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.
Vibe Coding Game Development
Developers are rapidly creating mini-games using vibe coding and tools like Codex, drastically shortening the time from concept to launch, becoming a new creative method.
Design-to-Code AI Tools
Design-to-code AI tools are intensifying competition, including reverse tools converting code UI to Figma, reshaping design-development workflows.
Open-Source Duck Robot
Hugging Face's $399 open-source duck robot, Microduck, has become a hot topic in open-source hardware-AI integration.
AI Slop in Open Source
The community strongly objects to developers flooding open-source projects with low-quality AI-generated content (AI slop) to pad resumes, sparking discussions on LLM terms of service.
Loop Engineering
Prompt engineering is being replaced by Loop Engineering, where AI coding tools self-improve through iterative feedback loops, marking a new programming paradigm.
Model Hardware Standard
Anthropic's proposed 'Model Hardware Standard' aims to define hardware interfaces for AI agents and is planned for open-source release, potentially becoming a new industry norm.
AI Agent Evaluation Benchmark
New benchmarks like Terminal-Bench-Science and ToolSandbox are emerging to evaluate AI agents on scientific workflows and tool use, a crucial foundation for agent development.
Multi-Agent Communication Protocol
Tools enabling Claude Code, Codex, and Cursor to communicate with each other have emerged, exploring multi-agent collaboration patterns.
Validating★★☆☆☆AIModelSmall Model Inference on CPU
Kimi K3 running inference on a single CPU with 8.24GB RAM, along with discussions that 'small models have arrived', indicates a trend towards efficient, small models.
AI Coding Interview Shift
Community discussions on how tech interviews are changing in the AI era, from testing 'handwritten code' to evaluating developer-AI collaboration, reflect a fundamental shift in skill requirements.
Enterprise Cursor Ban
Major companies like Kuaishou are restricting third-party AI coding tools, making enterprise AI tool governance a new topic.
Voice AI Router
A voice AI routing service analogous to OpenRouter has emerged, unifying multi-model voice API calls.
AI-Native App Platform
AI-native platforms for building and scaling apps are emerging, treating AI as the platform core rather than an add-on.
AI-Powered Teleprompter
An AI teleprompter that predicts 'what you haven't said yet' has been launched, with AI understanding context to assist speech.
OpenRouter for Voice
Speko aims to be the OpenRouter for voice, providing a unified API for routing to various voice models, a key infrastructure for voice AI applications.
LLM Token Optimization
Tools like rtk reduce LLM token consumption by 60-90% via proxying, and pre-indexed knowledge graphs like CodeGraph cut token usage, becoming key to reducing AI costs.
Open-Source AI Office Suite
A free, open-source AI office suite (Word/Excel/PPT/PDF) with built-in AI agents has been released, challenging traditional office software.
AI-Powered iOS App Generator
Tools like 'Lovable for iPhone' let users generate App Store-ready apps directly from ideas, dramatically lowering mobile development barriers.
Cloud Agent Platform
Cloud-based agent platforms for cross-tool collaboration are emerging as a new direction, enabling AI agents to manage multiple tools in cloud environments.
AI Video Editor with LLM Integration
Video editors are integrating LLMs like GPT and Claude, enabling AI-assisted video creation and editing.
MCP Server Builder
Tools for rapidly building MCP servers to connect data with AI tools have emerged, lowering MCP integration barriers.
Open-Source Coding Agent Kernel
An open-source kernel for coding agents has been released, providing foundational infrastructure for building customized coding agents.
AI Quota Monitoring Tool
Developers built monitoring tools to track why AI tool quotas like Claude's are exhausted so quickly, addressing a common pain point.
AI-Powered Video Editing
Products like ChatCut Desktop integrate AI models like GPT and Claude into the video editing workflow, making AI a core participant in video creation.
AI Fact-Checking API
An independent multi-model fact-checking API has emerged, providing a verification layer for AI workflows to address hallucination issues.
Multi-Model Fact-Checking API
Lenz offers an independent, multi-model fact-checking API, adding a verification layer to AI workflows, a crucial tool in combating AI hallucinations.
AGENTS.md Adoption
AGENTS.md files have boosted AI code compliance from 60% to 95%, becoming a standard practice for AI coding teams.
AI-Generated Short Drama Export
AI-generated short drama export barriers have dropped dramatically, with solo creators producing complete episodes, opening new content creation avenues.
Edge AI Inference Framework
Google's LiteRT-LM, an open-source high-performance LLM inference framework for edge devices, advances on-device AI deployment.
Runtime Behavior Diffing
RealDiff aids code review by comparing the runtime behavior of pull requests, going beyond traditional static code diffing.
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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