0b21623f64dc38b85ed2b7e59e3bb09f23506d2a518ea10e3b2 meta-automation-macos-universal.tar.gz
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v1.4.1 - Omnichannel Autonomous Engagement Engine (LinkedIn, Facebook & Threads)
What's New in v1.4.1
🌐 Complete Omnichannel Support (LinkedIn + Facebook + Threads)
-
LinkedIn Inbound Operations:
- Automatically manages incoming connection requests: accepts individual profile requests (
/in/) and automatically ignores/rejects page follows, group invites, and event invitations. - Direct Messages monitoring: checks unread DMs, detects sender context, avoids self-replies, and responds with tailored grounded AI.
- Inbound comment replies: monitors notifications for replies to our posts and comments, responding back with user tags (
@Name). - Daily B2B Thought-Leadership cross-posting: publishes daily authoritative technical posts reusing the high-impact visual media generated for Threads.
- 2026 Modern DOM traversal for high-intent B2B keyword searches and executive feed monitoring.
- Automatically manages incoming connection requests: accepts individual profile requests (
-
Facebook Inbound & Outbound Operations:
- Inbound comment replies via Facebook notifications with tagged replies.
- Messenger direct message monitoring with grounded AI response generation.
- Commercial buyer keyword searches and public founder/agency group discovery.
-
Threads Continuous Presence:
- Live feed and keyword scanning with active lead qualification and verified commenting.
- Inbound activity reply monitor and direct message responder.
⚡ Performance & Dynamic Architecture
- Dynamic Antigravity Language Server CSRF Socket Discovery: Dynamically resolves listening ports and matching CSRF tokens, preventing process hangs and speeding up AI reasoning.
- Dedicated Browser Tab Instances: Mutex-guarded dedicated tabs for Threads, LinkedIn, and Facebook with automatic foreground switching (
bringToFront: true). - Sequential and Concurrent Multi-Tab Execution Modes: Choose between seamless sequential multi-tab pipeline execution or simultaneous background multi-threading.
📦 Checksums
7fa16518cf70c580f3accf3fd5f598c0fc5f15235f3c2f03296a230800fb7a2a meta-automation-1.4.1.tgz
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3d19123d5dd0538212cd99f5ba162907ba368c2671365aaef316ab5a429b5694 meta-automation-linux-x64.tar.gz
3d19123d5dd0538212cd99f5ba162907ba368c2671365aaef316ab5a429b5694 meta-automation-macos-universal.tar.gz
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v1.4.0 - Omnichannel Autonomous Engagement Engine (LinkedIn, Facebook & Threads)
What's New in v1.4.0
🌐 Complete Omnichannel Support (LinkedIn + Facebook + Threads)
-
LinkedIn Inbound Operations:
- Automatically manages incoming connection requests: accepts individual profile requests (
/in/) and automatically ignores/rejects page follows, group invites, and event invitations. - Direct Messages monitoring: checks unread DMs, detects sender context, avoids self-replies, and responds with tailored grounded AI.
- Inbound comment replies: monitors notifications for replies to our posts and comments, responding back with user tags (
@Name). - Daily B2B Thought-Leadership cross-posting: publishes daily authoritative technical posts reusing the high-impact visual media generated for Threads.
- 2026 Modern DOM traversal for high-intent B2B keyword searches and executive feed monitoring.
- Automatically manages incoming connection requests: accepts individual profile requests (
-
Facebook Inbound & Outbound Operations:
- Inbound comment replies via Facebook notifications with tagged replies.
- Messenger direct message monitoring with grounded AI response generation.
- Commercial buyer keyword searches and public founder/agency group discovery.
-
Threads Continuous Presence:
- Live feed and keyword scanning with active lead qualification and verified commenting.
- Inbound activity reply monitor and direct message responder.
⚡ Performance & Dynamic Architecture
- Dynamic Antigravity Language Server CSRF Socket Discovery: Dynamically resolves listening ports and matching CSRF tokens, preventing process hangs and speeding up AI reasoning.
- Dedicated Browser Tab Instances: Mutex-guarded dedicated tabs for Threads, LinkedIn, and Facebook with automatic foreground switching (
bringToFront: true). - Sequential and Concurrent Multi-Tab Execution Modes: Choose between seamless sequential multi-tab pipeline execution or simultaneous background multi-threading.
📦 Checksums
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v1.3.0 - 100% Dynamic Knowledge Architecture & Zero Hardcoding Engine
What's New in v1.3.0
🧠 100% Dynamic Knowledge Grounding (Zero Hardcoding)
- Eliminated all hardcoded brand strings, URLs, handles, and static fallback templates across the entire codebase (
threads-agent.js,threads-html-renderer.js,threads-poster.js,ai-decision-engine.js,comment-generator.js,threads-media.js). - Dynamic single source of truth:
knowledge/*.md(founder.md,company.md,profiles.md,services.md,pillars.md). - Brand names, handles, websites, and personas are dynamically resolved at runtime with complete brand isolation.
🌐 Universal Multi-Brand Customization & Isolation
- Onboard any brand or personal profile in seconds via
npm run onboard. - Automated test suites verify 100% brand isolation with zero bleed.
🎨 Fully Dynamic Social Cards & Carousel Visuals
- 1080x1080 social media cards, dark-mode terminal code snippets, and system topology diagrams render dynamically with official SVG/WebP assets and brand badges.
- Footer spans and branding automatically adapt to the configured company and founder persona.
⚡ Complete Autonomous Agentic Intelligence
- Pure Gemini 3.8 Flash High agentic reasoning with zero regex pre-filters or heuristic discards.
- Intelligent intent classification, contextual representation (
FOUNDER,COMPANY,BOTH,NEUTRAL), and single-URL discipline.
📦 Checksums
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v1.2.8 - WhatsApp Booking, Viral Quote-Posting & Rich Technical Cards
What's New in v1.2.6
🚀 WhatsApp Direct Discovery Call Link
- Added official WhatsApp Meeting Booking Link (
https://wa.me/codeair, username:codeair) into founder and company profiles. - Dynamically parsed by the Knowledge Engine and grounded by the Antigravity AI Cognitive Brain when prospects in DMs request direct calls, scheduling, or phone consultation.
- Strict single-URL discipline ensures high conversion without link clutter.
⚡ Viral Quote-Posting Engine
- Leverages the Threads algorithm's 4–5x non-follower recommendation multiplier on high-substance engineering posts.
- Synthesizes authoritative 2–3 sentence technical commentary on trending builder/founder threads.
- Visibly types and submits quotes live via Brave browser CDP with strict rate limiting (max 1–2 per 24h).
🎨 Dark-Mode Code Snippets & Architecture Diagram Cards
- Dark-Mode Terminal Code Cards: 1080x1080 square visuals with macOS traffic lights, syntax token highlighting, and CodeAir branding.
- System Architecture Topology Diagrams: Node cards and connector arrows detailing deterministic state machines and AI pipelines.
- Rotated automatically into high-substance technical pillars (
agentic_ai,tech_mentorship).
⏰ Algorithmic Peak-Window Pacing
- Posts are intelligently timed to hit global developer/founder peak traffic windows:
- Morning Window: 8:00 AM – 11:00 AM EST (13:00 – 16:00 UTC)
- Evening Window: 6:00 PM – 9:00 PM EST (23:00 – 02:00 UTC)
- Maintains exactly 4 strategic posts per 24 hours with flexible 5–7h pacing.
📈 Soft Follower-Conversion CTAs
- Natural follow hooks integrated into Slide 5 of carousels and deep discussion captions (
"Follow @sunmughan for daily breakdowns on agentic AI & software architecture").
📦 Checksums
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v1.2.7 - WhatsApp Booking, Viral Quote-Posting & Rich Technical Cards
What's New in v1.2.6
🚀 WhatsApp Direct Discovery Call Link
- Added official WhatsApp Meeting Booking Link (
https://wa.me/codeair, username:codeair) into founder and company profiles. - Dynamically parsed by the Knowledge Engine and grounded by the Antigravity AI Cognitive Brain when prospects in DMs request direct calls, scheduling, or phone consultation.
- Strict single-URL discipline ensures high conversion without link clutter.
⚡ Viral Quote-Posting Engine
- Leverages the Threads algorithm's 4–5x non-follower recommendation multiplier on high-substance engineering posts.
- Synthesizes authoritative 2–3 sentence technical commentary on trending builder/founder threads.
- Visibly types and submits quotes live via Brave browser CDP with strict rate limiting (max 1–2 per 24h).
🎨 Dark-Mode Code Snippets & Architecture Diagram Cards
- Dark-Mode Terminal Code Cards: 1080x1080 square visuals with macOS traffic lights, syntax token highlighting, and CodeAir branding.
- System Architecture Topology Diagrams: Node cards and connector arrows detailing deterministic state machines and AI pipelines.
- Rotated automatically into high-substance technical pillars (
agentic_ai,tech_mentorship).
⏰ Algorithmic Peak-Window Pacing
- Posts are intelligently timed to hit global developer/founder peak traffic windows:
- Morning Window: 8:00 AM – 11:00 AM EST (13:00 – 16:00 UTC)
- Evening Window: 6:00 PM – 9:00 PM EST (23:00 – 02:00 UTC)
- Maintains exactly 4 strategic posts per 24 hours with flexible 5–7h pacing.
📈 Soft Follower-Conversion CTAs
- Natural follow hooks integrated into Slide 5 of carousels and deep discussion captions (
"Follow @sunmughan for daily breakdowns on agentic AI & software architecture").
📦 Checksums
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44442409d7aa8a10ab92808558ec1402d84ee66a96e761404287fb2fed66c0f9 meta-automation-universal-v1.2.7.zip
44442409d7aa8a10ab92808558ec1402d84ee66a96e761404287fb2fed66c0f9 meta-automation-windows-x64.zip
v1.2.6 - WhatsApp Booking, Viral Quote-Posting & Rich Technical Cards
What's New in v1.2.6
🚀 WhatsApp Direct Discovery Call Link
- Added official WhatsApp Meeting Booking Link (
https://wa.me/codeair, username:codeair) into founder and company profiles. - Dynamically parsed by the Knowledge Engine and grounded by the Antigravity AI Cognitive Brain when prospects in DMs request direct calls, scheduling, or phone consultation.
- Strict single-URL discipline ensures high conversion without link clutter.
⚡ Viral Quote-Posting Engine
- Leverages the Threads algorithm's 4–5x non-follower recommendation multiplier on high-substance engineering posts.
- Synthesizes authoritative 2–3 sentence technical commentary on trending builder/founder threads.
- Visibly types and submits quotes live via Brave browser CDP with strict rate limiting (max 1–2 per 24h).
🎨 Dark-Mode Code Snippets & Architecture Diagram Cards
- Dark-Mode Terminal Code Cards: 1080x1080 square visuals with macOS traffic lights, syntax token highlighting, and CodeAir branding.
- System Architecture Topology Diagrams: Node cards and connector arrows detailing deterministic state machines and AI pipelines.
- Rotated automatically into high-substance technical pillars (
agentic_ai,tech_mentorship).
⏰ Algorithmic Peak-Window Pacing
- Posts are intelligently timed to hit global developer/founder peak traffic windows:
- Morning Window: 8:00 AM – 11:00 AM EST (13:00 – 16:00 UTC)
- Evening Window: 6:00 PM – 9:00 PM EST (23:00 – 02:00 UTC)
- Maintains exactly 4 strategic posts per 24 hours with flexible 5–7h pacing.
📈 Soft Follower-Conversion CTAs
- Natural follow hooks integrated into Slide 5 of carousels and deep discussion captions (
"Follow @sunmughan for daily breakdowns on agentic AI & software architecture").
📦 Checksums
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3882b9a86cd3bf4941f919ed887e136b7c501906eaf67fde32a9a2cc9e03bc43 meta-automation-macos-universal.tar.gz
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