Stop Guessing What to Build.
Every morning, AI scans 28 platforms, cross-validates signals, and ranks emerging tech trends by builder relevance. Free tiershows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing strategy, and risk assessment — so you know exactly what to build and how.
NeurIPS AI-Generated Paper Rejection
NeurIPS desk-rejected 178 papers as AI-generated, while the detector flagged track chairs' own papers.
ValidatingDevToolsNot In My Git Yard Backdoor Detection
A proposal to catch backdoors at commit and release time, as supply-chain security regains attention in the AI coding era.
Validating★★★★☆DevToolsParallel Coding Agent Environment
Tools to run multiple local coding agents on one machine, TUI environments, and ADEs for managing fleets of parallel agents.
Multi-Agent Marketplaces
Emerging multi-agent marketplaces with proof-based winner selection, alongside open-source agent competition in crypto.
Coding Agent Skill Files
A fast-growing ecosystem of 'skill packs' for AI coding agents is emerging, with extensive community discussion on organizing and managing skill files.
Agent Orchestration Memory Engine
Local-first SQLite memory engines for AI CLIs and research on whether agent memory survives model upgrades.
AI Security Penetration Testing
Automated penetration testing tools for AI-built apps are appearing, while the community questions whether AI guardrails are truly running.
AI Coding Impact on Startup
Discussions on how AI coding tools like Claude Code are changing startup operations and enabling solo developers to fill multiple roles.
AI Agent Chat Integrations
New tools to bring any AI agent into team chat platforms like Slack, Teams, and Discord, plus voice-controlled teleprompter apps.
AI Sales Representative
Vertical AI tools continue to emerge, including AI sales reps for website visitors and AI growth managers for ad accounts.
AI Coding Cost Management
Developer communities discuss AI coding tool costs, including subscription quota reductions, risk control, and seeking domestic model alternatives.
AI-Powered Terminal
Terminal tools are integrating AI capabilities like command prediction, error correction, and multi-agent management, marking a new direction in dev tools.
AI-Powered Business Cards
Turning static bios into AI business cards that can reply, a novel product direction combining social networking with AI.
Voice Annotated Screen Capture
A Mac tool combining voice annotations with screenshots and clipboard management to enhance workflow productivity.
Code Review AI Agent
A new AI-powered code review tool that offers developers a fresh lens on their code.
AI Business Card
Turning static bios into AI business cards that can reply, a novel product direction combining social networking with AI.
ChatGPT as Planning Brain for Codex
A new project uses ChatGPT as the planning brain and Codex as the worker, exploring hybrid agent architectures.
AI Agent Plugin Marketplaces
A visual plugin marketplace for DeepSeek Harness emerges, allowing one-click installation and management of AI agent plugins.
AI Agent Billing Verification
Developers are focusing on AI coding token costs, with methods emerging to make coding agents prove billing logic before shipping.
Open Source AI PR Spam
Open-source maintainers publicly denounce AI-generated low-quality PRs for resume padding, reflecting a community norms issue.
ValidatingAIAgentAI Agent Sandbox
A new service offering managed application environments for computer-use agents, enabling safe operations in isolated settings.
ValidatingIndustryAI Agent Security Incident
OpenAI's report on a large-scale agent intrusion into Hugging Face highlights new security challenges posed by AI agents.
ValidatingAIAgentAI Agent Manager
An open-source app for managing multiple agents in the workplace, focusing on centralized agent management and collaboration.
ValidatingAIAgentAI Agent Router
An intelligent routing tool for A2A agent networks, supporting state-aware SELF/COLLABORATE/HANDOFF routing.
ValidatingAIAppAI-Powered Language Learning Apps
A developer builds their own German learning app due to lack of good options, showcasing the vibe coding trend.
ValidatingInfraNVIDIA Personal AI Router
NVIDIA's open-source PAIR tool enables pooling idle home computers into private AI clusters, fostering local inference.
ValidatingDXAI Coding Agent Tool Selection
Analysis of 16,900 sessions comparing tool selection patterns of major coding agents like Claude Code, Codex, and Cursor.
ValidatingAIAppLocal RAG for Screenshots
A local-first screenshot content search tool using RAG technology, offering privacy-preserving retrieval from screenshots.
ValidatingAIAppAI for Video Watermark Removal
Developers seek locally deployed AI models to remove dynamic video watermarks, reflecting growing demand in video processing.
ValidatingAIAgentAI Coding Skills Indexing
Mapping 120,523 open-source AI skills onto an org chart, offering a visualized overview of the skill ecosystem.
How Trends Are Ranked & Discovered
Every trend you see below is automatically scored and staged by our pipeline. Here's exactly how it works.
How We Score
Each term gets a 0–100 score from four weighted dimensions:
• Channel diversity (highest weight)
• Signal strength across independent platforms
• Community engagement velocity
• Cross-platform propagation
Maturity stages — based on age since first detection:
Report thresholds: Top tier deep research report · Mid range quick brief · Lower range monitoring only
How Terms Are Discovered
Every night, our LLM pipeline scans signals from 30+ platforms and extracts emerging terms using 5 rules:
- Cross-platform validation — a term must appear in ≥2 independent platforms, not a single isolated post.
- Representative filtering — new products are only kept if they represent a broader emerging pattern, not one-off launches.
- Discussion volume threshold— low-score single posts don't qualify; there must be genuine community interest.
- Generic term blacklist — known broad terms (AI, React, Python, API, LLM, GPT) are automatically ignored.
- Quality over quantity — only terms with genuine cross-source validation are accepted. No numeric cap.
Sources: HN, Reddit, GitHub, Product Hunt, X, DEV Community, V2EX, Lobsters, and more.
Two Engines, One Report
Every night, our dual-engine system scans the internet. Every morning, you get one decision — validated, priced, and ready to execute.
Discovery Engine
AI scans 30+ platforms — HN, Reddit, GitHub, Product Hunt, X, DEV, V2EX, and more — for emerging pain points, rising trends, and market gaps. Every term is cross-validated across independent sources before it reaches your dashboard.
- Cross-platform signal validation
- Pain point vs. hype detection
- Actionability scoring
Monitoring Engine
Follow up to 10 topics, people, or tech stacks. Every day, the AI tells you what's happening, and — most importantly — what you should do about it. Track competitors, spot shifts in developer sentiment, and catch opportunities before they hit the mainstream.
- Topic trend analysis
- Pricing & feature change signals
- Actionable alerts, not noise
What You Get with Pro
Free tier shows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing, risk assessment, and a concrete action plan. Built for builders who want to stop reading and start building.
Deep Analysis Reports
Full business cases for the top 25% of trends. Each report includes TAM estimation, competitive landscape, business model recommendations, MVP blueprint, risk assessment, and concrete next steps — 3,000+ words of actionable intelligence.
19 reports · Updated dailyCSV & JSON Export
Download the full trend database for your own analysis. Feed it into your spreadsheet, notebook, or custom tooling. All 280+ terms with scores, categories, stages, and growth metrics.
CSV + JSON · One clickCustom Trend Alerts
Set keyword and category alerts. Get notified when a trend matching your criteria crosses your score threshold. Never miss an opportunity in your domain again.
Up to 10 alerts$19/month after trial. Cancel anytime.
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